CyberChef/src/core/operations/HeatmapChart.mjs

261 lines
8.0 KiB
JavaScript

/**
* @author tlwr [toby@toby.codes]
* @copyright Crown Copyright 2019
* @license Apache-2.0
*/
import * as d3 from "d3";
import { getScatterValues, RECORD_DELIMITER_OPTIONS, COLOURS, FIELD_DELIMITER_OPTIONS } from "../lib/Charts";
import Operation from "../Operation";
import OperationError from "../errors/OperationError";
import Utils from "../Utils";
/**
* Heatmap chart operation
*/
class HeatmapChart extends Operation {
/**
* HeatmapChart constructor
*/
constructor() {
super();
this.name = "Heatmap chart";
this.module = "Charts";
this.description = "";
this.infoURL = "";
this.inputType = "string";
this.outputType = "html";
this.args = [
{
name: "Record delimiter",
type: "option",
value: RECORD_DELIMITER_OPTIONS,
},
{
name: "Field delimiter",
type: "option",
value: FIELD_DELIMITER_OPTIONS,
},
{
name: "Number of vertical bins",
type: "number",
value: 25,
},
{
name: "Number of horizontal bins",
type: "number",
value: 25,
},
{
name: "Use column headers as labels",
type: "boolean",
value: true,
},
{
name: "X label",
type: "string",
value: "",
},
{
name: "Y label",
type: "string",
value: "",
},
{
name: "Draw bin edges",
type: "boolean",
value: false,
},
{
name: "Min colour value",
type: "string",
value: COLOURS.min,
},
{
name: "Max colour value",
type: "string",
value: COLOURS.max,
},
];
}
/**
* @param {string} input
* @param {Object[]} args
* @returns {html}
*/
run(input, args) {
const recordDelimiter = Utils.charRep[args[0]],
fieldDelimiter = Utils.charRep[args[1]],
vBins = args[2],
hBins = args[3],
columnHeadingsAreIncluded = args[4],
drawEdges = args[7],
minColour = args[8],
maxColour = args[9],
dimension = 500;
if (vBins <= 0) throw new OperationError("Number of vertical bins must be greater than 0");
if (hBins <= 0) throw new OperationError("Number of horizontal bins must be greater than 0");
let xLabel = args[5],
yLabel = args[6];
const { headings, values } = getScatterValues(
input,
recordDelimiter,
fieldDelimiter,
columnHeadingsAreIncluded
);
if (headings) {
xLabel = headings.x;
yLabel = headings.y;
}
let svg = document.createElement("svg");
svg = d3.select(svg)
.attr("width", "100%")
.attr("height", "100%")
.attr("viewBox", `0 0 ${dimension} ${dimension}`);
const margin = {
top: 10,
right: 0,
bottom: 40,
left: 30,
},
width = dimension - margin.left - margin.right,
height = dimension - margin.top - margin.bottom,
binWidth = width / hBins,
binHeight = height/ vBins,
marginedSpace = svg.append("g")
.attr("transform", "translate(" + margin.left + "," + margin.top + ")");
const bins = this.getHeatmapPacking(values, vBins, hBins),
maxCount = Math.max(...bins.map(row => {
const lengths = row.map(cell => cell.length);
return Math.max(...lengths);
}));
const xExtent = d3.extent(values, d => d[0]),
yExtent = d3.extent(values, d => d[1]);
const xAxis = d3.scaleLinear()
.domain(xExtent)
.range([0, width]);
const yAxis = d3.scaleLinear()
.domain(yExtent)
.range([height, 0]);
const colour = d3.scaleSequential(d3.interpolateLab(minColour, maxColour))
.domain([0, maxCount]);
marginedSpace.append("clipPath")
.attr("id", "clip")
.append("rect")
.attr("width", width)
.attr("height", height);
marginedSpace.append("g")
.attr("class", "bins")
.attr("clip-path", "url(#clip)")
.selectAll("g")
.data(bins)
.enter()
.append("g")
.selectAll("rect")
.data(d => d)
.enter()
.append("rect")
.attr("x", (d) => binWidth * d.x)
.attr("y", (d) => (height - binHeight * (d.y + 1)))
.attr("width", binWidth)
.attr("height", binHeight)
.attr("fill", (d) => colour(d.length))
.attr("stroke", drawEdges ? "rgba(0, 0, 0, 0.5)" : "none")
.attr("stroke-width", drawEdges ? "0.5" : "none")
.append("title")
.text(d => {
let count = d.length,
perc = 100.0 * d.length / values.length,
tooltip = `Count: ${count}\n
Percentage: ${perc.toFixed(2)}%\n
`.replace(/\s{2,}/g, "\n");
return tooltip;
});
marginedSpace.append("g")
.attr("class", "axis axis--y")
.call(d3.axisLeft(yAxis).tickSizeOuter(-width));
svg.append("text")
.attr("transform", "rotate(-90)")
.attr("y", -margin.left)
.attr("x", -(height / 2))
.attr("dy", "1em")
.style("text-anchor", "middle")
.text(yLabel);
marginedSpace.append("g")
.attr("class", "axis axis--x")
.attr("transform", "translate(0," + height + ")")
.call(d3.axisBottom(xAxis).tickSizeOuter(-height));
svg.append("text")
.attr("x", width / 2)
.attr("y", dimension)
.style("text-anchor", "middle")
.text(xLabel);
return svg._groups[0][0].outerHTML;
}
/**
* Packs a list of x, y coordinates into a number of bins for use in a heatmap.
*
* @param {Object[]} points
* @param {number} number of vertical bins
* @param {number} number of horizontal bins
* @returns {Object[]} a list of bins (each bin is an Array) with x y coordinates, filled with the points
*/
getHeatmapPacking(values, vBins, hBins) {
const xBounds = d3.extent(values, d => d[0]),
yBounds = d3.extent(values, d => d[1]),
bins = [];
if (xBounds[0] === xBounds[1]) throw "Cannot pack points. There is no difference between the minimum and maximum X coordinate.";
if (yBounds[0] === yBounds[1]) throw "Cannot pack points. There is no difference between the minimum and maximum Y coordinate.";
for (let y = 0; y < vBins; y++) {
bins.push([]);
for (let x = 0; x < hBins; x++) {
const item = [];
item.y = y;
item.x = x;
bins[y].push(item);
} // x
} // y
const epsilon = 0.000000001; // This is to clamp values that are exactly the maximum;
values.forEach(v => {
const fractionOfY = (v[1] - yBounds[0]) / ((yBounds[1] + epsilon) - yBounds[0]),
fractionOfX = (v[0] - xBounds[0]) / ((xBounds[1] + epsilon) - xBounds[0]),
y = Math.floor(vBins * fractionOfY),
x = Math.floor(hBins * fractionOfX);
bins[y][x].push({x: v[0], y: v[1]});
});
return bins;
}
}
export default HeatmapChart;