3D Line Chart
Recreation of the 3D Yield Curve from The New York Times.
js
// SPDX-License-Identifier: Apache-2.0
// Copyright : J.P. Morgan Chase & Co.
import * as anu from '@jpmorganchase/anu';
import * as BABYLON from '@babylonjs/core';
import * as d3 from 'd3';
import data from './data/yield-curve.csv'; //Our data
//Create and export a function that takes a Babylon engine and returns a Babylon Scene
export function linechart3D(engine) {
//Create an empty Scene
const scene = new BABYLON.Scene(engine);
//Add some lighting
new BABYLON.HemisphericLight('light1', new BABYLON.Vector3(0, 10, 0), scene);
//Add a camera that rotates around the origin and adjust its properties
const camera = new BABYLON.ArcRotateCamera('Camera', 0, 0, 0, new BABYLON.Vector3(0, 0, 0), scene);
camera.position = new BABYLON.Vector3(5, 0, -6);
camera.wheelPrecision = 20;
camera.minZ = 0;
camera.attachControl(true);
//Specify the columns in our dataset that should each be its own line
let years = ['1 Yr', '2 Yr', '3 Yr', '5 Yr', '7 Yr', '10 Yr'];
//Create D3 functions to parse the time and date
let parseTime = d3.timeParse('%m/%d/%Y');
let dateFormat = d3.timeFormat("'%y");
//Create the D3 functions that we will use to scale our data dimensions to desired output ranges for our visualization
let scaleX = d3.scaleTime().domain(d3.extent(data.map((d) => parseTime(d.Date)))).range([-3, 3]);
let scaleY = d3.scaleLinear().domain([0, 9]).range([-1, 1]).nice();
let scaleZ = d3.scalePoint().domain(years).range([-2, 2]);
//Do the same for color, using Anu helper functions map scale outputs to Color3 objects based on the 'interpolateBlues' palette from D3
let scaleC = d3.scaleSequential(anu.sequentialChromatic('Blues').toColor3()).domain([1, -1]);
//For each year (i.e, column), convert its values to x, y, and z positions in 3D space using our D3 scale functions
let paths = years.map((col) => {
return data.map((row) => new BABYLON.Vector3(scaleX(parseTime(row.Date)),
scaleY(row[col]),
scaleZ(col)));
});
//Create a Center of Transform TransformNode that serves the parent node for all our meshes that make up our chart
let CoT = anu.create('cot', 'cot');
//Select our CoT so that we have it as a Selection object
let chart = anu.selectName('cot', scene);
//Create a ribbon mesh as a child of our CoT using our calculated paths, then update the mesh's vertex data with color values
let ribbon = chart.bind('ribbon', { pathArray: paths, updatable: true, sideOrientation: BABYLON.Mesh.DOUBLESIDE })
.run((d,n,i) => {
//n is our one and only ribbon mesh, as our bind() function above only creates one ribbon
let positions = n.getVerticesData(BABYLON.VertexBuffer.PositionKind);
let colors = [];
//Loop through our position buffer and set color values based on the y positions
for (let p = 0; p < positions.length; p += 3) {
let color = scaleC(positions[p + 1]);
colors.push(color.r, color.g, color.b, 1);
}
//Set our new color values to the ribbon
n.setVerticesData(BABYLON.VertexBuffer.ColorKind, colors);
})
//Add some additional white lines for each line (column)
let whiteLines = chart.bind('lineSystem', { lines: paths })
.attr('color', BABYLON.Color3.White());
//Add an additional black line to the front-most line
let blackOutline = chart.bind('lines', { points: paths[0] })
.attr('color', BABYLON.Color3.Black());
//Use the Axes prefab with our three D3 scales with additional customizations
anu.createAxes('myAxes', { scale: { x: scaleX, y: scaleY, z: scaleZ },
parent: CoT,
domainMaterialOptions: { width: 0.025 },
gridTicks: { x: scaleX.ticks(d3.timeYear.every(2)) },
labelTicks: { x: scaleX.ticks(d3.timeYear.every(2)) },
labelFormat: { x: dateFormat, y: (text) => text + '%' }
});
return scene;
}