t-SNE, a force, and voronoi

This is a t-SNE representation of an array of (random) circles : red, green, blue, opacity and radius are 5 independent dimensions.

The t-SNE is computed by a javascript worker, using science.ai's implementation.

A force is created that tries to:

follow the positions given by t-SNE
collide the centers.

The result is displayed with a Voronoi.

(A mix of t-SNE and a force and t-SNE Voronoi.)

forked from Fil's block: t-SNE, a force, and voronoi

<!DOCTYPE html>
<head>
  <meta charset="utf-8">
  <script src="https://d3js.org/d3.v4.min.js"></script>
  <style>
    body { margin:0;position:fixed;top:0;right:0;bottom:0;left:0; }
  </style>
</head>

<body>
  <script> 
const maxIter = 500,
    width = 400,
    x = d3.scaleLinear()
    .domain([-200, 200])
    .range([0, width]),
    area = d3.area()
       .x((d,i) => i)
       .y0(width+90)
       .y1((d,i) => width + 90 - parseInt(3 * d||0));

d3.queue()
    .defer(d3.text, 'tsne.min.js')
    .defer(d3.text, 'worker.js')
    .await(function (err, t, w) {

const worker = new Worker(window.URL.createObjectURL(new Blob([t + w], {
            type: "text/javascript"
        })));

const data = d3.range(300).map(d => [Math.random(), Math.random(), Math.random(), Math.random(), Math.random()]);

const svg = d3.select('body').append('svg')
            .attr('width', width + 100)
            .attr('height', width + 100);

const polygons = svg.selectAll('path')
            .data(data)
            .enter()
            .append('path')
            .attr('d', null)
            .attr('stroke-width', 0.3)
            .attr('fill', d => d3.rgb(d[0] * 256, d[1] * 256, d[2] * 256))
            .attr('stroke', d => d3.rgb(d[0] * 256, d[1] * 256, d[2] * 256))
            .attr('opacity', d => 0.5 + 0.5 * d[3]);
  
        const voronoi = d3.voronoi().extent([[-1, -1], [401, 401]]);

const cost = svg.append('path')
            .attr('fill', '#aaa');

let pos = data.map(d => [Math.random() - 0.5, Math.random() - 0.5]);
        let costs = [];
  
        let s = 0, c = 1;

worker.onmessage = function (e) {
            if (e.data.pos) pos = e.data.pos;
            if (e.data.iterations) { 
              costs[e.data.iterations] = e.data.cost;
            }
            if (e.data.stop) { 
              console.log("stopped with message", e.data);
              forcetsne.alphaDecay(0.02);
              worker.terminate();
            }
        };
        worker.postMessage({
            nIter: maxIter,
            // dim: 2,
            perplexity: 20.0,
            // earlyExaggeration: 4.0,
            // learningRate: 100.0,
            metric: 'manhattan', //'euclidean',
            data: data
        });

});
  </script>
</body>

https://d3js.org/d3.v4.min.js