Published
Edited
Dec 1, 2021
1 fork
8 stars
DruidJS workerNatural breaksWord Tour: 40k words and their friendsHead/tail breaksHello, kmeans-engineHello, jsgeoda!n-dimensions binning?Ternary binningHello, Reorder.jsGeometric MedianUMAP SleepwalkDisc TransportSelf-Organizing Maps meet DelaunayHello, AutoencoderCumulative binningPlateau detectionSpherical smallest-circle problemMean shift clustering with flatbushMean shift clusteringMean shift clustering with kd-treeManhattan Voronoi IIH3 odditiesProtein MatrixUMAP-o-MaticUMAP in A-FrameUMAP of temperatures in Minneapolis/Saint-PaulUMAP Simple TopologiesUMAP & a personalized distance functiont-SNE VoronoiTravelling salesperson approximation with t-SNEtsne.js & workertsne.jsHello tfjs-tsneTravelling salesperson approximation on the globe, with UMAP-jsUMAP-js, worker versionHello UMAP (via Algorithmia)MNIST & UMAP-jsHello UMAP-js
Frida Kahlo’s palette
x = d3.scaleLinear().range([0, width])
y = d3.scaleLinear().range([height, 0])
data = {
const h = ((image.naturalHeight / image.naturalWidth) * w) | 0,
context = DOM.context2d(w, h, 1);
context.drawImage(image, 0, 0, w, h);
const colors = [],
data = context.getImageData(0, 0, w, h).data;
for (let i = 0; i < data.length; i += 4) {
const c = d3.rgb(data[i] + .001, data[i + 1], data[i + 2]),
hsl = d3.hsl(c),
color = [
Math.sin((hsl.h / 180) * Math.PI),
Math.cos((hsl.h / 180) * Math.PI),
hsl.s,
hsl.l,
c.r,
c.g,
c.b
];
color.c = c;
colors.push(color);
}
return colors;
}
coordinates = Generators.observe(
worker(
fit,
{ data, show_dynamic, w },
`
const window = {};
importScripts("https://unpkg.com/umap-js@1.3.1/lib/umap-js.js");
const UMAP = window.UMAP;
`
)
)
fit = function* fit({ data, show_dynamic, w }) {
yield Array.from(data, (_, i) => [i % w, (-i / w) | 0]);
const umap = new UMAP({
nComponents: 2,
minDist: 0.1,
nNeighbors: 50
}),
nEpochs = umap.initializeFit(data);
yield umap.getEmbedding();
for (let i = 0; i < nEpochs; i++) {
umap.step();
if (show_dynamic && i % 10 === 0) yield umap.getEmbedding();
}
yield umap.getEmbedding();
}
image = d3.image(
"https://cors-anywhere.herokuapp.com/" +
"https://www.centrepompidou.fr/media/picture/2e/e5/2ee5e3cc433b632c7a818e6f1c00e07e/thumb_medium.jpg",
{ crossOrigin: "anonymous" }
)
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