From 6765c8b1655b73e68d3bdd932ef01256a8b1b243 Mon Sep 17 00:00:00 2001 From: Andy Coenen Date: Wed, 4 Dec 2019 09:23:15 -0800 Subject: [PATCH 1/2] Add raw 50k 3d mammoth data --- raw_data/mammoth_3d_50k.json | 1 + 1 file changed, 1 insertion(+) create mode 100644 raw_data/mammoth_3d_50k.json diff --git a/raw_data/mammoth_3d_50k.json b/raw_data/mammoth_3d_50k.json new file mode 100644 index 0000000..0573c40 --- /dev/null +++ b/raw_data/mammoth_3d_50k.json @@ -0,0 +1 @@ +[[53.441, 329.536, 108.807], [80.453, 336.454, 104.619], [72.278, 506.154, 80.135], [77.343, 290.973, 120.397], [91.655, 216.63, 87.73200000000001], [28.706, 337.45599999999996, 51.803999999999995], [117.41799999999999, 480.45300000000003, -163.673], [70.7, 391.027, 120.63799999999999], [94.274, 262.158, -153.678], [70.541, 538.365, 43.755], [107.037, 253.635, 144.868], [37.924, 336.593, 100.054], [77.682, 289.718, 12.671], [31.761999999999997, 343.08099999999996, 81.217], [116.976, 426.228, 121.624], [105.881, 319.325, 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[85.147, 533.019, 27.195999999999998], [68.575, 462.89300000000003, 97.287], [75.697, 398.10699999999997, 133.915], [73.555, 326.126, 120.27799999999999], [52.915, 329.79900000000004, -155.655], [15.834000000000001, 407.955, 98.329], [15.003, 474.17199999999997, 50.211999999999996], [65.712, 253.678, 118.557], [100.727, 237.717, 76.116], [71.057, 399.67699999999996, 130.72799999999998], [74.476, 552.48, 14.064]] \ No newline at end of file From 0f7238dc9431a96b5bd8f6794115edaf4c181fbc Mon Sep 17 00:00:00 2001 From: Andy Coenen Date: Wed, 4 Dec 2019 09:27:26 -0800 Subject: [PATCH 2/2] Update text and readme to reflect points --- README.md | 4 +++- src/article/Article.svx | 2 +- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 726d49a..a799dd6 100644 --- a/README.md +++ b/README.md @@ -29,7 +29,9 @@ yarn dev:toy_comparison #### Data preprocessing -_Understanding UMAP_ uses a few tricks to make the data payloads for some of the interactive figures small enough to download in a reasonable time. The `mammoth` figures use a 10-bit encoding scheme to compress the 10,000 3D points into a significantly smaller payload. The `hyperparameters` and `toy_comparison` figures precompute UMAP embeddings for all of their different combinations, then use the same 10-bit encoding scheme to compress the data. +For the mammoth figures, the [raw 3D data](https://github.com/MNoichl/UMAP-examples-mammoth-/blob/master/mammoth_a.csv) was downsampled to 50,000 points before being projected with UMAP / t-SNE. These 50,000 points were then randomly subsampled to 10,000 points in order to minimize the payload size. + +_Understanding UMAP_ uses a few tricks to make the data payloads for some of the interactive figures small enough to download in a reasonable time. The `mammoth` figures use a 10-bit encoding scheme to compress the 10,000 data points into a significantly smaller payload. The `hyperparameters` and `toy_comparison` figures precompute UMAP embeddings for all of their different combinations, then use the same 10-bit encoding scheme to compress the data. ```bash yarn preprocess:hyperparameters diff --git a/src/article/Article.svx b/src/article/Article.svx index 9c75054..786547b 100644 --- a/src/article/Article.svx +++ b/src/article/Article.svx @@ -103,7 +103,7 @@ The following visualization - extended from excellent work by [Max Noichl](https Figure 5: - UMAP projections of a 3D woolly mammoth skeleton (50,000 points) into 2 dimensions, with various settings for the n_neighbors and min_dist parameters. + UMAP projections of a 3D woolly mammoth skeleton (50k points, 10k shown) into 2 dimensions, with various settings for the n_neighbors and min_dist parameters.