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Parallel Coordinates

Parallel Coordinates

by marimo team

Explore Fashion MNIST in higher dimensions with interactive parallel coordinate brushing.

About this notebook

This notebook loads the Fashion MNIST dataset, a set of 28-by-28 grayscale images of clothing, and reduces the 784 pixel values of each image to a small number of components with PCA. A checkbox switches the reduction to UMAP, and sliders set the sample size and the number of components.

The components appear in a parallel coordinates plot from the wigglystuff package, with one line per image, colored by clothing category. Drag a brush along any axis to filter the lines and see how the categories separate.

A final cell reacts to the brushes: it shows the first ten images that pass the current filters, with their category labels, so you can inspect what the selected region contains.

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