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Umap / Tsne

This repo contains a series of notebook to arrange cultural artifacts and explore patters in metadata. To make it accessible we only use open source material from Wikidata as an example.

UMAP

Requirements

Install PIP requirements with pip install -r requirements.txt.

Notebooks

  • save_wikidata_images.ipynb creates a folder of images from a Wikidata query
  • image_tsne.ipynb creates a tsne map from a folder of images based on visual similiarities
  • image_umap.ipynb creates a umap map from a folder of images based on visual similiarities
  • metadata_umap.ipynb creates a umap map from a folder of images based on values specified in a custom csv file.
  • image_shortest_path.ipynb calculates the shortest path from an image to other.

t-SNE