PyAtlas is an interactive map of the top 10,000 most-downloaded packages on PyPI.
Each package is represented as a point in a 2D space. Packages with similar descriptions are placed close together, so you get rough clusters of the ecosystem (web, data, ML, etc.). You can: Simply explore the map, search for a package you already know, or explore points nearby to discover alternatives or related tools
Useful? Maybe, maybe not. Mostly just a fun project for me to work on. If you’re curious how it works under the hood (embeddings, UMAP, clustering, etc.), there are more details in the GitHub repo!
Each package is represented as a point in a 2D space. Packages with similar descriptions are placed close together, so you get rough clusters of the ecosystem (web, data, ML, etc.). You can: Simply explore the map, search for a package you already know, or explore points nearby to discover alternatives or related tools
Useful? Maybe, maybe not. Mostly just a fun project for me to work on. If you’re curious how it works under the hood (embeddings, UMAP, clustering, etc.), there are more details in the GitHub repo!