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by ersatz_username 1869 days ago
This is really cool! I'm glad there's more work going into the area - visions[1] is a similar tool which embeds the type system (user defined schema) into a traversable graph rather than encoding all type information in the trained network. We originally wrote it as the backend for pandas-profiling[2].

I'm not sure if any of the authors are on here but y'all might look into Sherlock[3] as well. They've got pre-trained models for many other semantic types than you've currently implemented.

1. https://github.com/dylan-profiler/visions

2. https://github.com/pandas-profiling/pandas-profiling

3. https://sherlock.media.mit.edu/