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I personally really appreciate it when documentation will link to the api docs for the things they reference, and i feel like it might be especially helpful for our students to be able to refer to the docs at any point if they need to :).
Just added intersphinx mappings, went through and searched for mentions of functions from other packages ( i'm sure i missed a bunch ), and i also added the codeautolink extension to automatically add links within the code examples with a very subtle underline like this:
Also edited some references to close-and-they-actually-should-be-named-that-but-nonexistent modules like
pandas.apply()
andpandas.datetime
just so the students don't go lookin for em :)