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Disambiguation: There could also be better disambiguation between parse() and parse_file(), which do different things, but you can't tell by the function names.
Metadata lost: The parse() function simply reads and returns a pandas.DataFrame, not a sssom.MappingSetDataFrame.
Docs: read_csv() and read_pandas() are missing from the Python docs.
Edit: They are actually deprecated, but I don't know why.
Sub-issues
.read_csv()method like pandas instead of theparse()function (Suggestion:MappingSetDataFrame:.to_csv()andread_csv()#517).parse()andparse_file(), which do different things, but you can't tell by the function names.parse()function simply reads and returns apandas.DataFrame, not asssom.MappingSetDataFrame.read_csv()andread_pandas()are missing from the Python docs.