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Implement GroupBy.value_counts
to match pandas API
#14114
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Thanks for this feature! I have a few questions.
Can we make sure to cover errors raised by pandas?
- pandas raises an error about "clashing" if the subset of columns and groupby columns have a common element: https://github.com/pandas-dev/pandas/blob/f4f598fb36c0809da01cade2d5d832ee09564101/pandas/core/groupby/groupby.py#L2761-L2763
- pandas raises an error about "doesn't exist" if the subset keys don't exist in the dataframe. https://github.com/pandas-dev/pandas/blob/f4f598fb36c0809da01cade2d5d832ee09564101/pandas/core/groupby/groupby.py#L2767-L2769
- pandas raises if there is already a column with the name
count
orproportion
in the dataframe. https://github.com/pandas-dev/pandas/blob/f4f598fb36c0809da01cade2d5d832ee09564101/pandas/core/groupby/groupby.py#L2851-L2852
Can we cover cases like non-observed categorical values? https://github.com/pandas-dev/pandas/blob/f4f598fb36c0809da01cade2d5d832ee09564101/pandas/core/groupby/groupby.py#L2805
This is a great first pass -- but I think I'd like to see some coverage of at least some of the above features before approving (it's probably okay to leave some as TODO).
Thank you for the review @bdice 😃 |
/ok to test |
@stmio Awesome, thanks. Can you add tests for the error cases, too? |
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This looks fine to me!
/ok to test |
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LGTM
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Tests show some errors. Try replacing .columns
with ._column_names
.
/ok to test |
/merge |
Nice work, @stmio! |
Thank you! 😄 |
Description
This PR implements
GroupBy.value_counts
, matching the pandas equivalent method.Tests currently ignore the returned Series/DataFrame's name, as this was added to pandas in v2.0.0. This can be removed if tests are against
pandas>=2.0.0
.Closes #12789
Checklist