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ENH: Allow numba aggregations to return non-float64 results #44952

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@mroeschke

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@mroeschke

For example, groupby.sum can return an int64 output given an int64 input

In [2]: pd.DataFrame(range(2)).groupby(level=0).sum()
Out[2]:
   0
0  0
1  1

To enable this for our numba aggregations, I think we would need to specify specific signatures.

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