seniorPandas

What is the difference between transform and apply in groupby?

Updated May 17, 2026

Short answer

transform returns output aligned to original index; apply can change shape.

Deep explanation

transform is used for element-wise group-wise transformations and always returns the same shape as input. apply is more flexible and can return aggregated or reshaped results.

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