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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