What is categorical grouping optimization in Pandas?

Updated May 17, 2026

Short answer

Categorical dtype speeds up groupby by reducing hash computation.

When grouping categorical columns, Pandas uses integer codes instead of hashing strings, drastically improving performance for repeated values.

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