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How does Pandas handle missing data in categorical operations?

Updated May 17, 2026

Short answer

Missing values in categorical data are treated as a separate category or NaN.

Deep explanation

Categorical data can include a special NaN category. Pandas maintains category codes and handles missing values separately during operations like grouping or sorting. This allows consistent behavior while preserving memory efficiency.

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