Summary Statistics in Python

From the Pandas cheat sheet ยท Inspect Data ยท verified Aug 2026

Summary Statistics

Summarize numeric and categorical columns.

python
df.describe()
๐Ÿ“Œ describe() defaults to numeric columns
๐Ÿ’ก include="all" summarizes mixed data
๐Ÿ” value_counts can include missing values
๐ŸŽฏ Check distributions before choosing transformations
describestatisticsvalue-counts

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