alteryx/featuretools

An open source python library for automated feature engineering

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Implements Deep Feature Synthesis (DFS), an algorithm that automatically generates features from relational, multi-table datasets by applying aggregation and transformation primitives across entity relationships and time windows. Supports distributed computation via Dask for parallel feature generation, extensible primitive libraries (including NLP and premium options), and can handle timestamped transactions to create temporal features.

7,622 stars and 162,757 monthly downloads. Used by 3 other packages. Available on PyPI.

Maintenance 10 / 25
Adoption 23 / 25
Maturity 25 / 25
Community 21 / 25

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Stars

7,622

Forks

907

Language

Python

License

BSD-3-Clause

Last pushed

Feb 03, 2026

Monthly downloads

162,757

Commits (30d)

0

Dependencies

9

Reverse dependents

3

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