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DOC: Adds Hamilton as a development tool #47865

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17 changes: 17 additions & 0 deletions web/pandas/community/ecosystem.md
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Expand Up @@ -400,3 +400,20 @@ Learn more by reading through these issues [14468](https://github.com/pandas-dev
[26766](https://github.com/pandas-dev/pandas/issues/26766), [28142](https://github.com/pandas-dev/pandas/issues/28142).

See installation and usage instructions on the [github page](https://github.com/VirtusLab/pandas-stubs).

### [Hamilton](https://github.com/stitchfix/hamilton)

Hamilton is a declarative dataflow framework that came out of Stitch Fix. It was designed to help one manage a
Pandas code base, specifically with respect to feature engineering for machine learning models.

It prescibes an opinionated paradigm, that ensures all code is:

* unit testable
* integration testing friendly
* documentation friendly
* transformation logic is reuseable, as it is decoupled from the context of where it is used.
* integrateable with runtime data quality checks.

This helps one to scale your pandas code base, at the same time, keeping maintenance costs low.

For more information, see [documentation](https://hamilton-docs.gitbook.io/).