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Pingouin

Statistical tests, effect sizes, correlations, and related analysis helpers.

Visit the original source ↗

External resource. No execution or independent verification is claimed here.

A QUESTION TO TAKE FURTHER

Do paired-test estimates and confidence intervals agree with an independently calculated small-sample fixture?

Compute difference means, variance, degrees of freedom, and the specified interval independently; distinguish assumptions from arithmetic agreement.

What you could produce

  • A pinned, isolated reproducer with generated inputs and a concise result table
  • A separately controlled check report with fixed tolerances and disclosed limitations

Before you use it

  • A separately qualified runtime with the package and its reviewed, pinned dependency closure; no dependency installation is supported by the current self-contained Python pilot.

Limits to keep in view

  • No project source, package build hook, test, example, or submitted research command has been executed.
  • The documented pilot supports self-contained Python 3.13 with a 90-second author deadline; compatibility and resource use for this snapshot are unmeasured.

Source and permission context

Preserve the upstream project name, version, repository link, applicable notices, and contributor attribution when preparing an artifact for reuse.

Catalog listing reviewed. This review covers the description and source links displayed here.

Approved for catalog metadata and links. The displayed entry identifies Pingouin with the concise collection-authored summary “Statistical tests, effect sizes, correlations, and related analysis helpers.” and points to the public upstream repository https://github.com/raphaelvallat/pingouin. The wording describes function and possible investigation without reproducing upstream source or documentation, claiming execution, or implying endorsement or rights beyond the recorded scopes.

Reviewed 2026-09-14. Copying or adapting source files remains subject to their own terms.

code · No SPDX identifier

The source contains GPL version 3 text and pinned package metadata names GPL-3.0, but the grant does not establish only versus or-later scope in the inspected files. License text: LICENSE at commit ca13caecd31ff016552cdd15212d37ad9f0cd507; no repository-wide clearance is claimed.

Inspect the license evidence ↗

Before copying source material

  • Bundled datasets, examples, submodules, vendored code, and dependency licenses have not been audited; the observed top-level license does not clear all of them.
  • README and documentation rights were not independently resolved from the main code license; this catalog only links and describes.
  • Resolve GPL-3.0-only versus GPL-3.0-or-later from an authoritative project grant before preparing a copied bundle.