PyRank
raphaelvallat

pingouin

Statistical package in Python based on Pandas
PyPI GitHub
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

pingouin has 469K monthly downloads and 2K GitHub stars. Version 0.6.1 supports Python 3.10+, first published in 2018.

It is stably maintained under a copyleft license, last released in Mar 2026.

It is built on top of matplotlib, numpy and pandas. It is used by 124 tracked packages, including scitex-stats, metbit and hossam.

GitHub topics include pandas, statistics and anova.

Downloads
Day
15.3K
Week
109.3K
Month
468.6K
Stars
1.9K
Forks
166
Issues
6
Version
0.6.1

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
65
Popularity
68
Adoption
66
Community
45
Provenance
0
How the maintenance status was determined
Last commit
100 days ago
Monthly downloads
468,647
Active
Activity within 30 days
• Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
468,647
Stars
1,922
Stars per 1k downloads
4.10
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
• Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
15,614
Month daily avg
15,622
Momentum
+-0.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.12 or newer
• Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
GPL-3.0
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
• Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
100 days ago
Total releases
43
Releases/year
5.2
Rapid
Last release within 365 days and > 12 releases/year
• Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
44
Monthly downloads
468,647
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
• Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
70
 
Issue Burden
3.1
per 1k stars
Discussions
15.1
per 1k stars
Fork Ratio
26.5%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 8.7K
macOS 951
Windows 367

Python Versions

3.12
32.2% 3.2K
3.11
31.5% 3.1K
3.10
27.4% 2.7K
3.13
7.4% 725
3.14
1.5% 152

Top Countries

1. US US
8.8K
2. DE DE
171
3. SG SG
153
4. CN CN
127
5. AU AU
126
6. JP JP
75
7. TW TW
73
8. HK HK
71
9. RO RO
66
10. CA CA
63

Package Information

License
GPL-3.0
First Release
April 11, 2018
Last Release
3 months ago
Last Commit
3 months ago
Latest Version
0.6.1
Total Releases
43
Contributors
44
Open PRs
7
Archived
No
Python Versions
3.10 3.11 3.12 3.13 3.14
Wheels
py2 py3
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links