PyPI Stats
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ethicml

Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency
PyPI GitHub
Downloads
Day
155
Week
892
Month
3.9K
Stars
24
Forks
3
Issues
41
Version
1.3.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
40
Popularity
25
Adoption
35
Community
20
How the maintenance status was determined
Last commit
323 days ago
Monthly downloads
3,871
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
3,871
Stars
24
Stars per 1k downloads
6.20
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
127
Month daily avg
129
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
>=3.10,<3.13
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
GNU General Public License v3 (GPLv3)
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
907 days ago
Total releases
17
Releases/year
2.5
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
4
Monthly downloads
3,871
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
36
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
133.3%
contrib / forks
Stale Release
584d
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

No OS data available

Python Versions

No Python version data available

Top Countries

1. ES ES
98
2. RU RU
98
3. CA CA
1

Dependencies

12
11 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
GNU General Public License v3 (GPLv3)
First Release
June 27, 2019
Last Release
2 years ago
Last Commit
10 months ago
Latest Version
1.3.0
Total Releases
17
Contributors
4
Open PRs
3
Archived
No
Author
PAL
Python Versions
3 3.10 3.11 3.12
Wheels
py3
Keywords
ml fairness
Topics
ethical-artificial-intelligence fairness toolkit pytorch machine-learning fairness-comparison data-science ethical-data-science computer-vision algorithmic-fairness fairness-ml fairness-ai responsible-ai machine-bias fairness-awareness-model fairness-assessment
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links