PyPI Stats
Trusted-AI

aif360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.
PyPI GitHub

Shared Repository

This package shares its GitHub repository (Trusted-AI/AIF360) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
2.2K
Week
8.0K
Month
40.1K
Stars
2.8K
Forks
914
Issues
157
Version
0.6.1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
55
Popularity
77
Adoption
46
Community
90
How the maintenance status was determined
Last commit
174 days ago
Monthly downloads
40,121
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
40,121
Stars
2,802
Stars per 1k downloads
69.84
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
1,146
Month daily avg
1,337
Momentum
-14.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.8
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
Apache License 2.0
• 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
757 days ago
Total releases
12
Releases/year
1.6
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
67
Monthly downloads
40,121
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
77
 
Issue Burden
56.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
7.3%
contrib / forks
Stale Release
583d
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 693
Windows 29
macOS 10

Python Versions

3.12
75.8% 500
3.11
11.1% 73
3.10
4.7% 31
3.9
4.5% 30
3.14
3.9% 26

Top Countries

1. US US
611
2. GB GB
58
3. CN CN
27
4. SG SG
20
5. IN IN
16
6. NL NL
8
7. PK PK
8
8. TW TW
8
9. LK LK
7
10. EG EG
6

Dependencies

5
69 optional dependencies

Used By

13
View all 13 dependents

Package Information

License
Apache License 2.0
First Release
September 14, 2018
Last Release
2 years ago
Last Commit
5 months ago
Latest Version
0.6.1
Total Releases
12
Contributors
67
Open PRs
62
Archived
No
Author
aif360 developers
Python Versions
3.8 3.9 3.10 3.11
Wheels
py2 py3
Topics
ai fairness-ai fairness fairness-testing fairness-awareness-model bias-detection bias bias-correction bias-reduction bias-finder artificial-intelligence discrimination ibm-research-ai ibm-research machine-learning deep-learning codait trusted-ai r python
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links