PyPI Stats
apple

dnikit

A Python toolkit for analyzing machine learning models and datasets.
PyPI GitHub

Shared Repository

This package shares its GitHub repository (apple/dnikit) with 2 other packages. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
300
Week
1.8K
Month
2.7K
Stars
79
Forks
8
Issues
2
Version
2.0.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
0
Popularity
36
Adoption
34
Community
20
How the maintenance status was determined
Last commit
972 days ago
Monthly downloads
2,681
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
2,681
Stars
79
Stars per 1k downloads
29.47
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
257
Month daily avg
89
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
>=3.7
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-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
1006 days ago
Total releases
1
Releases/year
0.4
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
8
Monthly downloads
2,681
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
26
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
100.0%
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 2

Python Versions

3.11
100.0% 2

Top Countries

1. US US
3
2. CA CA
1

Dependencies

4
38 optional dependencies

Used By

2

Package Information

License
Apache-2.0
First Release
August 3, 2023
Last Release
2 years ago
Last Commit
2 years ago
Latest Version
2.0.0
Total Releases
1
Contributors
8
Open PRs
0
Archived
No
Author
Apple, Inc.
Python Versions
3.7 3.8 3.9 3.10
Wheels
py3
Topics
fairness-ml introspection machine-learning python ai bias compression data fairness ml data-duplication
Tracking Since
January 8, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links