PyPI Stats
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Capture all information throughout your model's development in a reproducible way and tie results directly to the model code!
PyPI GitHub
Downloads
Day
165
Week
925
Month
4.2K
Stars
139
Forks
36
Issues
9
Version
0.15.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
45
Adoption
36
Community
60
How the maintenance status was determined
Last commit
5 days ago
Monthly downloads
4,179
• 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
4,179
Stars
139
Stars per 1k downloads
33.26
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
132
Month daily avg
139
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
>=3.10.0
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, Version 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
12 days ago
Total releases
75
Releases/year
14.4
• 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
27
Monthly downloads
4,179
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
56
 
Issue Burden
64.7
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
75.0%
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 147

Python Versions

3.8
100.0% 184

Top Countries

1. SG SG
185
2. CA CA
3
3. US US
2

Dependencies

7
39 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
Apache License, Version 2.0
First Release
February 22, 2021
Last Release
1 week ago
Last Commit
6 days ago
Latest Version
0.15.0
Total Releases
75
Contributors
27
Open PRs
1
Archived
No
Author
Ryan Soley, Capital One
Python Versions
3.10 3.11 3.12 3.13 3.14
Wheels
py3
Topics
python data-science model-development reproducibility exploration
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links