PyPI Stats
astro-informatics

harmonic

Machine learning assisted marginal likelihood (Bayesian evidence) estimation for Bayesian model selection
PyPI GitHub
Downloads
Day
14
Week
128
Month
2.2K
Stars
80
Forks
13
Issues
31
Version
1.3.1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
55
Popularity
38
Adoption
33
Community
40
How the maintenance status was determined
Last commit
161 days ago
Monthly downloads
2,164
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
2,164
Stars
80
Stars per 1k downloads
36.97
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
18
Month daily avg
72
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
<3.14,>=3.11
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
161 days ago
Total releases
15
Releases/year
3.3
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
11
Monthly downloads
2,164
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
41
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
84.6%
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

Windows 6

Python Versions

3.12
100.0% 6

Top Countries

1. PS PS
6
2. CA CA
1

Dependencies

18

Used By

1

Package Information

License
GNU General Public License v3 (GPLv3)
First Release
November 3, 2021
Last Release
5 months ago
Last Commit
5 months ago
Latest Version
1.3.1
Total Releases
15
Contributors
11
Open PRs
1
Archived
No
Author
Jason D. McEwen, Alicja Polanska, Christopher G. R. Wallis, Matthew A. Price, Matthew M. Docherty, Kiyam Lin, Zixiao Hu & Contributors
Python Versions
3.11 3.12 3.13
Wheels
cp311 cp312 cp313
Topics
bayesian-inference machine-learning statistics-toolbox code
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links