Package Insights
Package Risks
- No releases in 355 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
70
Popularity
60
Adoption
39
Community
40
How the maintenance status was determined
Last commit
36 days ago
Monthly downloads
9,141
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
9,141
Stars
858
Stars per 1k downloads
93.86
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
212
Month daily avg
305
Momentum
-30.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python 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
Not specified
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
Package does not declare a license.
How the release cadence was determined
Last release
392 days ago
Total releases
18
Releases/year
2.2
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
17
Monthly downloads
9,141
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
51
Issue Burden
12.8
per 1k stars
Discussions
9.3
per 1k stars
Fork Ratio
19.3%
contrib / forks
Stale Release
355d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
73
Windows
2
Python Versions
3.13
34.2%
25
3.12
26.0%
19
3.10
17.8%
13
3.11
16.4%
12
3.9
5.5%
4
Top Countries
1.
US
59
US
2.
SG
13
SG
3.
CN
9
CN
4.
GB
7
GB
5.
NL
5
NL
6.
TW
2
TW
7.
AT
1
AT
8.
CA
1
CA
Dependencies
4
- numpy
- scikit-learn >=1.5.0
- scipy >=1.9.0
- threadpoolctl >=3.1.0
30 optional dependencies
- cmake[tests]
- coverage[tests]
- cython[tests]
- flaky[tests]
- jupyter[docs]
- matplotlib[tests]
- matplotlib[docs]
- matplotlib[plotting]
- mdshare[docs]
- memory-profiler[docs]
- nbconvert[docs]
- nbsphinx[docs]
- networkx[docs]
- networkx[tests]
- networkx[plotting]
- ninja[tests]
- pint[units]
- pybind11[tests]
- pytest[tests]
- pytest-cov[tests]
- pytest-xdist[tests]
- sphinx[docs]
- sphinxcontrib-bibtex[docs]
- sphinxcontrib-katex[docs]
- sphinx-gallery[docs]
- torch[deep-learning]
- torch[docs]
- torch[tests]
- tqdm[docs]
- tqdm[tests]
Package Information
License
Unknown
First Release
February 12, 2018
Last Release
1 year ago
Last Commit
1 month ago
Latest Version
0.4.5
Total Releases
18
Contributors
17
Open PRs
2
Archived
No
Author
Moritz Hoffmann, Martin Scherer, Tim Hempel, Andreas Mardt, Maaike Galama, Brian de Silva, Brooke Husic, Stefan Klus, Hao Wu, Nathan Kutz, Steven Brunton, Frank Noé
Wheels
cp312
Keywords
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh