Package Insights
Package Risks
- No releases in 360 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
69
Adoption
83
Community
60
How the maintenance status was determined
Last commit
16 days ago
Monthly downloads
22,493
•
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
22,493
Stars
1,986
Stars per 1k downloads
88.29
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
1,308
Month daily avg
750
Momentum
+74.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.10
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
MIT License
•
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
377 days ago
Total releases
50
Releases/year
6.6
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
45
Monthly downloads
22,493
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
80
Issue Burden
49.8
per 1k stars
Discussions
90.1
per 1k stars
Fork Ratio
20.6%
contrib / forks
Stale Release
360d
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
434
Windows
27
macOS
16
Python Versions
3.11
70.5%
322
3.8
9.6%
44
3.14
8.3%
38
3.12
8.1%
37
3.13
3.5%
16
Top Countries
1.
US
381
US
2.
SG
51
SG
3.
NL
12
NL
4.
CN
10
CN
5.
GB
8
GB
6.
KR
6
KR
7.
SA
3
SA
8.
DE
2
DE
9.
FR
2
FR
10.
ID
2
ID
Dependencies
21
- class-resolver >=0.6.0
- click
- click-default-group
- dataclasses-json
- docdata >=0.0.5
- more-click
- more-itertools
- numpy
- optuna >=2.0.0
- pandas >=1.0.0
- pystow >=0.4.3
- pyyaml
- requests
- scikit-learn
- scipy >=1.7.0
- tabulate
- torch >=2.0
- torch-max-mem >=0.1.4
- torch-ppr >=0.0.7
- tqdm
- typing-extensions
25 optional dependencies
- bioregistry[biomedicine]
- coverage[tests]
- graphviz[docs]
- ipython[wordcloud]
- jinja2[templating]
- matplotlib[plotting]
- mlflow[mlflow]
- neptune-client[neptune]
- ogb[ogb]
- opt-einsum[opt-einsum]
- pyobo[biomedicine]
- pytest[tests]
- pytorch-lightning[lightning]
- seaborn[plotting]
- sphinx[docs]
- sphinx-automodapi[docs]
- sphinx-click[docs]
- sphinx-rtd-theme[docs]
- tensorboard[tensorboard]
- texext[docs]
- torch-geometric[pyg]
- transformers[transformers]
- unittest-templates[tests]
- wandb[wandb]
- wordcloud[wordcloud]
Package Information
License
MIT License
First Release
October 9, 2018
Last Release
1 year ago
Last Commit
2 weeks ago
Latest Version
1.11.1
Total Releases
50
Contributors
45
Open PRs
30
Archived
No
Python Versions
3.10
3.11
3.12
Wheels
py3
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh