Monthly downloads
663
Weekly downloads
144
GitHub stars
159
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
<3.13,>=3.10
Licence
Apache License 2.0
Last Release
7 months ago
Author
IBM Research Israel Labs - Machine Learning for Healthcare and Life Sciences
First Release
July 11, 2021
Total Releases
25
Python Versions
3.10
3.11
3.12
No reported malware or high/critical advisories · Details
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Package Insights
Package Risks
- No releases in 226 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
47
Adoption
28
Community
70
Provenance
0
How the maintenance status was determined
Last commit
11 days ago
Monthly downloads
663
•
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
663
Stars
159
Stars per 1k downloads
239.82
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
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
21
Month daily avg
22
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
More insights and metrics
Python version support tiers
requires_python
<3.13,>=3.10
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
•
Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache License 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
237 days ago
Total releases
25
Releases/year
4.7
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
37
Monthly downloads
663
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
83
Issue Burden
150.9
per 1k stars
Discussions
62.9
per 1k stars
Fork Ratio
86.0%
contrib / forks
Stale Release
226d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
2
Python Versions
3.11
50.0%
1
3.12
50.0%
1
Top Countries
1.
US
47
US
2.
CN
5
CN
3.
DE
3
DE
4.
JP
1
JP
5.
SE
1
SE
6.
SG
1
SG
Weekly Downloads
GitHub Stars
Dependencies
35
- choix
- clearml
- click
- deepdiff
- h5py
- hdf5plugin
- huggingface-hub
- hydra-core
- ipykernel
- ipython
- jsonargparse
- lifelines
- matplotlib >=3.3.3
- nibabel
- numpy >=1.18.5
- omegaconf
- pandas >=1.2
- paramiko
- psutil
- pycocotools >=2.0.1
- pytorch-lightning >=1.6
- scikit-learn >=1.4
- scipy >=1.5.4
- statsmodels
- tables
- tensorboard
- termcolor >=1.1.0
- tokenizers
- torch
- torchvision
- tqdm >=4.52.0
- transformers
- vit-pytorch
- wget
- x-transformers
41 optional dependencies
-
black==22.3.0[all]extra == "all"
-
black==22.3.0[dev]extra == "dev"
-
coverage[all]extra == "all"
-
coverage[dev]extra == "dev"
-
flake8[dev]extra == "dev"
-
flake8[all]extra == "all"
-
lightly==1.3.0[examples]extra == "examples"
-
medpy[all]extra == "all"
-
medpy[fuseimg]extra == "fuseimg"
-
medpy[examples]extra == "examples"
-
monai[examples]extra == "examples"
-
mypy==0.950[all]extra == "all"
-
mypy==0.950[dev]extra == "dev"
-
nb-clean[all]extra == "all"
-
nb-clean[dev]extra == "dev"
-
opencv-python>=4.2.0.32[fuseimg]extra == "fuseimg"
-
opencv-python>=4.2.0.32[all]extra == "all"
-
plotly[all]extra == "all"
-
plotly[fuseimg]extra == "fuseimg"
-
pre-commit[dev]extra == "dev"
-
pre-commit[all]extra == "all"
-
pydicom[fuseimg]extra == "fuseimg"
-
pydicom[all]extra == "all"
-
pydicom[examples]extra == "examples"
-
pytest[all]extra == "all"
-
pytest[dev]extra == "dev"
-
pytest-cov[dev]extra == "dev"
-
pytest-cov[all]extra == "all"
-
ruff[dev]extra == "dev"
-
ruff[all]extra == "all"
-
scikit-image>=0.17.2[fuseimg]extra == "fuseimg"
-
scikit-image>=0.17.2[all]extra == "all"
-
scikit-image[examples]extra == "examples"
-
simpleitk>=1.2.0[all]extra == "all"
-
simpleitk>=1.2.0[fuseimg]extra == "fuseimg"
-
testbook[dev]extra == "dev"
-
testbook[all]extra == "all"
-
transformers[examples]extra == "examples"
-
volumentations-3d[examples]extra == "examples"
-
xmlrunner[all]extra == "all"
-
xmlrunner[dev]extra == "dev"
Used By
3
- trill-proteins 815/mo
- biomed-multi-alignment 736/mo
- biomed-multi-view 134/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh