Monthly downloads
17.1K
Weekly downloads
4.7K
GitHub stars
6.3K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
Not specified
Licence
MIT
Last Release
1 year ago
Author
Irina Nicolae
First Release
April 25, 2018
Total Releases
66
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 457 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
83
Adoption
72
Community
90
Provenance
0
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
17,069
•
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
17,069
Stars
6,264
Stars per 1k downloads
366.98
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
675
Month daily avg
569
Momentum
+18.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
Not specified
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
Package does not declare a minimum Python version.
License categories
License
MIT
•
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
465 days ago
Total releases
66
Releases/year
7.8
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
113
Monthly downloads
17,069
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
96
Issue Burden
1.3
per 1k stars
Discussions
35.9
per 1k stars
Fork Ratio
8.4%
contrib / forks
Stale Release
457d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
280
Windows
29
macOS
4
Python Versions
3.11
43.6%
127
3.12
35.7%
104
3.13
11.0%
32
3.10
5.2%
15
3.8
4.5%
13
Top Countries
1.
US
486
US
2.
DE
28
DE
3.
SG
21
SG
4.
NL
10
NL
5.
CA
8
CA
6.
CN
8
CN
7.
GB
5
GB
8.
IN
4
IN
9.
HK
3
HK
10.
IE
3
IE
Weekly Downloads
GitHub Stars
Dependencies
6
- numpy >=1.18.0
- scikit-learn >=0.22.2
- scipy >=1.4.1
- setuptools
- six
- tqdm
81 optional dependencies
-
catboost[all]extra == "all"
-
catboost[catboost]extra == "catboost"
-
cma[all]extra == "all"
-
cma[non-framework]extra == "non-framework"
-
ffmpeg-python[non-framework]extra == "non-framework"
-
ffmpeg-python[pytorch-image]extra == "pytorch-image"
-
ffmpeg-python[tensorflow-image]extra == "tensorflow-image"
-
ffmpeg-python[all]extra == "all"
-
gpy[gpy]extra == "gpy"
-
h5py[keras]extra == "keras"
-
h5py[tensorflow]extra == "tensorflow"
-
h5py[tensorflow-audio]extra == "tensorflow-audio"
-
h5py[tensorflow-image]extra == "tensorflow-image"
-
h5py[all]extra == "all"
-
keras[keras]extra == "keras"
-
kornia[all]extra == "all"
-
kornia[pytorch-image]extra == "pytorch-image"
-
librosa[pytorch-audio]extra == "pytorch-audio"
-
librosa[non-framework]extra == "non-framework"
-
librosa[all]extra == "all"
-
librosa[tensorflow-audio]extra == "tensorflow-audio"
-
lightgbm[all]extra == "all"
-
lightgbm[lightgbm]extra == "lightgbm"
-
matplotlib[all]extra == "all"
-
matplotlib[docs]extra == "docs"
-
matplotlib[non-framework]extra == "non-framework"
-
multiprocess[non-framework]extra == "non-framework"
-
numba[all]extra == "all"
-
numba[non-framework]extra == "non-framework"
-
numpy>=1.18.0[docs]extra == "docs"
-
opencv-python[non-framework]extra == "non-framework"
-
opencv-python[pytorch-image]extra == "pytorch-image"
-
opencv-python[tensorflow-image]extra == "tensorflow-image"
-
opencv-python[all]extra == "all"
-
pandas[non-framework]extra == "non-framework"
-
pandas[all]extra == "all"
-
pillow[pytorch-image]extra == "pytorch-image"
-
pillow[all]extra == "all"
-
pillow[non-framework]extra == "non-framework"
-
pillow>=6.0.0[docs]extra == "docs"
-
pillow[tensorflow-image]extra == "tensorflow-image"
-
pydub[non-framework]extra == "non-framework"
-
pydub[all]extra == "all"
-
pydub[pytorch-audio]extra == "pytorch-audio"
-
pydub[tensorflow-audio]extra == "tensorflow-audio"
-
pytest[non-framework]extra == "non-framework"
-
pytest-cov[non-framework]extra == "non-framework"
-
pytest-flake8[non-framework]extra == "non-framework"
-
pytest-mock[non-framework]extra == "non-framework"
-
requests[non-framework]extra == "non-framework"
-
resampy[non-framework]extra == "non-framework"
-
resampy[pytorch-audio]extra == "pytorch-audio"
-
resampy[tensorflow-audio]extra == "tensorflow-audio"
-
resampy[all]extra == "all"
-
scikit-learn>=0.22.2[docs]extra == "docs"
-
scipy>=1.4.1[docs]extra == "docs"
-
six>=1.13.0[docs]extra == "docs"
-
sortedcontainers[non-framework]extra == "non-framework"
-
sphinx>=1.4[docs]extra == "docs"
-
sphinx-autodoc-annotation[docs]extra == "docs"
-
sphinx-autodoc-typehints[docs]extra == "docs"
-
sphinx-rtd-theme[docs]extra == "docs"
-
statsmodels[non-framework]extra == "non-framework"
-
statsmodels[all]extra == "all"
-
tensorflow[all]extra == "all"
-
tensorflow[tensorflow]extra == "tensorflow"
-
tensorflow[tensorflow-audio]extra == "tensorflow-audio"
-
tensorflow[tensorflow-image]extra == "tensorflow-image"
-
tensorflow-addons[all]extra == "all"
-
timm[non-framework]extra == "non-framework"
-
torch[pytorch]extra == "pytorch"
-
torch[pytorch-audio]extra == "pytorch-audio"
-
torch[all]extra == "all"
-
torch[pytorch-image]extra == "pytorch-image"
-
torchaudio[pytorch-audio]extra == "pytorch-audio"
-
torchvision[all]extra == "all"
-
torchvision[pytorch]extra == "pytorch"
-
torchvision[pytorch-audio]extra == "pytorch-audio"
-
torchvision[pytorch-image]extra == "pytorch-image"
-
xgboost[all]extra == "all"
-
xgboost[xgboost]extra == "xgboost"
Used By
13
- heart-library 1.1K/mo
- adversarial-insight-ml 567/mo
- advermorel 433/mo
- anomed-deanonymizer 417/mo
- deepcheck 268/mo
- ids-evaluation-framework 230/mo
- neuroflex 170/mo
- safe-ai-metrics 150/mo
- armory-examples 112/mo
- charmory 100/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh