Monthly downloads
78.5K
Weekly downloads
40.7K
GitHub stars
1.3K
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.11
Licence
BSD-3-Clause
Last Release
1 month ago
First Release
July 1, 2017
Total Releases
371
Python Versions
3.11
3.12
3.13
3.14
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
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
68
Adoption
88
Community
80
Provenance
0
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
78,510
•
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
78,510
Stars
1,323
Stars per 1k downloads
16.85
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
5,816
Month daily avg
2,617
Momentum
+122.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.11
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
BSD-3-Clause
•
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
46 days ago
Total releases
371
Releases/year
39.9
•
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
83
Monthly downloads
78,510
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
81
Issue Burden
59.7
per 1k stars
Discussions
2.3
per 1k stars
Fork Ratio
29.1%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
1.0K
macOS
284
Windows
127
Python Versions
3.12
50.0%
663
3.11
29.9%
397
3.13
12.4%
164
3.10
4.6%
61
3.14
3.2%
42
Top Countries
1.
US
5.8K
US
2.
CN
515
CN
3.
SG
444
SG
4.
FR
430
FR
5.
JP
417
JP
6.
HK
410
HK
7.
DE
340
DE
8.
KR
273
KR
9.
GB
179
GB
10.
NL
160
NL
Weekly Downloads
GitHub Stars
Dependencies
13
- docstring-inheritance
- h5py
- joblib
- linear-attention-transformer
- mne >=1.11.0
- mne-bids >=0.18
- pandas
- pydantic >=2.0
- skorch >=1.3.0
- torch >=2.0
- torchaudio >=2.0
- torchinfo
- wfdb >=4.3.1
37 optional dependencies
-
bids-validator[tests]extra == "tests"
-
braindecode[all]extra == "all"
-
captum>=0.7.0[viz]extra == "viz"
-
codecov[tests]extra == "tests"
-
eegprep>=0.2.23[eegprep]extra == "eegprep"
-
exca>=0.5.10[typing]extra == "typing"
-
huggingface-hub>=0.20.0[hub]extra == "hub"
-
ipython[docs]extra == "docs"
-
ipython[tests]extra == "tests"
-
lightning[docs]extra == "docs"
-
memory-profiler[docs]extra == "docs"
-
moabb>=1.4.3[moabb]extra == "moabb"
-
mypy[tests]extra == "tests"
-
nbformat[docs]extra == "docs"
-
numpydantic>=1.7[typing]extra == "typing"
-
numpydoc[docs]extra == "docs"
-
openneuro-py>=2026.4.0[docs]extra == "docs"
-
pillow[docs]extra == "docs"
-
plotly[docs]extra == "docs"
-
pre-commit[docs]extra == "docs"
-
pydata-sphinx-theme[docs]extra == "docs"
-
pytest<9.1[tests]extra == "tests"
-
pytest-cases[tests]extra == "tests"
-
pytest-cov[tests]extra == "tests"
-
seaborn[docs]extra == "docs"
-
shap[docs]extra == "docs"
-
sphinx-autobuild[docs]extra == "docs"
-
sphinx-autodoc-typehints[docs]extra == "docs"
-
sphinx-design[docs]extra == "docs"
-
sphinx-gallery[docs]extra == "docs"
-
sphinx-rtd-theme[docs]extra == "docs"
-
sphinx-sitemap[docs]extra == "docs"
-
sphinxcontrib-bibtex[docs]extra == "docs"
-
sphinxext-opengraph[docs]extra == "docs"
-
transformers[docs]extra == "docs"
-
transformers>=4.57.0[tests]extra == "tests"
-
zarr>=3.0[hub]extra == "hub"
Used By
7
- eegdash 6.1K/mo
- neuralbench 2.8K/mo
- physioex 1.0K/mo
- neuroatlas-bench 927/mo
- eeg-eyetracking-parser 669/mo
- open-eeg-bench 222/mo
- neurodeckit 93/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh