PyRank
hed-standard

hedtools

Python validation, summary, and analysis tools for HED (Hierarchical Event Descriptors).
PyPI GitHub
More links
Download Stats Bug Tracker Changelog
Monthly downloads
8.3K
Weekly downloads
2.3K
GitHub stars
18

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
1.2.0
Requires Python
>=3.10
Licence
MIT
Last Release
3 months ago
Author
VisLab, Ian Callanan, Monique Dennisen, Jeremy Cockfield, Alexander Jones, Owen Winterberg
First Release
June 20, 2022
Total Releases
16
Python Versions
3 3.10 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

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
29
Adoption
69
Community
60
Provenance
0
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
8,343
• 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
8,343
Stars
18
Stars per 1k downloads
2.16
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
331
Month daily avg
278
Momentum
+19.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=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
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
89 days ago
Total releases
16
Releases/year
3.7
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
19
Monthly downloads
8,343
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
53
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
146.2%
contrib / forks
Stale Release
82d
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 376
Windows 71
macOS 63

Python Versions

3.14
57.1% 291
3.10
14.9% 76
3.13
12.0% 61
3.11
10.8% 55
3.12
5.3% 27

Top Countries

1. US US
551
2. JP JP
14
3. NL NL
13
4. DE DE
9
5. CA CA
3
6. CN CN
3
7. GB GB
1
8. MX MX
1
9. SG SG
1

Weekly Downloads

GitHub Stars

Dependencies

10
16 optional dependencies

Used By

4

Repository details

Forks
13
Issues
10
Last Commit
1 week ago
Contributors
19
Open PRs
1
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
HED hierarchical event descriptors validation neuroscience BIDS events metadata annotation
Sources and methodology