Monthly downloads
174.9K
Weekly downloads
39.8K
GitHub stars
58
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
BSD-3-Clause
Last Release
1 month ago
First Release
January 30, 2019
Total Releases
94
Python Versions
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
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
39
Adoption
62
Community
80
Provenance
100
How the maintenance status was determined
Last commit
15 days ago
Monthly downloads
174,934
•
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
174,934
Stars
58
Stars per 1k downloads
0.33
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
5,683
Month daily avg
5,831
Momentum
-2.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More 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
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
58 days ago
Total releases
94
Releases/year
12.2
•
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
36
Monthly downloads
174,934
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
72
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
120.0%
contrib / forks
Stale Release
No
PR Velocity
Active
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
3.2K
macOS
141
Windows
132
Python Versions
3.11
37.7%
1.2K
3.12
29.7%
939
3.10
15.7%
497
3.13
13.1%
414
3.9
3.9%
123
Top Countries
1.
US
2.9K
US
2.
RU
135
RU
3.
DE
117
DE
4.
SG
83
SG
5.
JP
80
JP
6.
KR
51
KR
7.
HK
48
HK
8.
GB
35
GB
9.
CN
26
CN
10.
BE
24
BE
Weekly Downloads
GitHub Stars
Dependencies
5
- h5py >=3.6.0
- jsonschema >=3.2.0
- numpy >=1.22.0
- pandas >=1.4.0
- ruamel-yaml >=0.16
18 optional dependencies
-
hdmf-zarr>=0.12.0[zarr]extra == "zarr"
-
hdmf-zarr>=0.12.0[all]extra == "all"
-
linkml-runtime>=1.5.5[termset]extra == "termset"
-
linkml-runtime>=1.5.5[all]extra == "all"
-
numcodecs<0.16.0[all]extra == "all"
-
numcodecs<0.16.0[zarr]extra == "zarr"
-
oaklib>=0.5.12[all]extra == "all"
-
oaklib>=0.5.12[termset]extra == "termset"
-
pyyaml>=6.0.1[termset]extra == "termset"
-
pyyaml>=6.0.1[all]extra == "all"
-
schemasheets>=0.4.0rc1[all]extra == "all"
-
schemasheets>=0.4.0rc1[termset]extra == "termset"
-
scipy>=1.7.2[all]extra == "all"
-
scipy>=1.7.2[sparse]extra == "sparse"
-
tqdm>=4.41.0[all]extra == "all"
-
tqdm>=4.41.0[tqdm]extra == "tqdm"
-
zarr<3,>=2.12.0[all]extra == "all"
-
zarr<3,>=2.12.0[zarr]extra == "zarr"
Used By
57
- pynwb 146.0K/mo
- dandi 52.8K/mo
- hdmf-zarr 24.0K/mo
- ndx-pose 16.4K/mo
- ndx-multisubjects 12.4K/mo
- allensdk 8.3K/mo
- neuroconv 6.4K/mo
- hdmf-docutils 4.9K/mo
- ndx-ophys-devices 4.8K/mo
- jnwb 4.7K/mo