Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
30
Popularity
32
Adoption
94
Community
30
How the maintenance status was determined
Last commit
231 days ago
Monthly downloads
309,379
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
309,379
Stars
50
Stars per 1k downloads
0.16
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
13,982
Month daily avg
10,313
Momentum
+35.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.8
Cutting Edge
Minimum supported version is 3.12 or newer
Modern
Minimum supported version is 3.9, 3.10, or 3.11
•
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
BSD License
•
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
1002 days ago
Total releases
5
Releases/year
1.3
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
7
Monthly downloads
309,379
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
37
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
116.7%
contrib / forks
Stale Release
771d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
316
Windows
46
macOS
34
Python Versions
3.9
52.2%
191
3.12
18.0%
66
3.10
13.9%
51
3.14
8.2%
30
3.13
7.7%
28
Top Countries
1.
US
365
US
2.
SG
14
SG
3.
SN
9
SN
4.
NL
4
NL
5.
CH
3
CH
6.
DE
2
DE
7.
ES
2
ES
8.
GB
2
GB
9.
IR
2
IR
10.
JP
2
JP
Dependencies
2
10 optional dependencies
- awkward-pandas[test]
- awkward-pandas[complete]
- furo[docs]
- ipython[docs]
- nbsphinx[docs]
- pyarrow[parquet]
- pyarrow[strings]
- pytest[test]
- pytest-cov[test]
- sphinx[docs]
Package Information
License
BSD License
First Release
August 23, 2022
Last Release
2 years ago
Last Commit
7 months ago
Latest Version
2023.8.0
Total Releases
5
Contributors
7
Open PRs
2
Archived
No
Python Versions
3
3.8
3.9
3.10
3.11
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh