Package Insights
Package Risks
- No releases in 117 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
70
Popularity
47
Adoption
80
Community
35
How the maintenance status was determined
Last commit
64 days ago
Monthly downloads
1,247,692
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
1,247,692
Stars
309
Stars per 1k downloads
0.25
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
43,150
Month daily avg
41,590
Momentum
+3.8%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.10
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
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
181 days ago
Total releases
10
Releases/year
1.2
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
12
Monthly downloads
1,247,692
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
40
Issue Burden
16.2
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
70.6%
contrib / forks
Stale Release
117d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
24.4K
Windows
530
macOS
278
Python Versions
3.10
42.5%
10.5K
3.12
35.4%
8.7K
3.11
15.8%
3.9K
3.13
4.2%
1.0K
3.14
2.0%
497
Top Countries
1.
US
21.8K
US
2.
BR
581
BR
3.
SG
412
SG
4.
DE
402
DE
5.
IE
243
IE
6.
MY
224
MY
7.
NL
214
NL
8.
CN
143
CN
9.
HK
101
HK
10.
CA
95
CA
Used By
27
- pyjanitor
- pingouin
- descriptastorus
- pytimetk
- pandas-log
- dpkits
- ctd
- cellphe
- fantasyfootball
- pymantra
- neat-panda
- sentier-data-tools
- gliderpy
- fraggler
- seekwellpandas
- metadpy
- phylopandas
- fintics
- pandas-survey-toolkit
- longtermbiosignals
- pandstat
- pandas-express
- dproc
- pandas-emetrics
- tensorpack-f
- pycnet
- pandas-light
Package Information
License
MIT
First Release
January 29, 2018
Last Release
6 months ago
Last Commit
2 months ago
Latest Version
0.8.1
Total Releases
10
Contributors
12
Open PRs
5
Archived
No
Python Versions
3
3.9
3.10
3.11
3.12
Wheels
py2
py3
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh