No known security advisories.
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
80
Popularity
28
Adoption
28
Community
20
Provenance
0
How the maintenance status was determined
Last commit
2 days ago
Monthly downloads
761
•
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
761
Stars
32
Stars per 1k downloads
42.05
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
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
8
Month daily avg
25
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
<3.14,>=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
Not specified
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
Package does not declare a license.
How the release cadence was determined
Last release
2 days ago
Total releases
9
Releases/year
2.2
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
8
Monthly downloads
761
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
29
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
200.0%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
54
Python Versions
3.10
72.7%
40
3.12
21.8%
12
3.11
3.6%
2
3.8
1.8%
1
Top Countries
1.
US
736
US
2.
CN
91
CN
3.
DE
79
DE
4.
HK
51
HK
5.
NL
37
NL
6.
RU
37
RU
7.
CA
25
CA
8.
SG
18
SG
9.
KR
17
KR
10.
BE
5
BE
Dependencies
10
- joblib
- magenpy >=0.1.5
- numpy <3,>=2
- pandas
- psutil
- scikit-learn
- scipy <1.17
- statsmodels
- tqdm
- zarr <3
10 optional dependencies
- huggingface-hub[opt]
- matplotlib[opt]
- mkdocs[docs]
- mkdocs-material[docs]
- mkdocs-material-extensions[docs]
- mkdocstrings-python[docs]
- pytest[test]
- s3fs[opt]
- scikit-optimize[opt]
- seaborn[opt]
Used By
1
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
Unknown
First Release
June 28, 2022
Last Release
3 days ago
Last Commit
3 days ago
Latest Version
0.1.4
Total Releases
9
Contributors
8
Open PRs
0
Archived
No
Author
Shadi Zabad
Python Versions
3
3.10
3.11
3.12
3.13
Wheels
cp310
cp311
cp312
cp37
cp38
cp39
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh