PyPI Stats
maltzsama

sumeh

Sumeh — Unified Data Quality Framework Sumeh is a unified data quality validation framework supporting multiple backends (PySpark, Dask, Polars, DuckDB, Pandas) with centralized rule configuration.
PyPI GitHub
Downloads
Day
62
Week
222
Month
957
Stars
4
Forks
0
Issues
0
Version
2.0.1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
9
Adoption
29
Community
0
How the maintenance status was determined
Last commit
57 days ago
Monthly downloads
957
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
957
Stars
4
Stars per 1k downloads
4.18
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
32
Month daily avg
32
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python 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
Apache-2.0
• 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
57 days ago
Total releases
21
Releases/year
14.4
• 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
2
Monthly downloads
957
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
8
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
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 2

Python Versions

3.11
100.0% 2

Top Countries

1. CN CN
42
2. IE IE
2
3. US US
2
4. CA CA
1

Dependencies

5
18 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
Apache-2.0
First Release
November 19, 2024
Last Release
1 month ago
Last Commit
1 month ago
Latest Version
2.0.1
Total Releases
21
Contributors
2
Open PRs
0
Archived
No
Python Versions
3 3.10 3.11
Wheels
py3
Keywords
cli data-quality dq etl validation
Topics
dask-dataframes data data-quality data-quality-analysis data-quality-checks data-quality-framework data-quality-measurement data-quality-report duckdb duckdb-extension polars polars-dataframe polars-extensions pyspark pyspark-dataframes data-quality-assessment pandas pandas-library
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links