PyPI Stats
azukds

tubular

Python package implementing ML feature engineering and pre-processing for polars or pandas dataframes.
PyPI GitHub
Downloads
Day
155
Week
1.4K
Month
3.3K
Stars
100
Forks
27
Issues
66
Version
3.3.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
42
Adoption
35
Community
65
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
3,267
• 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
3,267
Stars
100
Stars per 1k downloads
30.61
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
200
Month daily avg
109
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
BSD 3-Clause 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
6 days ago
Total releases
42
Releases/year
7.9
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
3,267
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
71
 
Issue Burden
660.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
133.3%
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 16

Python Versions

3.10
62.5% 10
3.11
37.5% 6

Top Countries

1. DE DE
33
2. US US
12
3. IE IE
10
4. FR FR
4
5. CA CA
3
6. DK DK
2
7. NL NL
2
8. NO NO
2
9. GB GB
1

Dependencies

6
14 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
BSD 3-Clause License
First Release
January 14, 2021
Last Release
6 days ago
Last Commit
6 days ago
Latest Version
3.3.0
Total Releases
42
Contributors
36
Open PRs
8
Archived
No
Python Versions
3.10 3.11 3.12
Wheels
py3
Keywords
polars pandas feature engineering pre-processing machine learning ML data science data transforms pipeline sklearn DS
Topics
feature-engineering transformers pre-processing data-science data-transformation machine-learning narwhals pandas polars python scikit-learn
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links