PyPI Stats
soda-inria

tabicl

TabICLv2: A state-of-the-art tabular foundation model
PyPI GitHub
Downloads
Day
2.7K
Week
15.6K
Month
85.8K
Stars
818
Forks
100
Issues
12
Version
2.1.1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
60
Adoption
49
Community
45
How the maintenance status was determined
Last commit
5 days ago
Monthly downloads
85,807
• 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
85,807
Stars
818
Stars per 1k downloads
9.53
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
2,227
Month daily avg
2,860
Momentum
-22.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
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
7 days ago
Total releases
17
Releases/year
14.8
• 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
14
Monthly downloads
85,807
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
48
 
Issue Burden
14.7
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
14.0%
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 975
macOS 297
Windows 288

Python Versions

3.11
35.1% 544
3.12
34.8% 540
3.13
14.9% 232
3.10
14.8% 230
3.14
0.4% 6

Top Countries

1. US US
1.1K
2. NL NL
308
3. SG SG
67
4. CN CN
38
5. HK HK
33
6. IE IE
24
7. RU RU
14
8. CA CA
11
9. FR FR
8
10. GB GB
8

Dependencies

8
41 optional dependencies

Used By

3

Package Information

License
BSD 3-Clause License
First Release
March 12, 2025
Last Release
1 week ago
Last Commit
5 days ago
Latest Version
2.1.1
Total Releases
17
Contributors
14
Open PRs
5
Archived
No
Author
Jingang Qu, David Holzmüller, Marine Le Morvan, Gaël Varoquaux
Python Versions
3 3.10 3.11 3.12 3.13 3.14
Wheels
py3
Keywords
TabICL foundation model in-context learning tabular data
Topics
deep-learning foundation-models machine-learning tabular-data tabular-methods tabular-model
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links