PyRank
snorkel-team

snorkel

A system for quickly generating training data with weak supervision
PyPI GitHub
More links
Download Stats Bug Reports Citation
Monthly downloads
35.0K
Weekly downloads
10.9K
GitHub stars
6.0K

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
0.10.0
Requires Python
>=3.11
Licence
Apache License 2.0
Last Release
2 years ago
First Release
August 15, 2019
Total Releases
11
Python Versions
3
Current security advisory — review the warning above

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
40
Popularity
82
Adoption
85
Community
50
Provenance
0
How the maintenance status was determined
Last commit
189 days ago
Monthly downloads
35,047
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
35,047
Stars
6,014
Stars per 1k downloads
171.60
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
1,556
Month daily avg
1,168
Momentum
+33.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=3.11
Cutting Edge
Minimum supported version is 3.14 or newer
• Modern
Minimum supported version is 3.11 to 3.13
Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache License 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
962 days ago
Total releases
11
Releases/year
1.5
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
70
Monthly downloads
35,047
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
46
 
Issue Burden
3.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
8.2%
contrib / forks
Stale Release
772d
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 2.1K
Windows 8
macOS 7

Python Versions

3.12
94.8% 2.0K
3.10
2.1% 44
3.11
1.2% 24
3.14
1.0% 20
3.8
1.0% 20

Top Countries

1. US US
2.0K
2. IE IE
31
3. BR BR
16
4. JP JP
6
5. NL NL
5
6. DE DE
4
7. GB GB
4
8. CA CA
2
9. HU HU
2
10. PK PK
2

Weekly Downloads

GitHub Stars

Dependencies

0
No dependencies

Used By

5

Repository details

Forks
852
Issues
18
Last Commit
6 months ago
Contributors
70
Open PRs
0
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
machine-learning ai weak-supervision
Sources and methodology