PyRank
Toloka

crowd-kit

Control the quality of your labeled data with the Python tools you already know.
PyPI GitHub
More links
Download Stats API Reference Bug Tracker Release Notes
Verified repo
Monthly downloads
6.5K
Weekly downloads
1.4K
GitHub stars
254

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

Package Information

Latest Version
1.4.2
Requires Python
>=3.8
Licence
Apache-2.0
Last Release
1 year ago
Author
Toloka
First Release
March 2, 2021
Total Releases
24
Python Versions
3 3.8 3.9 3.10 3.11 3.12 3.13
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
40
Popularity
47
Adoption
48
Community
40
Provenance
100
How the maintenance status was determined
Last commit
368 days ago
Monthly downloads
6,457
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
6,457
Stars
254
Stars per 1k downloads
39.34
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
195
Month daily avg
215
Momentum
-9.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=3.8
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-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
368 days ago
Total releases
24
Releases/year
4.3
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
30
Monthly downloads
6,457
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
43
 
Issue Burden
19.7
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
142.9%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 200
macOS 6
Windows 3

Python Versions

3.11
68.0% 138
3.12
15.8% 32
3.7
9.9% 20
3.9
4.9% 10
3.13
1.5% 3

Top Countries

1. US US
165
2. SG SG
39
3. CA CA
2
4. RU RU
2
5. CN CN
1
6. DE DE
1
7. GB GB
1
8. IT IT
1
9. JP JP
1
10. KR KR
1

Weekly Downloads

GitHub Stars

Dependencies

8
19 optional dependencies

Used By

3

Repository details

Forks
21
Issues
5
Last Commit
1 year ago
Contributors
30
Open PRs
2
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
crowdsourcing data labeling answer aggregation truth inference learning from crowds machine learning quality control data quality
Sources and methodology