Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
Apache License 2.0
Last Release
9 months ago
First Release
November 22, 2018
Total Releases
35
Python Versions
3
3.10
3.11
3.12
3.13
3.14
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
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
50
Popularity
86
Adoption
56
Community
60
Provenance
0
How the maintenance status was determined
Last commit
276 days ago
Monthly downloads
47,820
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
47,820
Stars
11,699
Stars per 1k downloads
244.65
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
1,539
Month daily avg
1,594
Momentum
-3.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.10
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
276 days ago
Total releases
35
Releases/year
4.4
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
53
Monthly downloads
47,820
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
73
Issue Burden
6.7
per 1k stars
Discussions
2.5
per 1k stars
Fork Ratio
5.7%
contrib / forks
Stale Release
No
PR Velocity
Active
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
673
Windows
27
macOS
21
Python Versions
3.11
37.4%
251
3.12
26.3%
177
3.10
19.8%
133
3.13
9.4%
63
3.14
7.1%
48
Top Countries
1.
US
582
US
2.
CN
34
CN
3.
IE
23
IE
4.
FI
22
FI
5.
SG
15
SG
6.
NL
13
NL
7.
DE
8
DE
8.
JP
8
JP
9.
GB
7
GB
10.
FR
6
FR
Weekly Downloads
GitHub Stars *
Dependencies
5
- numpy >=1.22
- pandas >=1.4.0
- scikit-learn >=1.1
- termcolor >=2.4.0
- tqdm >=4.53.0
6 optional dependencies
-
cleanvision>=0.3.6[all]extra == "all"
-
cleanvision>=0.3.6[image]extra == "image"
-
datasets>=2.7.0[image]extra == "image"
-
datasets>=2.7.0[datalab]extra == "datalab"
-
datasets>=2.7.0[all]extra == "all"
-
matplotlib>=3.5.1[all]extra == "all"
Used By
10
- sc3dg 1.3K/mo
- miso2 605/mo
- miso 387/mo
- tabstruct 379/mo
- mlloop 184/mo
- mercury-robust 146/mo
- nessie 79/mo
- hyfi-ml 79/mo
- panspace 59/mo
- lexical-quality 0/mo
Repository details
GitHub Topics
Weak Supervision
Data Cleaning
Data Quality
Noisy Labels
Data Centric Ai
Out Of Distribution Detection
Outlier Detection
Active Learning
Data Labeling
Data Profiling
Data Validation
Labeling
Data Curation
Annotation
Datasets
Exploratory Data Analysis
Data Annotation
Machine Learning
Anomaly Detection
Data Science
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh