Monthly downloads
49.3K
Weekly downloads
11.9K
GitHub stars
950
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.10
Licence
BSD 3-Clause License
Last Release
1 year ago
First Release
October 23, 2017
Total Releases
38
Python Versions
3
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
Package Risks
- No releases in 231 days despite active commits
- High downloads but no recent maintenance activity
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
40
Popularity
65
Adoption
66
Community
90
Provenance
100
How the maintenance status was determined
Last commit
383 days ago
Monthly downloads
49,315
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
49,315
Stars
950
Stars per 1k downloads
19.26
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
1,701
Month daily avg
1,644
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
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
615 days ago
Total releases
38
Releases/year
4.2
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
109
Monthly downloads
49,315
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
80
Issue Burden
247.4
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
41.4%
contrib / forks
Stale Release
231d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
1.0K
macOS
68
Windows
52
Python Versions
3.12
49.3%
468
3.11
22.6%
215
3.10
14.9%
142
3.13
7.1%
67
3.7
6.1%
58
Top Countries
1.
US
972
US
2.
JP
50
JP
3.
IN
44
IN
4.
DE
29
DE
5.
NL
19
NL
6.
RU
17
RU
7.
SG
14
SG
8.
CN
10
CN
9.
BR
9
BR
10.
IE
6
IE
Weekly Downloads
GitHub Stars
Dependencies
10
- dask >=2025.1.0
- dask-glm >=0.2.0
- distributed >=2025.1.0
- multipledispatch >=0.4.9
- numba >=0.51.0
- numpy >=1.24.0
- packaging
- pandas >=2.0
- scikit-learn >=1.6.1
- scipy
28 optional dependencies
-
black[test]extra == "test"
-
black[dev]extra == "dev"
-
coverage[dev]extra == "dev"
-
coverage[test]extra == "test"
-
dask-xgboost[xgboost]extra == "xgboost"
-
dask-xgboost[complete]extra == "complete"
-
flake8[test]extra == "test"
-
flake8[dev]extra == "dev"
-
isort[dev]extra == "dev"
-
isort[test]extra == "test"
-
nbsphinx[dev]extra == "dev"
-
nbsphinx[docs]extra == "docs"
-
numpydoc[docs]extra == "docs"
-
numpydoc[dev]extra == "dev"
-
pytest[test]extra == "test"
-
pytest[dev]extra == "dev"
-
pytest-cov[test]extra == "test"
-
pytest-cov[dev]extra == "dev"
-
pytest-mock[dev]extra == "dev"
-
pytest-mock[test]extra == "test"
-
sphinx[docs]extra == "docs"
-
sphinx[dev]extra == "dev"
-
sphinx-gallery[dev]extra == "dev"
-
sphinx-gallery[docs]extra == "docs"
-
sphinx-rtd-theme[dev]extra == "dev"
-
sphinx-rtd-theme[docs]extra == "docs"
-
xgboost[complete]extra == "complete"
-
xgboost[xgboost]extra == "xgboost"
Used By
24
- bob-learn-em 8.2K/mo
- dea-tools 5.6K/mo
- bob-pad-face 3.5K/mo
- deafrica-tools 2.6K/mo
- sidpy 2.1K/mo
- jlpyutils 1.8K/mo
- bob-pipelines 1.6K/mo
- miblab-ssa 699/mo
- quantnado 604/mo
- flowi 565/mo
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh