Monthly downloads
144.5K
Weekly downloads
35.7K
GitHub stars
143
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.12
Licence
Apache License 2.0
Last Release
1 month ago
First Release
December 14, 2024
Total Releases
28
Python Versions
3
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
90
Popularity
49
Adoption
71
Community
90
Provenance
100
How the maintenance status was determined
Last commit
11 days ago
Monthly downloads
144,498
•
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
144,498
Stars
143
Stars per 1k downloads
0.99
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
5,105
Month daily avg
4,817
Momentum
+6.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.12
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
30 days ago
Total releases
28
Releases/year
15.3
•
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
63
Monthly downloads
144,498
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
87
Issue Burden
741.3
per 1k stars
Discussions
83.9
per 1k stars
Fork Ratio
68.5%
contrib / forks
Stale Release
No
PR Velocity
Active
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
3.5K
macOS
43
Windows
10
Python Versions
3.12
68.2%
2.4K
3.14
14.0%
496
3.11
10.6%
375
3.13
7.0%
249
3.10
0.1%
5
Top Countries
1.
US
1.9K
US
2.
IE
1.2K
IE
3.
NL
158
NL
4.
DE
100
DE
5.
JP
57
JP
6.
SG
46
SG
7.
SE
34
SE
8.
CA
16
CA
9.
GB
13
GB
10.
IN
10
IN
Weekly Downloads
GitHub Stars
Dependencies
6
- arviz <2.0,>=1.2
- better-optimize <1.0,>=0.4.2
- preliz <0.29.0,>=0.27.0
- pydantic <3.0,>=2.0.0
- pymc <6.4,>=6.3.0
- pytensor <3.4,>=3.3.0
12 optional dependencies
-
blackjax<2.0,>=0.12[dev]extra == "dev"
-
dask<2025.1.1[complete]extra == "complete"
-
dask<2025.1.1[dev]extra == "dev"
-
dask<2025.1.1[dask-histogram]extra == "dask-histogram"
-
nbsphinx<1.0,>=0.4.2[docs]extra == "docs"
-
pymc-sphinx-theme<1.0,>=0.16[docs]extra == "docs"
-
pytest<10.0,>=6.0[dev]extra == "dev"
-
sphinx<10.0,>=4.0[docs]extra == "docs"
-
statsmodels[dev]extra == "dev"
-
xhistogram[complete]extra == "complete"
-
xhistogram[dask-histogram]extra == "dask-histogram"
-
xhistogram[histogram]extra == "histogram"
Used By
7
- pymc-marketing 107.9K/mo
- causalpy 22.4K/mo
- geconpy 793/mo
- pathmc 768/mo
- mmm-framework 397/mo
- vangja 148/mo
- survivalpredict 122/mo
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh