PyPI Stats
pymc-labs

pymc-marketing

Bayesian marketing toolbox in PyMC. Media Mix (MMM), customer lifetime value (CLV), buy-till-you-die (BTYD) models and more.
PyPI GitHub
Downloads
Day
5.2K
Week
28.7K
Month
121.2K
Stars
1.1K
Forks
378
Issues
405
Version
0.19.4

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
68
Adoption
70
Community
100
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
121,152
• 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
121,152
Stars
1,140
Stars per 1k downloads
9.41
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
4,105
Month daily avg
4,038
Momentum
+1.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.12
• Cutting Edge
Minimum supported version is 3.12 or newer
Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 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
0 days ago
Total releases
41
Releases/year
12.7
• 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
126
Monthly downloads
121,152
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
100
 
Issue Burden
355.3
per 1k stars
Discussions
116.7
per 1k stars
Fork Ratio
33.3%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 2.7K
macOS 49
Windows 21

Python Versions

3.12
78.9% 2.1K
3.10
9.1% 247
3.13
5.1% 140
3.9
3.7% 100
3.11
3.2% 86

Top Countries

1. IE IE
2.0K
2. US US
371
3. BE BE
204
4. SG SG
92
5. IN IN
32
6. JP JP
22
7. GB GB
14
8. SE SE
10
9. AU AU
6
10. CA CA
5

Dependencies

18
57 optional dependencies

Used By

3

Package Information

License
Apache License 2.0
First Release
February 9, 2023
Last Release
9 hr ago
Last Commit
6 days ago
Latest Version
0.19.4
Total Releases
41
Contributors
126
Open PRs
34
Archived
No
Python Versions
3 3.12 3.13 3.14
Wheels
py3
Topics
clv data-science marketing mmm python btyd customer-lifetime-value media-mix-modeling buy-till-you-die marketing-mix-modeling
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links