PyPI Stats
smaurice101

maadstml

Transactional Machine Learning using Data Streams and AutoML
PyPI GitHub

Shared Repository

This package shares its GitHub repository (smaurice101/transactionalmachinelearning) with 3 other packages. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
29
Week
101
Month
5.2K
Stars
14
Forks
4
Issues
0
Version
3.70

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
23
Adoption
37
Community
20
How the maintenance status was determined
Last commit
12 days ago
Monthly downloads
5,207
• 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
5,207
Stars
14
Stars per 1k downloads
2.69
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
14
Month daily avg
174
Momentum
-91.7%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
Not specified
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
Package does not declare a minimum Python version.
License categories
License
MIT 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
32 days ago
Total releases
96
Releases/year
18.2
• 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
1
Monthly downloads
5,207
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
30
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
25.0%
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

No OS data available

Python Versions

No Python version data available

Top Countries

1. NL NL
6
2. ES ES
2
3. CA CA
1
4. US US
1

Dependencies

12

Used By

0
Not used by any tracked packages

Package Information

License
MIT License
First Release
January 29, 2021
Last Release
1 month ago
Last Commit
1 week ago
Latest Version
3.70
Total Releases
96
Contributors
1
Open PRs
0
Archived
No
Author
Sebastian Maurice
Wheels
py3
Keywords
genai multi-agent transactional machine learning artificial intelligence chatGPT generative AI privateGPT data streams data science optimization prescriptive analytics machine learning automl auto-ml predictive analytics advanced analytics
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links