PyRank
rasbt

mlxtend

A library of extension and helper modules for Python's data analysis and machine learning libraries.
PyPI GitHub
Downloads
Day
45.0K
Week
263.6K
Month
1.1M
Stars
5.1K
Forks
905
Issues
125
Version
0.24.0

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
65
Popularity
81
Adoption
80
Community
80
How the maintenance status was determined
Last commit
118 days ago
Monthly downloads
1,121,801
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
1,121,801
Stars
5,144
Stars per 1k downloads
4.59
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
37,651
Month daily avg
37,393
Momentum
+0.7%
((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
BSD 3-Clause
• 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
159 days ago
Total releases
54
Releases/year
4.6
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
1,121,801
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
91
 
Issue Burden
24.3
per 1k stars
Discussions
16.5
per 1k stars
Fork Ratio
12.0%
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

Linux 24.7K
Windows 2.0K
macOS 687

Python Versions

3.12
40.4% 9.9K
3.11
29.0% 7.1K
3.8
11.4% 2.8K
3.7
10.7% 2.6K
3.10
8.5% 2.1K

Top Countries

1. US US
17.9K
2. IE IE
3.3K
3. AU AU
1.7K
4. CN CN
852
5. IN IN
576
6. NL NL
447
7. GB GB
413
8. SG SG
306
9. RU RU
298
10. KR KR
246

GitHub Topics

Tags from the package's GitHub repository describing what it does.

Package Information

License
BSD 3-Clause
First Release
August 14, 2014
Last Release
5 months ago
Last Commit
3 months ago
Latest Version
0.24.0
Total Releases
54
Contributors
109
Open PRs
34
Archived
No
Python Versions
3.7 3.8 3.9 3.10 3.11
Wheels
py2 py3
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh

Links