PyPI Stats
ing-bank

popmon

Monitor the stability of a Pandas or Spark dataframe ⚙︎
PyPI GitHub
Downloads
Day
77
Week
924
Month
3.7K
Stars
511
Forks
36
Issues
9
Version
1.4.12

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
65
Popularity
53
Adoption
35
Community
40
How the maintenance status was determined
Last commit
117 days ago
Monthly downloads
3,683
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
3,683
Stars
511
Stars per 1k downloads
138.75
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
132
Month daily avg
123
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
>=3.9
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
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
117 days ago
Total releases
42
Releases/year
7.0
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
25
Monthly downloads
3,683
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
50
 
Issue Burden
17.6
per 1k stars
Discussions
7.8
per 1k stars
Fork Ratio
69.4%
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 16

Python Versions

3.12
100.0% 16

Top Countries

1. NL NL
16
2. GB GB
5
3. CA CA
1

Dependencies

13
6 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT License
First Release
April 29, 2020
Last Release
3 months ago
Last Commit
3 months ago
Latest Version
1.4.12
Total Releases
42
Contributors
25
Open PRs
3
Archived
No
Python Versions
3
Wheels
py3
Keywords
pandas spark data-science data-analysis monitoring statistics python jupyter ipython
Topics
population-monitoring monitoring data-science python data-distributions statistics data-profiling statistical-tests statistical-process-control pandas spark data-analysis jupyter ipython ing-bank mlops hacktoberfest dataset-shifts covariate-shift drift-detection
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links