PyPI Stats
WenjieDu

benchpots

a Python toolbox for benchmarking machine learning on POTS (Partially-Observed Time Series), supporting processing pipelines of 182 public time-series datasets
PyPI GitHub
Downloads
Day
4.1K
Week
27.9K
Month
122.0K
Stars
42
Forks
7
Issues
2
Version
1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
31
Adoption
60
Community
30
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
122,010
• 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
122,010
Stars
42
Stars per 1k downloads
0.34
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
3,985
Month daily avg
4,067
Momentum
-2.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.8
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
BSD 3-Clause 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
8 days ago
Total releases
12
Releases/year
5.6
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
5
Monthly downloads
122,010
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
36
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
71.4%
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 2.8K
Windows 438
macOS 19

Python Versions

3.10
29.9% 873
3.9
28.0% 816
3.11
21.8% 636
3.12
10.8% 315
3.8
9.5% 278

Top Countries

1. US US
3.3K
2. DK DK
38
3. SG SG
8
4. KR KR
4
5. BR BR
2
6. IN IN
2
7. TW TW
2
8. CA CA
1
9. RU RU
1
10. ZA ZA
1

Dependencies

8

Used By

1

Package Information

License
BSD 3-Clause License
First Release
March 14, 2024
Last Release
1 week ago
Last Commit
1 week ago
Latest Version
1
Total Releases
12
Contributors
5
Open PRs
1
Archived
No
Python Versions
3
Wheels
py3
Keywords
data mining benchmark neural networks machine learning deep learning artificial intelligence time-series analysis time series imputation classification clustering forecasting partially observed irregular sampled partially-observed time series incomplete time series missing data missing values
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links