PyPI Stats
AlexanderVNikitin

tsgm

Generation and evaluation of synthetic time series datasets (also, augmentations, visualizations, a collection of popular datasets) NeurIPS'24
PyPI GitHub
Downloads
Day
25
Week
74
Month
320
Stars
219
Forks
26
Issues
16
Version
0.1.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
60
Popularity
47
Adoption
25
Community
35
How the maintenance status was determined
Last commit
57 days ago
Monthly downloads
320
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
320
Stars
219
Stars per 1k downloads
684.38
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
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
11
Month daily avg
11
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
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
Apache-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
179 days ago
Total releases
9
Releases/year
2.8
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
9
Monthly downloads
320
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
47
 
Issue Burden
73.1
per 1k stars
Discussions
4.6
per 1k stars
Fork Ratio
34.6%
contrib / forks
Stale Release
122d
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 3

Python Versions

3.12
100.0% 3

Top Countries

1. DE DE
9
2. KE KE
3

Dependencies

12
14 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
Apache-2.0
First Release
March 1, 2023
Last Release
6 months ago
Last Commit
1 month ago
Latest Version
0.1.0
Total Releases
9
Contributors
9
Open PRs
5
Archived
No
Author
Alexander Nikitin
Keywords
machine learning deep learning signal processing temporal signal time series generative modeling neural networks GAN
Topics
deep-learning machine-learning synthetic-data time-series vae data-augmentation python generative-model augmentations keras tensorflow2 data-science datasets synthetic-time-series jax pytorch
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links