PyPI Stats
seitabv

timely-beliefs

Model data as beliefs (at a certain time) about events (at a certain time).
PyPI GitHub
Downloads
Day
586
Week
2.0K
Month
17.1K
Stars
42
Forks
7
Issues
17
Version
3.5.5

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
31
Adoption
42
Community
45
How the maintenance status was determined
Last commit
41 days ago
Monthly downloads
17,128
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
17,128
Stars
42
Stars per 1k downloads
2.45
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
292
Month daily avg
571
Momentum
-48.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.6
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
2 days ago
Total releases
106
Releases/year
14.6
• 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
14
Monthly downloads
17,128
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
58
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
200.0%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 82

Python Versions

3.12
48.8% 40
3.11
29.3% 24
3.10
14.6% 12
3.9
7.3% 6

Top Countries

1. US US
71
2. DE DE
30
3. SG SG
16
4. CA CA
1

Dependencies

10
3 optional dependencies

Used By

1

Package Information

License
MIT License
First Release
February 7, 2019
Last Release
3 days ago
Last Commit
1 month ago
Latest Version
3.5.5
Total Releases
106
Contributors
14
Open PRs
7
Archived
No
Python Versions
3 3.8 3.9 3.10 3.11 3.12
Wheels
py2 py3
Keywords
time series forecasting analytics visualization uncertainty lineage
Topics
forecast horizon time-series uncertainty sqlalchemy
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links