PyRank
numaproj

numalogic

Collection of operational time series ML models and tools
PyPI GitHub
More links
Download Stats
Monthly downloads
1.2K
Weekly downloads
463
GitHub stars
172

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
0.13.2
Requires Python
<3.13,>=3.9
Licence
Apache-2.0
Last Release
2 years ago
Author
Numalogic Developers
First Release
July 18, 2022
Total Releases
86
Python Versions
3 3.9 3.10 3.11 3.12
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
40
Popularity
46
Adoption
30
Community
60
Provenance
0
How the maintenance status was determined
Last commit
749 days ago
Monthly downloads
1,228
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
1,228
Stars
172
Stars per 1k downloads
140.07
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
66
Month daily avg
41
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.
More insights and metrics
Python version support tiers
requires_python
<3.13,>=3.9
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
• Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
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
756 days ago
Total releases
86
Releases/year
20.2
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
26
Monthly downloads
1,228
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
63
 
Issue Burden
244.2
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
81.2%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

No OS data available

Python Versions

No Python version data available

Top Countries

1. CN CN
172
2. FR FR
4
3. US US
4
4. TW TW
1

Weekly Downloads

GitHub Stars

Dependencies

11
5 optional dependencies
  • boto3<2.0.0,>=1.24.64[dynamodb]
    extra == "dynamodb" or extra == "rds"
  • mlflow-skinny<3.0,>=2.0[mlflow]
    extra == "mlflow"
  • pydruid<0.7,>=0.6[druid]
    extra == "druid"
  • pymysql<2.0.0,>=1.1.0[rds]
    extra == "rds"
  • redis<6.0,>=5.0[redis]
    extra == "redis"

Used By

0
Not used by any tracked packages

Repository details

Forks
32
Issues
42
Last Commit
2 years ago
Contributors
26
Open PRs
10
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Sources and methodology