Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
40
Popularity
58
Adoption
78
Community
20
How the maintenance status was determined
Last commit
461 days ago
Monthly downloads
6,617
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
6,617
Stars
546
Stars per 1k downloads
82.51
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
270
Month daily avg
221
Momentum
+22.4%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python 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 License 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
461 days ago
Total releases
149
Releases/year
22.1
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
7
Monthly downloads
6,617
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
34
Issue Burden
0.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
6.7%
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
5
Windows
1
Python Versions
3.10
66.7%
4
3.14
16.7%
1
3.7
16.7%
1
Top Countries
1.
US
5
US
2.
DE
4
DE
3.
CA
1
CA
4.
CO
1
CO
5.
SE
1
SE
Dependencies
22
- beautifulsoup4
- catboost >=1.2.7
- emoji
- imbalanced-learn >=0.10.1
- ipython
- jupyter
- lightgbm >=3.0.0
- matplotlib >3.7.4
- networkx >=3.1
- nltk
- numpy <2
- pandas >=2.0
- pandas-dq >=1.29
- regex
- scikit-learn <=1.5.2,>=0.24
- scipy ==1.11.4
- seaborn
- shap >=0.36.0
- textblob
- vadersentiment
- xgboost <=1.7.6,>=0.82
- xlrd
Used By
0
Not used by any tracked packages
Package Information
License
Apache License 2.0
First Release
August 13, 2019
Last Release
1 year ago
Last Commit
1 year ago
Latest Version
0.2.2
Total Releases
149
Contributors
7
Open PRs
0
Archived
No
Author
Ram Seshadri
Python Versions
3
Wheels
py3
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh