Package Insights
Package Risks
- No releases in 286 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
63
Adoption
61
Community
80
How the maintenance status was determined
Last commit
44 days ago
Monthly downloads
127,102
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
127,102
Stars
779
Stars per 1k downloads
6.13
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
3,897
Month daily avg
4,237
Momentum
-8.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
<4,>=3.9
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
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
331 days ago
Total releases
48
Releases/year
6.3
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
75
Monthly downloads
127,102
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
76
Issue Burden
28.2
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
41.2%
contrib / forks
Stale Release
286d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
2.4K
macOS
2
Windows
1
Python Versions
3.8
68.9%
1.6K
3.11
14.1%
328
3.6
5.9%
137
3.10
5.7%
132
3.9
5.4%
125
Top Countries
1.
US
1.3K
US
2.
DE
633
DE
3.
NL
313
NL
4.
GB
65
GB
5.
SG
41
SG
6.
CH
36
CH
7.
TW
28
TW
8.
AU
26
AU
9.
CA
25
CA
10.
IE
10
IE
Dependencies
12
- absl-py <2.0.0,>=0.9
- apache-beam <3,>=2.53
- joblib >=1.2.0
- numpy >=1.22.0
- pandas <2,>=1.0
- protobuf <6.0.0,>=4.25.2
- pyarrow <11,>=10
- pyfarmhash <0.4,>=0.2.2
- six <2,>=1.12
- tensorflow <2.18,>=2.17
- tensorflow-metadata <1.18,>=1.17.1
- tfx-bsl <1.18,>=1.17.1
6 optional dependencies
- ipython[visualization]
- ipython[all]
- scikit-learn[mutual-information]
- scikit-learn[all]
- scipy[mutual-information]
- scipy[all]
Package Information
License
Apache 2.0
First Release
September 8, 2018
Last Release
11 months ago
Last Commit
1 month ago
Latest Version
1.17.0
Total Releases
48
Contributors
75
Open PRs
16
Archived
No
Author
Google LLC
Python Versions
3
3.9
3.10
3.11
Wheels
cp310
cp311
cp38
cp39
Keywords
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh