Downloads
Day
6.1K
Week
28.5K
Month
289.8K
Stars
4.6K
Forks
1.6K
Issues
428
Version
4.9.9.dev202510250044
Package Insights
Package Risks
- No releases in 185 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
81
Adoption
54
Community
100
How the maintenance status was determined
Last commit
8 days ago
Monthly downloads
289,775
•
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
289,775
Stars
4,559
Stars per 1k downloads
15.73
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
4,072
Month daily avg
9,659
Momentum
-57.8%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.10
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
193 days ago
Total releases
2,533
Releases/year
337.8
•
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
308
Monthly downloads
289,775
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
86
Issue Burden
93.9
per 1k stars
Discussions
0.7
per 1k stars
Fork Ratio
19.4%
contrib / forks
Stale Release
185d
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
582
Windows
36
macOS
27
Python Versions
3.10
54.6%
341
3.12
22.0%
137
3.11
13.6%
85
3.13
6.4%
40
3.9
3.4%
21
Top Countries
1.
US
1.1K
US
2.
NL
138
NL
3.
SG
54
SG
4.
DE
29
DE
5.
GB
8
GB
6.
CN
7
CN
7.
ES
6
ES
8.
IE
6
IE
9.
IN
6
IN
10.
IL
5
IL
Dependencies
18
- absl-py
- array-record >=0.5.0
- dm-tree
- etils >=1.6.0
- immutabledict
- importlib-resources
- numpy
- promise
- protobuf >=3.20
- psutil
- pyarrow
- requests >=2.19.0
- simple-parsing
- tensorflow-metadata
- termcolor
- toml
- tqdm
- wrapt
130 optional dependencies
- apache-beam[beir]
- apache-beam[c4]
- apache-beam[c4-wsrs]
- apache-beam[dev]
- apache-beam[tests-all]
- apache-beam[wiki-dialog]
- apache-beam[wikipedia]
- bs4[wsc273]
- bs4[tests-all]
- bs4[huggingface]
- conllu[dev]
- conllu[huggingface]
- conllu[tests-all]
- crepe[nsynth]
- datasets[huggingface]
- dill[tests-all]
- dill[dev]
- dill[huggingface]
- envlogger[robosuite-panda-pick-place-can]
- envlogger[tests-all]
- envlogger[huggingface]
- envlogger[locomotion]
- gcld3[c4]
- gcsfs[huggingface]
- gcsfs[tests-all]
- gcsfs[ble-wind-field]
- h5py[tests-all]
- h5py[huggingface]
- h5py[robonet]
- imagecodecs[eurosat]
- imagecodecs[huggingface]
- imagecodecs[tests-all]
- ipykernel[tests-all]
- ipykernel[dev]
- ipykernel[huggingface]
- jax[huggingface]
- jax[dev]
- jax[tests-all]
- jupyter[huggingface]
- jupyter[dev]
- jupyter[tests-all]
- langdetect[c4]
- librosa[nsynth]
- lxml[tests-all]
- lxml[wsc273]
- lxml[huggingface]
- matplotlib[tests-all]
- matplotlib[cats-vs-dogs]
- matplotlib[huggingface]
- matplotlib[matplotlib]
- mlcroissant[tests-all]
- mlcroissant[dev]
- mlcroissant[huggingface]
- mwparserfromhell[tests-all]
- mwparserfromhell[wikipedia]
- mwparserfromhell[huggingface]
- mwxml[wikipedia]
- mwxml[huggingface]
- mwxml[tests-all]
- networkx[ogbg-molpcba]
- networkx[tests-all]
- networkx[huggingface]
- nltk[c4]
- opencv-python[imagenet2012-corrupted]
- opencv-python[huggingface]
- opencv-python[tests-all]
- pandas[huggingface]
- pandas[dev]
- pandas[ogbg-molpcba]
- pandas[pet-finder]
- pandas[qm9]
- pandas[smartwatch-gestures]
- pandas[tests-all]
- pandas[wake-vision]
- pillow[tests-all]
- pillow[wider-face]
- pillow[colorectal-histology]
- pillow[huggingface]
- pretty-midi[huggingface]
- pretty-midi[groove]
- pretty-midi[tests-all]
- pycocotools[huggingface]
- pycocotools[youtube-vis]
- pycocotools[tests-all]
- pydub[tests-all]
- pydub[dev]
- pydub[groove]
- pydub[gtzan]
- pydub[huggingface]
- pydub[librispeech]
- pydub[speech-commands]
- pydub[common-voice]
- pylint[dev]
- pytest[tests-all]
- pytest[dev]
- pytest[huggingface]
- pytest-shard[tests-all]
- pytest-shard[huggingface]
- pytest-shard[dev]
- pytest-xdist[dev]
- pytest-xdist[tests-all]
- pytest-xdist[huggingface]
- pyyaml[huggingface]
- pyyaml[dev]
- pyyaml[tests-all]
- scikit-image[tests-all]
- scikit-image[eurosat]
- scikit-image[huggingface]
- scikit-image[imagenet2012-corrupted]
- scipy[svhn]
- scipy[imagenet2012-corrupted]
- scipy[the300w-lp]
- scipy[huggingface]
- scipy[duke-ultrasound]
- scipy[aflw2k3d]
- scipy[tests-all]
- tensorflow[c4]
- tensorflow[nsynth]
- tensorflow[tensorflow]
- tensorflow-data-validation[tensorflow-data-validation]
- tensorflow-io[lsun]
- tf-nightly[tf-nightly]
- tifffile[eurosat]
- tifffile[huggingface]
- tifffile[tests-all]
- tldextract[c4]
- yapf[dev]
- zarr[ble-wind-field]
- zarr[huggingface]
- zarr[tests-all]
Used By
7
Package Information
License
Apache 2.0
First Release
November 7, 2018
Last Release
6 months ago
Last Commit
1 week ago
Latest Version
4.9.9.dev202510250044
Total Releases
2,533
Contributors
308
Open PRs
269
Archived
No
Author
Google Inc.
Python Versions
3
Wheels
py3
Keywords
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh