Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
87
Adoption
70
Community
80
How the maintenance status was determined
Last commit
29 days ago
Monthly downloads
1,990,221
•
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
1,990,221
Stars
13,557
Stars per 1k downloads
6.81
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
66,135
Month daily avg
66,341
Momentum
-0.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
<3.14,>=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
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
29 days ago
Total releases
38
Releases/year
11.5
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
126
Monthly downloads
1,990,221
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
84
Issue Burden
19.4
per 1k stars
Discussions
3.0
per 1k stars
Fork Ratio
7.0%
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
38.0K
Windows
778
macOS
300
Python Versions
3.10
38.9%
14.7K
3.12
22.4%
8.5K
3.11
21.4%
8.1K
3.13
15.1%
5.7K
3.9
2.2%
813
Top Countries
1.
US
30.1K
US
2.
NL
3.9K
NL
3.
IE
1.0K
IE
4.
JP
719
JP
5.
GB
714
GB
6.
SG
656
SG
7.
IN
294
IN
8.
BR
240
BR
9.
DE
169
DE
10.
FR
139
FR
Dependencies
21
- dacite <2,>=1.9
- filetype >=1.0.0
- imagehash ==4.3.2
- jinja2 <3.2,>=3.1.6
- matplotlib <=3.10,>=3.5
- minify-html >=0.15.0
- multimethod <2,>=1.4
- numba <0.63,>=0.60
- numpy <2.4,>=1.22
- pandas !=1.4.0,<3.0,>1.5
- phik <0.13,>=0.12.5
- pydantic <3,>=2
- pyyaml <6.1,>=6.0.3
- requests <3,>=2.32.0
- scipy <1.17,>=1.8
- seaborn <0.14,>=0.10.1
- statsmodels <1,>=0.13.2
- tqdm <5,>=4.66.3
- typeguard <5,>=4
- visions <0.8.2,>=0.7.5
- wordcloud >=1.9.4
35 optional dependencies
- autodoc-pydantic[dev]
- black[dev]
- codecov[test]
- coverage[test]
- ipywidgets[notebook]
- isort[dev]
- jupyter[notebook]
- kaggle[test]
- mike[docs]
- mkdocs[docs]
- mkdocs-badges[docs]
- mkdocs-material[docs]
- mkdocs-material-extensions[docs]
- mkdocs-table-reader-plugin[docs]
- mkdocstrings[docs]
- myst-parser[dev]
- nbval[test]
- numpy[spark]
- pandas[spark]
- pre-commit[dev]
- pyarrow[test]
- pyarrow[spark]
- pyspark[spark]
- pytest[test]
- pytest-cov[test]
- sphinx-autodoc-typehints[dev]
- sphinx-multiversion[dev]
- sphinx-rtd-theme[dev]
- standard-imghdr[dev]
- tangled-up-in-unicode[unicode]
- twine[dev]
- twine[test]
- virtualenv[dev]
- visions[spark]
- wheel[dev]
Used By
36
- ydata-sdk
- dq-suite-amsterdam
- cdh-lava-core
- torch-model-manager
- pyreft
- mlfastflow
- calm-data-generator
- saddle-ml
- streamlit-ydata-profiling
- dataninja
- vtarget
- pdexplorer
- dataimport-aicare
- streamlit-custom-ydata-profiling
- panda-patrol
- seismometer
- data-glance
- nefertem-profiling-ydata-profiling
- segmentation-agent
- combinedpackmsnk
- rrcgeoviz
- aa-prepflow
- falcondale
- ydata-profile
- uma-pydi
- saddlellm
- mary-elizabeth-utils
- pandasdataexplorer
- airi-test-task
- report-manager
- saad-data-pipeline
- hierophant
- dsbundle
- dpro
- yihui
- shaheenviz
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
MIT License
First Release
January 30, 2023
Last Release
1 month ago
Last Commit
1 month ago
Latest Version
4.18.4
Total Releases
38
Contributors
126
Open PRs
57
Archived
No
Python Versions
3
3.10
3.11
3.12
3.13
3.14
Wheels
py2
py3
Keywords
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh