Package Insights
Score based on PyPI data only — no linked source repository
N/A
Health Score
Not available
requires GitHub data
How the maintenance status was determined
Last release
2 days ago
Monthly downloads
6,010
•
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
6,010
Stars
Unknown
Stars per 1k downloads
—
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
No star data — can't compute stars-to-downloads ratio.
How download momentum is calculated
Week daily avg
216
Month daily avg
200
Momentum
+7.7%
((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
LicenseRef-Polaris-Studio
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
2 days ago
Total releases
82
Releases/year
43.6
•
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
Unknown
Monthly downloads
6,010
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
Contributor count is missing — this usually indicates the package has no linked GitHub repository.
Engagement
0
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
PR Velocity
-
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
4
Python Versions
3.10
100.0%
4
Top Countries
1.
US
14
US
2.
CA
1
CA
Dependencies
16
- click
- diskcache
- numexpr <=2.13.1
- numpy >=2.0.0
- openmatrix
- pandas >=2.2.0
- psutil
- psycopg
- pyarrow
- pydantic
- pyyaml
- retry2
- scipy
- sqlalchemy >=2
- tables >=3.11.0
- tzlocal
77 optional dependencies
- aequilibrae[builder]
- appdirs[builder]
- autodoc-pydantic[docs]
- black[linting]
- census[builder]
- contextily[docs]
- duckdb[builder]
- duckdb[linting]
- enum34[docs]
- folium[docs]
- geopandas[builder]
- globus-sdk[hpc]
- globus-sdk[linting]
- gmnspy[builder]
- ipython-genutils[docs]
- ipywidgets[devtools]
- jinja2[docs]
- jupyter[devtools]
- jupytext[devtools]
- mapclassify[docs]
- matplotlib[builder]
- matplotlib[docs]
- matplotlib-stubs[linting]
- myst-parser[docs]
- nbsphinx[docs]
- networkx[builder]
- numpy[linting]
- pandas[devtools]
- pandas-stubs[linting]
- partridge[builder]
- pillow[docs]
- polaris-studio[dev]
- psycopg2-binary[builder]
- py7zr[docs]
- py7zr[devtools]
- pyaml[docs]
- pydata-sphinx-theme[docs]
- pygit2[devtools]
- pygris[builder]
- pyproj[builder]
- pyproj[linting]
- pytest[devtools]
- pytest-cov[devtools]
- pytest-order[devtools]
- pytest-random-order[devtools]
- pytest-rerunfailures[devtools]
- pytest-xdist[devtools]
- rapidfuzz[builder]
- requests[docs]
- requests[builder]
- rtree[builder]
- ruff[linting]
- scikit-learn[builder]
- scipy[builder]
- scipy-stubs[linting]
- seaborn[builder]
- setuptools[devtools]
- shapely[builder]
- sphinx[docs]
- sphinx-autodoc-annotation[docs]
- sphinx-book-theme[docs]
- sphinxcontrib-youtube[docs]
- sphinx-design[docs]
- sphinx-gallery[docs]
- sqlalchemy[linting]
- testing-postgresql[devtools]
- tqdm[builder]
- ty[linting]
- types-networkx[linting]
- types-python-dateutil[linting]
- types-pyyaml[linting]
- types-requests[linting]
- types-seaborn[linting]
- types-tqdm[linting]
- types-tzlocal[linting]
- us[builder]
- uv[devtools]
Used By
0
Not used by any tracked packages
Package Information
License
LicenseRef-Polaris-Studio
First Release
June 19, 2024
Last Release
2 days ago
Last Commit
-
Latest Version
26.5.4.dev1
Total Releases
82
Contributors
-
Open PRs
-
Archived
-
Python Versions
3.10
3.11
3.12
3.13
Wheels
py3
Topics
-
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh