Monthly downloads
3.7K
Weekly downloads
591
GitHub stars
-
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
<3.14,>=3.10
Licence
LicenseRef-Polaris-Studio
Last Release
2 weeks ago
First Release
June 19, 2024
Total Releases
115
Python Versions
3.10
3.11
3.12
3.13
No reported malware or high/critical advisories · Details
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
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
16 days ago
Monthly downloads
3,720
•
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
3,720
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
84
Month daily avg
124
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
More insights and metrics
Python version support tiers
requires_python
<3.14,>=3.10
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
•
Legacy
Supports 3.10 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
16 days ago
Total releases
115
Releases/year
49.4
•
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
3,720
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
-
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
2
Python Versions
3.13
100.0%
2
Top Countries
1.
US
35
US
2.
SG
12
SG
3.
CN
9
CN
4.
CA
2
CA
5.
FR
2
FR
6.
JP
2
JP
7.
DK
1
DK
Weekly Downloads
GitHub Stars
Dependencies
17
- click
- diskcache
- numexpr <=2.13.1
- numpy >=2.0.0
- openmatrix
- pandas >=2.2.0
- pint >=0.24
- psutil
- psycopg
- pyarrow
- pydantic
- pyyaml
- retry2
- scipy
- sqlalchemy >=2
-
tables
>=3.11.0
python_version >= "3.11"
- tzlocal
79 optional dependencies
-
aequilibrae>=1.6.0[builder]extra == "builder"
-
appdirs[builder]extra == "builder"
-
autodoc-pydantic[docs]extra == "docs"
-
black==26.3.1[linting]extra == "linting"
-
census>=0.8.27[builder]extra == "builder"
-
contextily[docs]extra == "docs"
-
duckdb==1.3.0[builder]extra == "builder"
-
duckdb[linting]extra == "linting"
-
enum34>=1.1.6[docs]extra == "docs"
-
folium[docs]extra == "docs"
-
geopandas>=1.1.1[builder]extra == "builder"
-
globus-sdk<4,>=3.10[hpc]extra == "hpc"
-
globus-sdk[linting]extra == "linting"
-
gmnspy>=0.3.5[builder]extra == "builder"
-
ipython-genutils[docs]extra == "docs"
-
ipywidgets[devtools]extra == "devtools"
-
jinja2[docs]extra == "docs"
-
jupyter[devtools]extra == "devtools"
-
jupytext[devtools]extra == "devtools"
-
mapclassify[docs]extra == "docs"
-
matplotlib[docs]extra == "docs"
-
matplotlib[builder]extra == "builder"
-
matplotlib-stubs[linting]extra == "linting"
-
myst-parser[docs]extra == "docs"
-
nbsphinx[docs]extra == "docs"
-
networkx[builder]extra == "builder"
-
numpy[linting]extra == "linting"
-
pandas[devtools]extra == "devtools"
-
pandas-stubs[linting]extra == "linting"
-
partridge[builder]extra == "builder"
-
pillow[docs]extra == "docs"
-
polaris-studio[dev]extra == "dev"
-
psycopg2-binary[builder]extra == "builder"
-
py7zr[devtools]extra == "devtools"
-
py7zr[docs]extra == "docs"
-
pyaml[docs]extra == "docs"
-
pydata-sphinx-theme[docs]extra == "docs"
-
pygit2[devtools]extra == "devtools"
-
pygris>=0.2.0[builder]extra == "builder"
-
pyproj[linting]extra == "linting"
-
pyproj[builder]extra == "builder"
-
pytest[devtools]extra == "devtools"
-
pytest-cov[devtools]extra == "devtools"
-
pytest-order[devtools]extra == "devtools"
-
pytest-random-order[devtools]extra == "devtools"
-
pytest-rerunfailures[devtools]extra == "devtools"
-
pytest-timeout[devtools]extra == "devtools"
-
pytest-xdist[devtools]extra == "devtools"
-
rapidfuzz[builder]extra == "builder"
-
requests[docs]extra == "docs"
-
requests[builder]extra == "builder"
-
rtree[builder]extra == "builder"
-
ruff==0.15.11[linting]extra == "linting"
-
scikit-learn[builder]extra == "builder"
-
scipy[builder]extra == "builder"
-
scipy-stubs[linting]extra == "linting"
-
seaborn[builder]extra == "builder"
-
setuptools[devtools]extra == "devtools"
-
shapely>=2.0.1[builder]extra == "builder"
-
sphinx[docs]extra == "docs"
-
sphinx-autodoc-annotation[docs]extra == "docs"
-
sphinx-book-theme[docs]extra == "docs"
-
sphinx-design[docs]extra == "docs"
-
sphinx-gallery>=0.17.0[docs]extra == "docs"
-
sphinxcontrib-youtube[docs]extra == "docs"
-
sqlalchemy[linting]extra == "linting"
-
testing-postgresql[devtools]sys_platform == "linux" and extra == "devtools"
-
timezonefinder[builder]extra == "builder"
-
tqdm[builder]extra == "builder"
-
ty==0.0.31[linting]extra == "linting"
-
types-networkx[linting]extra == "linting"
-
types-python-dateutil[linting]extra == "linting"
-
types-pyyaml[linting]extra == "linting"
-
types-requests[linting]extra == "linting"
-
types-seaborn[linting]extra == "linting"
-
types-tqdm[linting]extra == "linting"
-
types-tzlocal[linting]extra == "linting"
-
us>=3.2.0[builder]extra == "builder"
-
uv[devtools]extra == "devtools"
Used By
0
Not used by any tracked packages
Repository details
Forks
-
Issues
-
Last Commit
-
Contributors
-
Open PRs
-
Archived
-
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh