Monthly downloads
507.2K
Weekly downloads
115.1K
GitHub stars
151
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.12
Licence
BSD 3-Clause
Last Release
2 months ago
First Release
April 21, 2017
Total Releases
24
Python Versions
3
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 breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
46
Adoption
67
Community
65
Provenance
100
How the maintenance status was determined
Last commit
11 days ago
Monthly downloads
507,173
•
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
507,173
Stars
151
Stars per 1k downloads
0.30
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
16,448
Month daily avg
16,906
Momentum
-2.7%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.12
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
BSD 3-Clause
•
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
66 days ago
Total releases
24
Releases/year
2.5
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
27
Monthly downloads
507,173
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
69
Issue Burden
53.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
71.1%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
11.3K
Windows
200
macOS
66
Python Versions
3.11
55.1%
6.2K
3.12
22.3%
2.5K
3.13
16.7%
1.9K
3.10
3.1%
348
3.14
2.9%
321
Top Countries
1.
US
6.7K
US
2.
NL
1.3K
NL
3.
IE
709
IE
4.
DE
648
DE
5.
AU
629
AU
6.
CA
575
CA
7.
SG
199
SG
8.
HR
162
HR
9.
GB
147
GB
10.
CH
110
CH
Weekly Downloads
GitHub Stars
Dependencies
5
- networkx >=3.4
- numpy >=2.0
- pandas >=2.3
- scikit-learn >=1.5
- scipy >=1.14
28 optional dependencies
-
geodatasets[notebooks]extra == "notebooks"
-
geopandas[spatial]extra == "spatial"
-
ipywidgets[notebooks]extra == "notebooks"
-
jupyterlab[notebooks]extra == "notebooks"
-
libpysal[spatial]extra == "spatial"
-
lonboard[notebooks]extra == "notebooks"
-
mapclassify[tests]extra == "tests"
-
mapclassify[all]extra == "all"
-
mapclassify[notebooks]extra == "notebooks"
-
matplotlib[spatial]extra == "spatial"
-
nbsphinx[docs]extra == "docs"
-
numba>=0.60[speedups]extra == "speedups"
-
numpydoc[docs]extra == "docs"
-
pre-commit[dev]extra == "dev"
-
pyarrow[notebooks]extra == "notebooks"
-
pydeck[notebooks]extra == "notebooks"
-
pytest[tests]extra == "tests"
-
pytest-cov[tests]extra == "tests"
-
pytest-doctestplus[tests]extra == "tests"
-
pytest-xdist[tests]extra == "tests"
-
ruff[dev]extra == "dev"
-
seaborn[notebooks]extra == "notebooks"
-
shapely[spatial]extra == "spatial"
-
sphinx>=1.4.3[docs]extra == "docs"
-
sphinx-bootstrap-theme[docs]extra == "docs"
-
sphinx-gallery[docs]extra == "docs"
-
sphinxcontrib-bibtex[docs]extra == "docs"
-
watermark[dev]extra == "dev"
Used By
89
- semantic-link-functions-geopandas 191.1K/mo
- giddy 87.2K/mo
- segregation 69.0K/mo
- geocif 62.5K/mo
- spopt 61.7K/mo
- pysal 61.4K/mo
- splot 56.0K/mo
- newsworthycharts 9.2K/mo
- redivis 8.3K/mo
- pt3s 7.8K/mo
Repository details
GitHub Topics
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords