Tech riderRev. 5 Oct 2026
- 1Runs onLinux, Mac, Windows
- 2CostsFree plan
- 3Deploymentdesktop
- 4Spatial analysisadvanced
4 lines stated Written from the maker's own pages: pysal.org, github.com

Overview
spopt is ranked #13 of 63 in GIS software on Specifiction. It runs on Linux, macOS, Windows. There is a free plan.
spopt plans and pricing
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Facts
- Purpose
- spopt is an open-source Python library for solving optimization problems with spatial data.pysal.org · 5 Oct 2026
- Focus areas
- The project develops methods for regionalization, facility location, and transportation-oriented solutions.pysal.org · 5 Oct 2026
- Regionalization
- Its regionalization methods aggregate smaller geographic units into larger regions using methods such as AZP, MaxP, Skater, and spatially constrained clustering.pysal.org · 5 Oct 2026
- Facility location
- Its facility-location methods include set covering, maximal coverage, p-median, p-center, p-dispersion, and flow refueling location models.pysal.org · 5 Oct 2026
- Install options
- The released package can be installed with pip or conda-forge, and a development version can be installed from GitHub.pysal.org · 5 Oct 2026
- Python requirement
- The installation guide says spopt supports Python 3.11 or later.pysal.org · 5 Oct 2026
- Dependencies
- The repository lists SciPy, NumPy, pandas, NetworkX, libpysal, scikit-learn, GeoPandas, PuLP, Shapely, and spaghetti as requirements.github.com · 5 Oct 2026
- Solver example
- The repository’s facility-location example uses PuLP with the CBC solver.github.com · 5 Oct 2026
- Examples
- Documented examples include regional income clustering, Airbnb clustering, grid clustering, and locating first-aid stations or store sites.pysal.org · 5 Oct 2026
- Support
- Users can ask questions through GitHub issues, GitHub discussions, or PySAL’s Discord channel.pysal.org · 5 Oct 2026
- Security
- The repository identifies itself as a public project and links to its security and quality page, but the opened pages make no security or compliance claims.github.com · 5 Oct 2026
- License
- The repository states that spopt is licensed under the BSD 3-Clause license.github.com · 5 Oct 2026
- Intended audience
- The project describes itself as a spatial optimization package and provides examples involving geographic clustering and facility siting.github.com · 5 Oct 2026
- Development
- The project says it is under active development and welcomes contributors.github.com · 5 Oct 2026
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Where it ranks on Specifiction
- Best GIS Software in 2026#13 of 63
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Sources
- pysal.org/spopt/· checked 5 Oct 2026
- pysal.org/spopt/api.html· checked 5 Oct 2026
- pysal.org/spopt/installation.html· checked 5 Oct 2026
- github.com/pysal/spopt· checked 5 Oct 2026



