geographically-weighted-regression

Notebooks and libraries for spatial/geo Python explorations

Spatial Modelling for Data Scientists

MGWR 2.0 Software

A C++ library for building geographically weighted models.

Computational Improvements to Multi-scale Geographically Weighted Regression (MGWR)

Compared Ordinary Least Square (OLS) and Geographically Weighted Regression (GWR) using R programming with interpretation

Geographically Weighted Negative Binomial Regression in Python - local spatial modeling for over dispersed count data.

Spatial Autoregressive Geographically Weighted Regression (SARGWR) implemented in Python.

Open research companion: mapping daytime urban heat exposure across Local Climate Zones with cloud-local data cubes, multi-scale MGWR, and neighbourhood-level heat-justice planning in Izmir, Turkiye. Manuscript under review at Cities.

Comparing a global Ordinary Least Squares (OLS) to a Multiscale Geographically Weighted Regression (MGWR) model. R code is provided for those interested in creating local parameter maps.

A visual and spatial analysis of London's Airbnb market using K-Means clustering and Geographically Weighted Regression (GWR).

Evaluate the equity of the change in tree canopy cover across New York City.

The factors influencing stunting in East Java in 2022 are analyzed using Geographically Weighted Regression (GWR) using R Studio

(In development) Interactive mapping project for political marketers to spot election precincts with diverging voting results on two similar progressive issues. In addition, marketers can flag those precincts and leave comments.

Spatial Statistical analyses created using R and RStudio for an "Advanced Statistics for Urban Applications" at Temple University

Multiscale GWR insurance risk pricing model for LA County. Full spatial regression progression: OLS -> Spatial Error -> GWR -> MGWR, with per-variable bandwidth analysis, significance-masked coefficient maps, LISA clustering, and an interactive Folium dashboard. FEMA, Census ACS, NIFC & OSM data.