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A collaborative report written in R as part of the Spatial Analysis and Geocomputation module during my Geospatial Sciences, GIS and Computing MSc (Distinction, 82%). The report compares five spatial regression models predictive power in determining green space in London: Spatial Lag, Spatial Error, Spatial Durbin, Geographically Weighted Regression (GWR) and Linear Regression with Spatial Filtering.