Comparison of spatial and non-spatial logistic regression models for modeling the occurrence of cloud cover in north-eastern Puerto Rico

► Non-spatial and spatial models are compared in modeling orographic cloud cover. ► LMM - a global spatial model - cannot account for spatial heterogeneity in cloud. ► GWLM - a local model - can effectively account for spatial heterogeneity in cloud.