Importance of selecting appropriate models for rare species habitat predictions. Presence-absence models made better predictions than the presence-only model. GAMs with a Negative Binomial and Tweedie distributions better predict the habitats. Zero-inflated Poisson distributions exhibited less convincing results. 92% zeros in the dataset does not necessarily mean zero-inflation.