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This book is an integrated presentation of theoretical and practical statistics and data analysis applied to geographical and environmental sciences. It guides the reader to learn quantitative methodology, including how to implement advanced analysis methods using an open-source software platform. The book brings together principles of statistics and probability, multivariate analysis, and spatial analysis methods applied to variety of geographical and environmental models. Theory is accompanied by practical hands-on computer exercises, in a sequence from to easy to difficult.