Your models are wrong.

Exploring Hierarchical Overlapping Multifactor Models, Accepting degeneracy, and Scientific Humility.

R Stan statistics Probabilistic Modeling Society

Variograms

Digging into spatial correlation.

R geocomputation variograms PCA regression