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The package waywiser maintained by Mike Mahoney provides ergonomic methods for assessing spatial models.

Assessing predictive models of spatial data can be challenging,

both because these models are typically built for extrapolating outside the origin...

data package predictive predictive models r bloggers reading spatial spatial data