## Description

After spatial thinning and basis expansions, the number of input points is less than the number of explanatory variables. In this case, the AUC statistic is not meaningful as a model diagnostic.

## Solution

Disregard the value of the AUC statistic, reduce the number of explanatory variables, or increase the number of input points.