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(Top) Max kappa classification model predictions from the tuned random forest model. (Bottom) Observed test set nitrate concentrations (mg/L NO3-N) in the three categories. The areas of Duplin County and Sampson County with high observed nitrate concentrations are highlighted with solid fill.
