Agriculture in the southeastern United States (SEUS) is heavily reliant upon water resources provided by precipitation during warm season (June–August). The convective and stochastic nature of SEUS introduces challenges terms availability region creating localized maxima minima. Clearly, a detailed updated climatology for important end users on these resources. As such, nonlinear unsupervised l...