Observed Palmer Drought Severity Index time-series (blue curve 1801-2014) with training and validation periods (a), and, for the validation period, the simulated series (plume) with both the ensemble mean (red curve) and the observed Gaussian Filter with 11-year smoothing (bold black curve) b).