Observed PDSI time series (black line) with the training data set to build the model (blue line) for the period 1900-1953, including the filtered observed values (navy blue). Also comparison between the observed  values  (black line)  and predicted  values  with the TF model for the validation period (1954-2014)l(red line), including  the corresponding 95% confidence intervals (red dash)