The resulting ggplot (Wickham 2016) (Figure 5) shows that warnings are generated from timepoint 171 onwards for all EWSs following multiple consecutive ‘signals’. The single signal for the “ar1 + SD” indicator at timepoint 115 is not sufficient to be a warning.