“…For instance, the North American Monsoon occurs over a much shorter time than the South American Monsoon and is smaller geographically (Vera et al ., 2006). Within a given monsoon region, for example, in the South American Monsoon, several methods are used for different purposes depending on the temporal and spatial scales of interest (see, for example, Liebmann and Marengo, 2001; Marengo et al ., 2001; Nieto‐Ferreira and Rickenbach, 2011; Carvalho et al ., 2011; Garcia and Kayano, 2013). The differences between the characteristics of the datasets, for example, in horizontal resolution, relate to differences in the seasonal cycle of rainfall which means that the implementation of threshold methods in different datasets also requires normalization or statistical treatment of the threshold and persistence parameters.…”