“…So, there is still a gap in the literature for redoing this work with statistical methods, such as cluster analysis. Until now, studies involving a precipitation clustering process focused only on specific regions of the continent, such as the tropical SA [78], Bolivia [79], Argentina [80][81][82][83], Chile [84], Colombia [85], Ecuador [86], Brazil [87,88], and Brazilian sectors, such as the northeast [89][90][91][92][93][94], south and southeast [95][96][97], central-west [98], and the Amazonian portion [99]. In this scenario, the present study's relevance is justified not only for identifying homogeneous rainfall regions in SA considering a recent period (1993-2016) and an objective methodology but also by evaluating the skill of last generation climate predictions provided by ECMWF for South American continent.…”