If you are interested in repeating this workshop using R, see Flood Separation and Threshold Choice Workshop.
Note that there are known differences between HEC-SSP's Data Filterer and the R POT package's clust function. For a given time separation criterion, HEC-SSP's Data Filterer and the R POT package's clust function will provide slightly different partial duration series.
HEC-SSP's Data Filterer has been extensively validated and employs a more accurate filter than the clust function.