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hellingerSupplementaryColsPreProcessing <- function(SUP.DATA,W=NULL,M=NULL){
hell.preproc.again.all <- makeRowProfiles(SUP.DATA,hellinger=TRUE,weights=W,masses=M)
t.hell.preproc <- t(hell.preproc.again.all$deviations)
# if(is.null(W)){
# W <- hell.preproc.again.all$weights
# }else if(length(W)!=ncol(SUP.DATA)){
# print('Length of W does not match column dim of SUP.DATA. Using default.')
# W <- hell.preproc.again.all$weights
# }
# if(is.null(M)){
# M <- hell.preproc.again.all$masses
# }else if(length(M)!=nrow(SUP.DATA)){
# print('Length of M does not match row dim of SUP.DATA. Using default.')
# M <- hell.preproc.again.all$masses
# }
t.hell.preproc <- apply(t.hell.preproc,2,'*',hell.preproc.again.all$weights)
t.hell.preproc <- t(apply(t.hell.preproc,1,'*',hell.preproc.again.all$masses)) ##this can be optional; masses in or derived from.
}
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