#' Checks if two samples are from the same distribution
#' with a Mann-Whitney U test
#' @param a samples
#' @param b samples
#' @param alpha significance level, is 0.05 by default
#' @return TRUE or FALSE, or NA if cannot be calculated
#' @export
are_from_same_distribution <- function(a, b, alpha = 0.05) {
if (length(a) == 0 || length(b) == 0) {
return(NA)
}
t <- NA
tryCatch(
t <- stats::wilcox.test(
x = a,
y = b,
correct = FALSE,
exact = FALSE # cannot compute exact p-value with ties
),
error = function(msg) {
print(paste("are_from_same_distribution:", msg))
}
)
if (length(t) > 1 || !is.na(t)) {
return(t$p.value > alpha)
}
return(NA)
}
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