## function to determine empirical quantiles for the spikeins
spkQuantile <- function(amt, avgE, ens, p){
obs <- as.vector(ens)
N <- length(obs)
M <- length(amt)
q <- vector(length=M)
out <- vector(length=2)
for(i in 1:M){
q[i] <- sum(obs<=avgE[i], na.rm=TRUE)/N
}
out[q <= p[1]] <- 1
out[q <= p[2] & q > p[1]] <- 2
out[q > p[2]] <- 3
return(list(out=out, prop=q))
}
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