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glmnetRequirements_psycho <- function (data, type, weights)
{
var_names <- colnames(data)
n <- nrow(data)
var_check <- apply(data, 2, var)
ind_zero_var <- which(var_check == 0)
if (length(ind_zero_var) > 0)
stop(paste0("Please only provide variables with nonzero variance. Variable(s) with zero variance: ",
paste(var_names[ind_zero_var], collapse = ", ")))
if ("c" %in% type) {
ind_cat <- which(type == "c")
l_frqu <- list()
for (i in 1:length(ind_cat)) l_frqu[[i]] <- table(data[, ind_cat[i]])
v_check <- unlist(lapply(l_frqu, function(x) {
frq_norm <- x/sum(x)
ind_min <- which.min(frq_norm)
check1 <- !(x[ind_min] > 1)
}))
if (sum(v_check) > 0) {
ind_check1 <- ind_cat[v_check == TRUE]
stop(paste0("At least 2 events required for each category. Requirement not met for variable(s): ",
paste(var_names[ind_cat[ind_check1]], collapse = ", ")))
}
}
if ("c" %in% type) {
wtable <- function(x, weights) {
n_level <- length(unique(x))
v_level <- unique(x)
n_obs <- length(x)
v_wfrq <- rep(NA, n_level)
for (i in 1:n_level) v_wfrq[i] <- sum(rep(1, sum(x ==
v_level[i])) * weights[x == v_level[i]])/n
return(v_wfrq)
}
ind_cat <- which(type == "c")
check2 <- rep(NA, length(ind_cat))
for (i in 1:length(ind_cat)) check2[i] <- min(wtable(data[,
ind_cat[i]], weights)) < 10^-5
if (sum(check2) > 0)
stop(paste0("Each category has to have probability > 10^-5. Requirement not met for variable(s): ",
paste(var_names[ind_cat[check2]], collapse = ", ")))
}
}
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