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uci-ml-to-r/data-collection/wine-quality/preprocess.R

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R

preprocessDataset = function()
{
csv.file.w = "winequality-white.csv"
csv.file.r = "winequality-red.csv"
dataset.w = read.csv(paste0(orig.dir, "/", csv.file.w), sep=";",
check.names=FALSE)
dataset.w = dataset.w %>% mutate(color="white")
dataset.r = read.csv(paste0(orig.dir, "/", csv.file.r), sep=";",
check.names=FALSE)
dataset.r = dataset.r %>% mutate(color="red")
dataset = rbind(dataset.w, dataset.r) %>%
mutate(color=factor(color),
quality=ifelse(quality>5, 1, 0)) %>%
select(`fixed acidity`:alcohol, color, quality) %>%
mutate(quality=factor(quality))
return(dataset)
}