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uci-ml-to-r/data-collection/spambase/preprocess.R

33 lines
1.8 KiB
R

preprocessDataset = function()
{
csv.file = "spambase.data"
dataset = read.csv(paste0(orig.dir, "/", csv.file),
header=FALSE)
colnames(dataset) = c("word_freq_make", "word_freq_address", "word_freq_all",
"word_freq_3d", "word_freq_our", "word_freq_over",
"word_freq_remove", "word_freq_internet",
"word_freq_order", "word_freq_mail", "word_freq_receive",
"word_freq_will", "word_freq_people", "word_freq_report",
"word_freq_addresses", "word_freq_free",
"word_freq_business", "word_freq_email", "word_freq_you",
"word_freq_credit", "word_freq_your", "word_freq_font",
"word_freq_000", "word_freq_money", "word_freq_hp",
"word_freq_hpl", "word_freq_george", "word_freq_650",
"word_freq_lab", "word_freq_labs", "word_freq_telnet",
"word_freq_857", "word_freq_data", "word_freq_415",
"word_freq_85", "word_freq_technology", "word_freq_1999",
"word_freq_parts", "word_freq_pm", "word_freq_direct",
"word_freq_cs", "word_freq_meeting", "word_freq_original",
"word_freq_project", "word_freq_re", "word_freq_edu",
"word_freq_table", "word_freq_conference", "char_freq_;",
"char_freq_(", "char_freq_[", "char_freq_!", "char_freq_$",
"char_freq_#", "capital_run_length_average",
"capital_run_length_longest", "capital_run_length_total",
"class")
dataset = dataset %>% mutate(class=factor(class))
return(dataset)
}