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September 20, 2017 02:35
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A simple function to generate both data file and description file for the regression tree software GUIDE
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# We want to create clean data file and description file for GUIDE | |
prepare_for_guide = function(df, y_name, output_name, desc_name){ | |
# Find the index of response variable y | |
y_index = which(colnames(df)==y_name) | |
# Data file | |
write.table(df, output_name, row.names=FALSE, col.names=FALSE, quote=FALSE) | |
# Description file | |
desc_file = file(desc_name) | |
lines = c(output_name, "NA", 1) | |
names = colnames(df) | |
for (i in 1:length(names)){ | |
# Check if discrete variable or response variable | |
if (i == y_index){ | |
column_type = 'd' | |
} else if (is.factor(df[,i])) { | |
column_type = 'c' | |
} else { | |
column_type = 'n' | |
} | |
lines[length(lines)+1] = sprintf("%d %s %s", i, names[i], column_type) | |
} | |
writeLines(lines, desc_file) | |
close(desc_file) | |
} |
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