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rattributesdatasetscalerescale

How to rescale multiple attributes at the same time in R

I have a data set that contains multiple attributes with integer values from 1 to 5 and I would like to rescale these attributes so that their values range from -1 to 1. My current code that I have is

    newdata$Rats = rescale(newdata$Rats, to = c(-1,1), from=c(1,5))

Where newdata is my dataset and Rats is one of my attributes. If I only had a few attributes to change that would be fine, but I have about 30 or so to change. Is there a way to use a for loop to do this or use the select function that R has or possibly another way?

Solution

  • Use lapply():

    newdata[, c(1:30)] <- lapply(newdata[, c(1:30)], 
                             function(x) rescale(x, to = c(-1, 1), from = c(1, 5)))

    For the c(1:30), insert a vector of either positions of your variables within your dataframe, or a vector of the names of your variables as strings.