CODEWITHSUNDEEP
rstandardized
TiberiusGracchus2020
TiberiusGracchus2020

Reputation: 409

Does this scale each column individually? R

If I wanted to standardize columns 2 and 3 (each column standardized separately), would this work?

df[c(2:3)] <- scale(df[c(2:3)])

Upvotes: 3

Views: 1136

Answers (1)

akrun
akrun

Reputation: 887741

According to ?scale

The value of scale determines how column scaling is performed (after centering). If scale is a numeric-alike vector with length equal to the number of columns of x, then each column of x is divided by the corresponding value from scale. If scale is TRUE then scaling is done by dividing the (centered) columns of x by their standard deviations if center is TRUE, and the root mean square otherwise. If scale is FALSE, no scaling is done.

As a test, we can do this individually on each column and as a whole

data(mtcars)
out1 <- sapply(mtcars, scale)
out2 <- scale(mtcars)
all.equal(out1, out2, check.attributes = FALSE)
#[1] TRUE

It does scale separately for each column

Upvotes: 5

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