[R] How to change variables in datasets automatically
Gabor Grothendieck
ggrothendieck at gmail.com
Fri Apr 29 16:18:00 CEST 2005
On 4/29/05, Muhammad Subianto <subianto at gmail.com> wrote:
> Dear R-helpers,
> Suppose I have a dataset,
> data(iris)
> a <- data.frame(Sepal.Length=c(1:4), Sepal.Width=c(2:5),
> Petal.Length=c(3:6), Petal.Width=c(4:7), Species=rep("rosa",4))
> b <- iris[1:10,]
> newtest.iris <- rbind(a,b)
> > newtest.iris
> Sepal.Length Sepal.Width Petal.Length Petal.Width Species
> 1 1.0 2.0 3.0 4.0 rosa
> 2 2.0 3.0 4.0 5.0 rosa
> 3 3.0 4.0 5.0 6.0 rosa
> 4 4.0 5.0 6.0 7.0 rosa
> 11 5.1 3.5 1.4 0.2 setosa
> 21 4.9 3.0 1.4 0.2 setosa
> 31 4.7 3.2 1.3 0.2 setosa
> 41 4.6 3.1 1.5 0.2 setosa
> 5 5.0 3.6 1.4 0.2 setosa
> 6 5.4 3.9 1.7 0.4 setosa
> 7 4.6 3.4 1.4 0.3 setosa
> 8 5.0 3.4 1.5 0.2 setosa
> 9 4.4 2.9 1.4 0.2 setosa
> 10 4.9 3.1 1.5 0.1 setosa
>
> I want to change each labels (variables) like: Sepal.Length=SL, Sepal.Width=SW,
> Petal.Length=PL, Petal.Width=PW, and Species=Class. Then I want to
> change each cell
> in Species variable like rosa=0 and setosa=1. The result something like this,
>
> > NewIris
> SL SW PL PW Class
> 1 1.0 2.0 3.0 4.0 0
> 2 2.0 3.0 4.0 5.0 0
> 3 3.0 4.0 5.0 6.0 0
> 4 4.0 5.0 6.0 7.0 0
> 5 5.1 3.5 1.4 0.2 1
> 6 4.9 3.0 1.4 0.2 1
> 7 4.7 3.2 1.3 0.2 1
> 8 4.6 3.1 1.5 0.2 1
> 9 5.0 3.6 1.4 0.2 1
> 10 5.4 3.9 1.7 0.4 1
> 11 4.6 3.4 1.4 0.3 1
> 12 5.0 3.4 1.5 0.2 1
> 13 4.4 2.9 1.4 0.2 1
> 14 4.9 3.1 1.5 0.1 1
> >
> I can do it the result above like this,
>
> > Class <- ifelse(newtest.iris$Species=="rosa", 0, 1)
> > NewIris <- data.frame(SL = newtest.iris$Sepal.Length,
> + SW = newtest.iris$Sepal.Width,
> + PL = newtest.iris$Petal.Length,
> + PW = newtest.iris$Petal.Width,
> + Class)
>
> Because I have more variables in my datasets which I must to change.
> Is there any way to change automatically and which library contains a
> function to compute that?
> I would be very happy if anyone could help me.
> Thank you very much in advance.
>
> Kindly regards,
> Muhammad Subianto
>
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>
Someone else has already indicated how to do this but as you say you
have a large number of columns you might want an automated way as
well. For example the following removes lower case letters and dots
from the names and then changes Species to Class. Note that there is
a dot after a-z
# remove lower case letters and dots from column names and
# change name of col5 to Class
data(iris)
names(iris) <- gsub("[a-z.]", "", names(iris))
names(iris)[5] <- "Class"
Another possibility might be to use abbreviate. This does
not give the exact result you are looking for but its close
and its very easy:
data(iris)
names(iris) <- abbreviate(names(iris))
names(iris)[5] <- "Class"
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