[R] Drop column from a data frame
David Winsemius
dwinsemius at comcast.net
Mon Dec 27 16:04:30 CET 2010
On Dec 26, 2010, at 8:22 PM, John Sorkin wrote:
> I am trying to drop a column of a data frame. The code below
> attempts to drop a numeric column (which does not work but gives no
> error or warning) and a factor column (which does not work but gives
> an error).
> I would appreciate someone telling me why my code does not work, and
> suggesting code that will work.
You are misusing the syntax of the "[" operation. When using negative
indices you can only use numeric or logical values :
?"["
Character indices always need to be "positive".
dfxyz[ , -2] # works
dfxyz[ , c(T,F,T)] # works
> dfxyz[ , -"y"]
Error in -"y" : invalid argument to unary operator
This next mechanism also works and us especially useful on dataframes
with lots of columns:
dfxyz[ , -grep("y", names(dfxyz))]
But you need to be careful to make sure you know which columns will
match and its good practice to test the grepping expression first:
> grep("y", names(dfxyz))
[1] 2
If you only wanted to remove "y" and not "y2" you would need to add
qualifiers to the pattern.
> Thanks,
> John
>
> rm(dfxyz,dfxz,dfxy)
>
> # create the data frame.
> dfxyz <- data.frame(x=1:10,y=11:20,z=factor(c(rep(0,5),rep(1,5))))
> dfxyz
>
> names(dfxyz)
>
> # try to drop y column
> # does not work, does not produce error message
> dfxz <- dfxyz[,-(dfxyz$y)]
Well, dfxyz$y does evaluate to a numeric vector with values 11:20 and
there were no columns in that range. So it behaved as documented. You
asked for the dataframe without some non-existent (numbered) columns
and it obliged.
> dfxz
>
> # try to drop z column
> # does not work, produces error message:
> # In Ops.factor(df$z) : - not meaningful for factors
> dfxy <- dfxyz[,-dfxyz$z]
Right, you cannot subtract (or negate) factors.
As Phil suggests, subset()-ting is often safer.
--
David.
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