[R] Convert COLON separated format
William Dunlap
wdunlap at tibco.com
Tue Oct 9 18:01:46 CEST 2012
Matrix::spMatrix can help.
Read your data file with lns <- readLines("fileName") to get
something like
lns <- c("1 5:15 7:17 9:19",
"2 2:22 8:28",
"4 6:46")
Then use a function like the following that reformats the
data to the i=row,j=col,x=value vectors that spMatrix can use.
f <- function(lns, nrow=NULL, ncol=NULL)
{
# expect lines of the form "rowNum<whiteSpace>colNum:value[<whiteSpace>colNum:value ...]"
triples <- unlist(lapply(strsplit(lns, "[ \t]+"), function(ln)paste(sep=":",ln[1],ln[-1]))))
triples <- strsplit(triples, ":")
if (any(which <- vapply(triples, length, 0) != 3)) stop("formatting error")
ijx <- matrix(as.numeric(unlist(triples)), ncol=3, byrow=TRUE)
if (is.null(nrow)) nrow <- max(ijx[,1])
if (is.null(ncol)) ncol <- max(ijx[,2])
spMatrix(nrow=nrow, ncol=ncol, i=ijx[,1], j=ijx[,2], x=ijx[,3])
}
Use it as
> f(lns)
4 x 9 sparse Matrix of class "dgTMatrix"
[1,] . . . . 15 . 17 . 19
[2,] . 22 . . . . . 28 .
[3,] . . . . . . . . .
[4,] . . . . . 46 . . .
or, if you know the number of rows and columns, tell it:
> f(lns, 10, 10)
10 x 10 sparse Matrix of class "dgTMatrix"
[1,] . . . . 15 . 17 . 19 .
[2,] . 22 . . . . . 28 . .
[3,] . . . . . . . . . .
[4,] . . . . . 46 . . . .
[5,] . . . . . . . . . .
[6,] . . . . . . . . . .
[7,] . . . . . . . . . .
[8,] . . . . . . . . . .
[9,] . . . . . . . . . .
[10,] . . . . . . . . . .
Use as.matrix() on its output if you don't want to continue
using the sparse matrix format.
Bill Dunlap
Spotfire, TIBCO Software
wdunlap tibco.com
> -----Original Message-----
> From: r-help-bounces at r-project.org [mailto:r-help-bounces at r-project.org] On Behalf
> Of Noah Silverman
> Sent: Monday, October 08, 2012 9:57 PM
> To: r-help
> Subject: [R] Convert COLON separated format
>
> I have a bunch of data sets that were created for the libsvm tool. They are in "colon
> separated sparse format".
>
> i.e.
>
> 1 5:1 27:3 345:10
>
> Is a row with the label of "1" and only has values in columns 5, 27, and 345.
>
> I want to read these into a data.frame in R.
>
> Is there a simple way to do this?
>
> --
> Noah Silverman, M.S.
> UCLA Department of Statistics
> 8117 Math Sciences Building
> Los Angeles, CA 90095
>
> ______________________________________________
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> PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
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