[R] Can somebody help me with following data manipulation?
Sarah Goslee
sarah.goslee at gmail.com
Thu Dec 6 21:03:48 CET 2012
If I understand what you want correctly, aggregate() should do it.
> aggregate(V3 ~ V1 + V2, "mean", data=dat)
V1 V2 V3
1 C 0 0.5000000
2 G 0 1.0000000
3 I 0 0.3333333
4 O 0 1.0000000
5 R 0 0.0000000
6 T 0 0.8333333
7 I 1 0.4285714
8 O 1 0.0000000
9 R 1 0.6666667
10 T 1 0.5000000
That returns the combinations that actually exist.
If you convert V1 and V2 to factors, thus setting the possible levels,
all combinations will be returned:
> dat$V1 <- factor(dat$V1)
> dat$V2 <- factor(dat$V2)
> aggregate(V3 ~ V1 + V2, "mean", data=dat)
V1 V2 V3
1 C 0 0.5000000
2 G 0 1.0000000
3 I 0 0.3333333
4 O 0 1.0000000
5 R 0 0.0000000
6 T 0 0.8333333
7 I 1 0.4285714
8 O 1 0.0000000
9 R 1 0.6666667
10 T 1 0.5000000
Sarah
On Thu, Dec 6, 2012 at 2:35 PM, Christofer Bogaso
<bogaso.christofer at gmail.com> wrote:
> Dear all, let say I have following data:
>
> dat <- structure(list(V1 = structure(c(1L, 4L, 5L, 3L, 3L, 5L, 6L, 6L,
> 4L, 3L, 5L, 6L, 5L, 5L, 4L, 4L, 6L, 2L, 3L, 4L, 3L, 3L, 2L, 5L,
> 3L, 6L, 3L, 3L, 6L, 3L, 6L, 1L, 6L, 5L, 2L, 2L), .Label = c("C",
> "G", "I", "O", "R", "T"), class = "factor"), V2 = c(0L, 0L, 0L,
> 1L, 1L, 1L, 1L, 0L, 1L, 0L, 1L, 0L, 0L, 1L, 1L, 1L, 0L, 0L, 1L,
> 1L, 1L, 0L, 0L, 0L, 1L, 0L, 0L, 1L, 0L, 1L, 0L, 0L, 1L, 0L, 0L,
> 0L), V3 = c(1L, 1L, 0L, 1L, 0L, 1L, 0L, 1L, 0L, 0L, 1L, 1L, 0L,
> 0L, 0L, 0L, 1L, 1L, 1L, 0L, 0L, 1L, 1L, 0L, 0L, 0L, 0L, 1L, 1L,
> 0L, 1L, 0L, 1L, 0L, 1L, 1L)), .Names = c("V1", "V2", "V3"), class =
> "data.frame", row.names = c(NA,
> -36L))
>
> Now I want to get following kind of data frame out of that:
>
> dat1 <- structure(list(V1 = structure(c(3L, 3L, 1L, 1L, 2L, 2L), .Label =
> c("C",
> "G", "I"), class = "factor"), V2 = c(0L, 1L, 0L, 1L, 0L, 1L),
> V3 = c(0.333333333, 0.428571429, 0.5, NA, 1, NA)), .Names = c("V1",
> "V2", "V3"), class = "data.frame", row.names = c(NA, -6L))
>
> Basically in 'dat1', the 3rd column is coming from: for 'V1 = I' & 'V2 = 0'
> what is the percentage of '1' for "V3" and so on.....
>
> Is there any R function to achieve that directly?
>
> Thanks and regards,
>
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