I'm trying to do a rolling correlation between two data.table
columns.
dt <- data.table(a=-1:10,b=1:12)
> dt
a b
1: -1 1
2: 0 2
3: 1 3
4: 2 4
5: 3 5
6: 4 6
7: 5 7
8: 6 8
9: 7 9
10: 8 10
11: 9 11
12: 10 12
Here's what I've tried using rollapply
from zoo
:
library(zoo)
dt[,rcor:=rollapplyr(as.list(a,b),width=5,
FUN=function(y) {return(cor(y[[1]],y[[2]]))},fill=NA)]
Error in zoo(data) : “x” : attempt to define invalid zoo object
and with roll_cor
from roll
:
library(roll)
roll_cor(dt[,.(a,b)],5)
Error in roll_cor(dt[, .(a, b)], 5) :
Not compatible with requested type: [type=list; target=double].
Try this:
corr <- function(y) cor(y[, 1], y[, 2])
dt[,rcor:=rollapplyr(.SD, 5, corr, by.column = FALSE, fill = NA)]
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