Hi still trying to figure out data.table. If I have a data.table of values such as those below, what is the most efficient way to replace the values with those from another data.table?
set.seed(123456)
a=data.table(
date_id = rep(seq(as.Date('2013-01-01'),as.Date('2013-04-10'),'days'),5),
px =rnorm(500,mean=50,sd=5),
vol=rnorm(500,mean=500000,sd=150000),
id=rep(letters[1:5],each=100)
)
b=data.table(
date_id=rep(seq(as.Date('2013-01-01'),length.out=600,by='days'),5),
id=rep(letters[1:5],each=600),
px=NA_real_,
vol=NA_real_
)
setkeyv(a,c('date_id','id'))
setkeyv(b,c('date_id','id'))
What I'm trying to do is replace the px and vol in b with those in a where date_id
and id
match I'm a little flummoxed with this - I would suppose that something along the lines of might be the way to go but I don't think this will work in practice.
b[which(b$date_id %in% a$date_id & b$id %in% a$id),list(px:=a$px,vol:=a$vol)]
EDIT
I tried the following
t = a[b,roll=T]
t[!is.na(px),list(px.1:=px,vol.1=vol),by=list(date_id,id)]
and got the error message
Error in `:=`(px.1, px) :
:= is defined for use in j only, and (currently) only once; i.e., DT[i,col:=1L] and DT[,newcol:=sum(colB),by=colA] are ok, but not DT[i,col]:=1L, not DT[i]$col:=1L and not DT[,{newcol1:=1L;newcol2:=2L}]. Please see help(":="). Check is.data.table(DT) is TRUE.
replace() function in R Language is used to replace the values in the specified string vector x with indices given in list by those given in values. It takes on three parameters first is the list name, then the index at which the element needs to be replaced, and the third parameter is the replacement values.
If you are wanting to replace the values within b
you can use the prefix i.
. From the NEWS regarding version 1.7.10
The prefix i. can now be used in j to refer to join inherited columns of i that are otherwise masked by columns in x with the same name.
b[a, `:=`(px = i.px, vol = i.vol)]
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