'R - Data.table - Using variable column names in RHS operations
How do I use variable column names on the RHS of := operations? For example, given this data.table "dt", I'd like to create two new columns, "first_y" and "first_z" that contains the first observation of the given column for the values of "x".
dt <- data.table(x = c("one","one","two","two","three"),
y = c("a", "b", "c", "d", "e"),
z = c(1, 2, 3, 4, 5))
dt
x y z
1: one a 1
2: one b 2
3: two c 3
4: two d 4
5: three e 5
Here's how you would do it without variable column names.
dt[, c("first_y", "first_z") := .(first(y), first(z)), by = x]
dt
x y z first_y first_z
1: one a 1 a 1
2: one b 2 a 1
3: two c 3 c 3
4: two d 4 c 3
5: three e 5 e 5
But how would I do this if the "y" and "z" column names are dynamically stored in a variable?
cols <- c("y", "z")
# This doesn't work
dt[, (paste0("first_", cols)) := .(first(cols)), by = x]
# Nor does this
q <- quote(first(as.name(cols[1])))
p <- quote(first(as.name(cols[2])))
dt[, (paste0("first_", cols)) := .(eval(q), eval(p)), by = x]
I've tried numerous other combinations of quote() and eval() and as.name() without success. The LHS of the operation appears to be working as intended and is documented in many places, but I can't find anything about using a variable column name on the RHS. Thanks in advance.
Solution 1:[1]
I'm not familiar with the first
function (although it looks like something Hadley would define).
dt[, paste0("first_", cols) := lapply(.SD, head, n = 1L),
by = x, .SDcols = cols]
# x y z first_y first_z
#1: one a 1 a 1
#2: one b 2 a 1
#3: two c 3 c 3
#4: two d 4 c 3
#5: three e 5 e 5
Solution 2:[2]
The .SDcols
answer is fine for this case, but you can also just use get
:
dt[, paste0("first_", cols) := lapply(cols, function(x) get(x)[1]), by = x]
dt
# x y z first_y first_z
#1: one a 1 a 1
#2: one b 2 a 1
#3: two c 3 c 3
#4: two d 4 c 3
#5: three e 5 e 5
Another alternative is the vectorized version - mget
:
dt[, paste0("first_", cols) := setDT(mget(cols))[1], by = x]
Solution 3:[3]
I can never get "get" or "eval" to work on the RHS when trying to do mathematical operations. Try this if you need to.
Thing_dt[, c(new_col) := Thing_dt[[oldcol1]] * Thing_dt[[oldcol2]]]
Sources
This article follows the attribution requirements of Stack Overflow and is licensed under CC BY-SA 3.0.
Source: Stack Overflow
Solution | Source |
---|---|
Solution 1 | |
Solution 2 | |
Solution 3 | Martin Gal |