I’m looking for advice on how to subtract values from each other listed in two data frames. In the example below with the two data frames A and B, I would like to subtract the values开发者_StackOverflow社区 of the 2nd columns from each other on the condition that the first column vectors are matching. For example, when vector X1 is R1 then 5.1 - 5 and 4.8 - 5.
A<-data.frame(cbind(c('R1','R1','R2','R4','R4','R4'),c(5.1,4.8,4.9,5.0,5.0,5.3)))
B<-data.frame(cbind(c('R1','R2','R3','R4'),c(5,4.9,5.2,5.1)))
General R advice: DON'T USE cbind
WHEN IT'S NOT NECESSARY:
A <- data.frame(X1=c('R1','R1','R2','R4','R4','R4'),X2=c(5.1,4.8,4.9,5.0,5.0,5.3))
B <- data.frame(X1=c('R1','R2','R3','R4'),X2=c(5,4.9,5.2,5.1))
(You made factors of those numbers. And you cannot apply arithmetic operators to factors.)
When there are non-unique matches, the merge function returns all possible pairs:
merge(A,B, by=1)
merge(A,B, by=1)[,2] - merge(A,B, by=1)[,3]
#[1] 0.1 -0.2 0.0 -0.1 -0.1 0.2
Define your data so that the numeric columns really are numeric. (With spaces for readability!)
A <- data.frame(
X1 = c('R1', 'R1', 'R2', 'R4', 'R4', 'R4'),
X2 = c(5.1, 4.8, 4.9, 5.0, 5.0, 5.3)
)
B <- data.frame(
X1 = c('R1', 'R2', 'R3', 'R4'),
X2 = c(5, 4.9, 5.2, 5.1)
)
Merge the data frames, then subtract columns with the result.
merged <- merge(A, B, "X1")
with(merged, X2.x - X2.y)
Here is solution with vector names.
A <- data.frame(
X1 = c('R1', 'R1', 'R2', 'R4', 'R4', 'R4'),
X2 = c(5.1, 4.8, 4.9, 5.0, 5.0, 5.3),
stringsAsFactors = FALSE
)
L <- c(5, 4.9, 5.2, 5.1)
names(L) <- c('R1', 'R2', 'R3', 'R4')
A$X2-L[A$X1]
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