From a given dataframe:
# Create dataframe with 4 variables and 10 obs
set.seed(1)
df<-data.frame(replicate(4,sample(0:1,10,rep=TRUE)))
I would like to compute a substract operation between in all columns combinations by pairs, but only keeping one substact, i.e column A- column B
but not column B-column A
and so on.
What I got is very manual, and this tend to be not so easy when there are lots of variables.
# Result
df_result <- as.data.frame(list(df$X1-df$X2,
df$X1-df$X3,
df$X1-df$X4,
df$X2-df$X3,
df$X2-df$X4,
df$X3-df$X4))
Also the colname of the feature name should describe the operation i.e.(x1_x2) being x1-x2
.
You can use combn:
COMBI = combn(colnames(df),2)
res = data.frame(apply(COMBI,2,function(i)df[,i[1]]-df[,i[2]]))
colnames(res) = apply(COMBI,2,paste0,collapse="minus")
head(res)
X1minusX2 X1minusX3 X1minusX4 X2minusX3 X2minusX4 X3minusX4
1 0 0 -1 0 -1 -1
2 1 1 0 0 -1 -1
3 0 0 0 0 0 0
4 0 0 -1 0 -1 -1
5 1 1 1 0 0 0
6 -1 0 0 1 1 0