R: Subtracting Rows From a Dataset

Question

I am working with the R programming language. Suppose I have these two data frames:

 data_one

  col1 col2
1    a   aa
2    a   bb
3    a   bd
4    b   cc

 data_two

  col1 col2
1    a   aa
2    b   cc

I am trying to "remove" the rows in "data_one" that are also found in "data_two". This would look something like this:

  col1 col2

2    a   bb
3    a   bd

I tried to do this with the dplyr library:

library(dplyr)

library(dplyr)
anti_join(data_one, data_two)

Joining, by = c("col1", "col2")
  col1 col2
1    a   bb
2    a   bd

Question: In general, is this the correct way to substract rows in "data_one" that are also found in "data_two" ?

Thanks