Function duplicated in R performs duplicate row search. If we want to remove the duplicates, we need just to write df[!duplicated(df),]
and duplicates will be removed from data frame.
But how to find the indices of duplicated data? If duplicated
returns TRUE on some row, it means, that this is the second occurence of such a row in the data frame and its index can be easily obtained. How to obtain the index of first occurence of this row? Or, in other words, an index with which the duplicated row is identical?
I could make a loop on data.frame, but I think there is a more elegant answer on this question.
Indicate duplicate index values. Duplicated values are indicated as True values in the resulting array. Either all duplicates, all except the first, or all except the last occurrence of duplicates can be indicated.
Here's an example:
df <- data.frame(a = c(1,2,3,4,1,5,6,4,2,1)) duplicated(df) | duplicated(df, fromLast = TRUE) #[1] TRUE TRUE FALSE TRUE TRUE FALSE FALSE TRUE TRUE TRUE
The function duplicated(df)
determines duplicate elements in the original data. The fromLast = TRUE
indicates that "duplication should be considered from the reverse side". The two resulting logical vectors are combined using |
since a TRUE
in at least one of them indicates a duplicated value.
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