I have a data frame with multiple entries for each ID. An ID has a reference number (NEW_REF) and an old reference number (OLD_REF). I need to find the most recent reference number for each ID, meaning the reference number that is not in the Old reference number column.
ID <- c(1,2,3,4,1,3,5,2,4,1,3,4)
NEW_REF <- c("TS101","TS253","TS565","TS789","TD123","TS101","TD367","TH152","TD123","TF908","TD256","TS898")
OLD_REF <- c("TD123","TH152","TS101","TD123","TF908","TD256","TG232","TR142","TS898","TR268","TB496","TD969")
DF <- data.frame(ID,NEW_REF ,OLD_REF )
DF$Active_ind <- NA
DF$Active_ind[which(DF$NEW_REF %in% DF$OLD_REF )] <-"N" #if a reference number is in the old reference number column it is not active or not the most recent
DF$Active_ind[which(!(DF$NEW_REF %in% DF$OLD_REF ))] <-"Y" #if a reference number is not in the old reference number column it is active or the most recent
ID NEW_REF OLD_REF Active_ind
1 1 TS101 TD123 N
2 2 TS253 TH152 Y
3 3 TS565 TS101 Y
4 4 TS789 TD123 Y
5 1 TD123 TF908 N
6 3 TS101 TD256 N
7 5 TD367 TG232 Y
8 2 TH152 TR142 N
9 4 TD123 TS898 N
10 1 TF908 TR268 N
11 3 TD256 TB496 N
12 4 TS898 TD969 N
My problem is that ID 1 has a new reference TS101 (row 1) and ID 3 has an old reference TS101 (row 3). How do I check which reference number is most recent per ID if the reference numbers are not unique.
I would like Row 1 to have a Y in the Active_ind column:
ID NEW_REF OLD_REF Active_ind
1 1 TS101 TD123 Y
2 2 TS253 TH152 Y
3 3 TS565 TS101 Y
4 4 TS789 TD123 Y
5 1 TD123 TF908 N
6 3 TS101 TD256 N
7 5 TD367 TG232 Y
8 2 TH152 TR142 N
9 4 TD123 TS898 N
10 1 TF908 TR268 N
11 3 TD256 TB496 N
12 4 TS898 TD969 N
I know it is possible with a for loop, but I would like to avoid it as my data set has over 40 000 different IDs and becomes very time intensive when a loop is used.
We can use dplyr
to group them by ID
and then check if the values in NEW_REF
is present in OLD_REF
and give them the values accordingly.
library(dplyr)
DF %>%
group_by(ID) %>%
mutate(Active_Ind = ifelse(NEW_REF %in% OLD_REF, "N", "Y"))
# ID NEW_REF OLD_REF Active_Ind
# <dbl> <fctr> <fctr> <chr>
# 1 TS101 TD123 Y
# 2 TS253 TH152 Y
# 3 TS565 TS101 Y
# 4 TS789 TD123 Y
# 1 TD123 TF908 N
# 3 TS101 TD256 N
# 5 TD367 TG232 Y
# 2 TH152 TR142 N
# 4 TD123 TS898 N
# 1 TF908 TR268 N
# 3 TD256 TB496 N
# 4 TS898 TD969 N
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