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row_number versus min_rank
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# generate some test data | |
set.seed(100) | |
test <- tbl_df(data.frame(ID=sample(1:100, 100000, replace=TRUE), X=sample(1:1000, 100000, replace=TRUE))) | |
test <- arrange(test, ID) | |
people <- group_by(test, ID) | |
mutate(people, new=row_number(desc(X))) %.% filter(ID==1) %.% arrange(new) | |
# result looks good: | |
#ID X new | |
#1 1 999 1 | |
#2 1 997 2 | |
#3 1 996 3 | |
#4 1 995 4 | |
#5 1 995 5 | |
#6 1 995 6 | |
#7 1 994 7 | |
#8 1 993 8 | |
#9 1 993 9 | |
#10 1 993 10 | |
mutate(people, new=min_rank(desc(X))) %.% filter(ID==1) %.% arrange(new) | |
# result looks good: | |
#ID X new | |
#1 1 999 1 | |
#2 1 997 2 | |
#3 1 996 3 | |
#4 1 995 4 | |
#5 1 995 4 | |
#6 1 995 4 | |
#7 1 994 7 | |
#8 1 993 8 | |
#9 1 993 8 | |
#10 1 993 8 | |
mutate(people, new=row_number(desc(X))) %.% filter(ID==2) %.% arrange(new) | |
# result looks good: | |
#ID X new | |
#1 2 1000 1 | |
#2 2 997 2 | |
#3 2 997 3 | |
#4 2 997 4 | |
#5 2 996 5 | |
#6 2 996 6 | |
#7 2 996 7 | |
#8 2 994 8 | |
#9 2 993 9 | |
#10 2 993 10 | |
mutate(people, new=min_rank(desc(X))) %.% filter(ID==2) %.% arrange(new) | |
# strange result: | |
#ID X new | |
#1 2 204 1 | |
#2 2 451 2 | |
#3 2 413 3 | |
#4 2 688 4 | |
#5 2 676 4 | |
#6 2 988 6 | |
#7 2 867 7 | |
#8 2 154 7 | |
#9 2 773 9 | |
#10 2 541 10 | |
### For every ID I have tried with these pair of statements (other than ID==1), | |
### row_number() seems to work and min_rank() doesn't. |
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