How do i find the first occurence of a certain value, within a group using dplyr
.
The following code gives the desired result, but it I'm wondering if there is a shorter way to do it.
Also, I am worried that group_by
or mutate
, or some other function might do implicit rearrangement of the rows, don't know if this could be an issue?
mtcars %>% select( cyl, carb) %>% group_by( cyl ) %>%
mutate( "occurence_of_4" = carb == 4 ) %>%
dplyr::arrange( cyl ) %>%
group_by( cyl, occurence_of_4) %>%
mutate( "count" = 1:n(),
"first_4_in_cyl_group" = ifelse( occurence_of_4==TRUE & count==1, TRUE, FALSE))
The variable first_4_in_cyl_group is TRUE
for the first occurence of "4" in each cylinder group, FALSE
otherwise:
Source: local data frame [32 x 5]
Groups: cyl, occurence_of_4
cyl carb occurence_of_4 count first_4_in_cyl_group
1 4 1 FALSE 1 FALSE
2 4 2 FALSE 2 FALSE
3 4 2 FALSE 3 FALSE
4 4 1 FALSE 4 FALSE
5 4 2 FALSE 5 FALSE
6 4 1 FALSE 6 FALSE
7 4 1 FALSE 7 FALSE
8 4 1 FALSE 8 FALSE
9 4 2 FALSE 9 FALSE
10 4 2 FALSE 10 FALSE
11 4 2 FALSE 11 FALSE
12 6 4 TRUE 1 TRUE
13 6 4 TRUE 2 FALSE
14 6 1 FALSE 1 FALSE
15 6 1 FALSE 2 FALSE
16 6 4 TRUE 3 FALSE
17 6 4 TRUE 4 FALSE
18 6 6 FALSE 3 FALSE
19 8 2 FALSE 1 FALSE
20 8 4 TRUE 1 TRUE
21 8 3 FALSE 2 FALSE
22 8 3 FALSE 3 FALSE
23 8 3 FALSE 4 FALSE
24 8 4 TRUE 2 FALSE
25 8 4 TRUE 3 FALSE
26 8 4 TRUE 4 FALSE
27 8 2 FALSE 5 FALSE
28 8 2 FALSE 6 FALSE
29 8 4 TRUE 5 FALSE
30 8 2 FALSE 7 FALSE
31 8 4 TRUE 6 FALSE
32 8 8 FALSE 8 FALSE
You may use !duplicated
.
mtcars %>%
select(cyl, carb) %>%
group_by(cyl) %>%
mutate(first_4 = carb == 4 & !duplicated(carb == 4)) %>%
arrange(cyl)
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