I'm trying to write a custom function that will compute a new variable based on values from a predefined vector of variables (e.g., vector_heavy) and then name the new variable based on an argument provided to the function (e.g., custom_name).
This variable naming is where my quosure skills are failing me. Any help is greatly appreciated.
library(tidyverse)
vector_heavy <- quos(disp, wt, cyl)
cv_compute <- function(data, cv_name, cv_vector){
cv_name <- enquo(cv_name)
data %>%
rowwise() %>%
mutate(!!cv_name = mean(c(!!!cv_vector), na.rm = TRUE)) %>%
ungroup()
}
d <- cv_compute(mtcars, cv_name = custom_name, cv_vector = vector_heavy)
My error message reads:
Error: unexpected '=' in:
" rowwise() %>%
mutate(!!cv_name ="
Removing the !!
before cv_name
within mutate()
will result in a function that calculates a new variable literally named cv_name
, and ignoring the custom_name
I've included as an argument.
cv_compute <- function(data, cv_name, cv_vector){
cv_name <- enquo(cv_name)
data %>%
rowwise() %>%
mutate(cv_name = mean(c(!!!cv_vector), na.rm = TRUE)) %>%
ungroup()
}
How can I get this function to utilize the custom_name
I supply as an argument for cv_name
?
You need to use the :=
helper within mutate
. You'll also need quo_name
to convert the input to a string.
The mutate
line of your function will then look like
mutate(!!quo_name(cv_name) := mean(c(!!!cv_vector), na.rm = TRUE))
In its entirety:
cv_compute <- function(data, cv_name, cv_vector){
cv_name <- enquo(cv_name)
data %>%
rowwise() %>%
mutate(!!quo_name(cv_name) := mean(c(!!!cv_vector), na.rm = TRUE)) %>%
ungroup()
}
cv_compute(mtcars, cv_name = custom_name, cv_vector = vector_heavy)
mpg cyl disp hp drat wt qsec vs am gear carb custom_name
<dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
1 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4 56.20667
2 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4 56.29167
3 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1 38.10667
4 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1 89.07167
5 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2 123.81333
6 18.1 6 225 105 2.76 3.460 20.22 1 0 3 1 78.15333
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