Using a custom function with tidyverse

Using a custom function with tidyverse



I created a dummy function to get the lag of one variable and I want to use it with other tidyverse functions. It works after I call mutate but not after calling group_by. It throws the following error:
Error in mutate_impl(.data, dots) :
Not compatible with STRSXP: [type=NULL].


tidyverse


mutate


group_by


Error in mutate_impl(.data, dots) :
Not compatible with STRSXP: [type=NULL].



Here is a repex:


#create a function to lag a selected variable
lag_func <- function(df, x)
mutate(df, lag = lag(df[,x]))


#works
iris %>%
mutate(lead = lead(Petal.Length)) %>%
lag_func('Petal.Length')

#doesn't work
iris %>%
group_by(Species) %>%
mutate(lead = lead(Petal.Length)) %>%
lag_func('Petal.Length')



Any idea what the error means and/or how to fix it?




1 Answer
1



The best way to pass a column name as an argument to a tidyverse function is convert it to quosure using enquo(). See this code:


tidyverse


quosure


enquo()


lag_func <- function(df, x)
x <- enquo(x)
mutate(df, lag = lag(!!x)) # !! is to evaluate rather than quoting (x)



Now let's try our function:


iris %>%
group_by(Species) %>%
mutate(lead = lead(Petal.Length)) %>%
lag_func(Petal.Length)

# A tibble: 150 x 7
# Groups: Species [3]
Sepal.Length Sepal.Width Petal.Length Petal.Width Species lead lag
<dbl> <dbl> <dbl> <dbl> <fct> <dbl> <dbl>
1 5.1 3.5 1.4 0.2 setosa 1.4 NA
2 4.9 3 1.4 0.2 setosa 1.3 1.4
3 4.7 3.2 1.3 0.2 setosa 1.5 1.4
4 4.6 3.1 1.5 0.2 setosa 1.4 1.3
5 5 3.6 1.4 0.2 setosa 1.7 1.5
6 5.4 3.9 1.7 0.4 setosa 1.4 1.4
7 4.6 3.4 1.4 0.3 setosa 1.5 1.7
8 5 3.4 1.5 0.2 setosa 1.4 1.4
9 4.4 2.9 1.4 0.2 setosa 1.5 1.5
10 4.9 3.1 1.5 0.1 setosa 1.5 1.4
# ... with 140 more rows



For more info on how to use tidyverse functions within your custom functions see here


tidyverse






Thanks Abdallah! Quoting from the link you shared "enquo() uses some dark magic to look at the argument, see what the user typed, and return that value as a quosure." Also, I found this to be useful too: youtube.com/watch?v=nERXS3ssntw

– M_M
Sep 17 '18 at 18:05



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