Suppose I have a dataframe I would like to perform transformations on. Normally it would look like:
a <- data.frame(c(NA, 0,1), c(34,NA,0), c(3,9,NA) )
b <- c('key1', 'key2', 'key3')
####replace NA values with 0
a[is.na(a)] <- 0
####replace 1 with 2
a[a==1] <- 2
####sum rows
a <- rowSums(a)
####bind b as key column for joining datasets in a later stage
c <- cbind(b, a)
Now my question is: how do I translate this to magrittr
?
library(magrittr)
c %>%
.[is.na] %>% 0 %>% .[.==1] %>% 2 %>%
rowSums %>% cbind(b, .)
gives me:
Error in .[is.na(.)] : object of type 'builtin' is not subsettable
In addition: Warning message:
In is.na(.) : is.na() applied to non-(list or vector) of type 'builtin'
We can use dplyr
library(dplyr)
a %>%
mutate_each(funs(replace(., is.na(.), 0))) %>%
mutate_each(funs(replace(., .==1, 2))) %>%
rowSums(.) %>%
data_frame(key = b, val = .)
# key val
# <chr> <dbl>
#1 key1 37
#2 key2 9
#3 key3 2
Or without using the dplyr
functions
a %>%
is.na(.) %>%
replace(a, ., 0) %>%
replace(., .==1, 2) %>%
rowSums() %>%
cbind(b, .)