Reputation: 71
I have this kind of data :
daynight
[1] NA NA NA NA 2 1 NA NA
I want R to detect if there is a series of at least x NA
and replace these by another value.
For example if x=3 and the replacement value is 3 I want R to give me in output :
daynight
[1] 3 3 3 3 2 1 NA NA
Would you have any ideas?
Upvotes: 2
Views: 51
Reputation: 8117
And here is another solution using the zoo
package
library(zoo)
replace_consecutive_NAs <- function(x, nrNAs = 3, replaceBy = nrNAs){
x <- as.numeric(is.na(x))
indexes <- (rollapply(x, 3, prod, fill = 0, align = "left") +
rollapply(x, 3, prod, fill = 0, align = "right")) != 0
x[indexes] <- replaceBy
x
}
x <- c(NA, NA, NA, NA ,2 ,1, NA, NA)
replace_consecutive_NAs(x, 3, 999)
[1] 999 999 999 999 2 1 NA NA
Upvotes: 2
Reputation: 389047
We can use rle
daynight <- c(NA, NA, NA, NA ,2 ,1, NA, NA)
x <- 3
r <- 3
daynight[with(rle(is.na(daynight)), rep(lengths >= x & values, lengths))] <- r
daynight
#[1] 3 3 3 3 2 1 NA NA
Taking another example :
daynight <- c(NA, NA, NA, 3,2,1, NA, NA, 1, NA, NA, NA, 1, NA, NA)
daynight[with(rle(is.na(daynight)), rep(lengths >= x & values, lengths))] <- r
#[1] 3 3 3 3 2 1 NA NA 1 3 3 3 1 NA NA
Upvotes: 2