Count NAs per row in dataframe

You can count the NAs in each row with this command:

rowSums(is.na(dat))

where dat is the name of your data frame.

You could add a new column to your data frame containing the number of NA values per batch_id:

df$na_count <- apply(df, 1, function(x) sum(is.na(x)))