replace_with_na_at: Replace specified variables with NA where a certain condition...

In naniar: Data Structures, Summaries, and Visualisations for Missing Data

Replace specified variables with NA where a certain condition is met

Description

Replace specified variables with NA where a certain condition is met

Usage

replace_with_na_at(data, .vars, condition)

Arguments

data	dataframe
.vars	A character string of variables to replace with NA values
condition	A condition required to be TRUE to set NA. Here, the condition is specified with a formula, following the syntax: ⁠~.x {condition}⁠. For example, writing ~.x < 20 would mean "where a variable value is less than 20, replace with NA".

Value

a dataframe

Examples

dat_ms <- tibble::tribble(~x,  ~y,    ~z,
                          1,   "A",   -100,
                          3,   "N/A", -99,
                          NA,  NA,    -98,
                          -99, "E",   -101,
                          -98, "F",   -1)

dat_ms

replace_with_na_at(data = dat_ms,
                 .vars = "x",
                 condition = ~.x == -99)

replace_with_na_at(data = dat_ms,
                 .vars = c("x","z"),
                 condition = ~.x == -99)

# replace using values in common_na_strings
replace_with_na_at(data = dat_ms,
                 .vars = c("x","z"),
                 condition = ~.x %in% common_na_strings)

naniar documentation built on May 29, 2024, 1:43 a.m.