remove_empty_cols: Remove empty columns from a tibble or data frame

In metamorphr: Tidy and Streamlined Metabolomics Data Workflows

Remove empty columns from a tibble or data frame

Description

Remove empty columns (i.e., columns that only contain NA) from a tibble or data frame.

Usage

remove_empty_cols(data, always_keep = NULL, show_removed_cols = TRUE)

Arguments

data	A tibble or data frame in wide format.
always_keep	Specify columns that should always be kept, regardless if they only contain NA or not. Columns can be specified as a vector with column indices (e.g., c(1, 2)), column names as characters (e.g., c("a", "b")), as symbols (e.g., c(a, b)), or combinations thereof (e.g., c(1, b))
show_removed_cols	If TRUE prints a message that shows which columns were removed.

Value

A tibble or data frame in wide format without empty columns.

Examples

# Columns `a` and `d` contains only `NA` and should be removed
na_tibble <- tibble::tibble(
  a = c(NA, NA, NA),
  b = c(1, 2, 3),
  c = c(NA, 2, 3),
  d = c(NA, NA, 3),
  e = c(NA, NA, NA)
)

remove_empty_cols(na_tibble)

# Columns `a` and `d` contains only `NA` but `a` should be kept anyways
remove_empty_cols(na_tibble, always_keep = a)

metamorphr documentation built on June 10, 2026, 5:07 p.m.