mutate_variable_na_freq: Mutate Variable NA Frequency in mass_dataset Object

In tidymass/massdataset: massdataset

Mutate Variable NA Frequency in mass_dataset Object

Description

This function adds a new column to the variable_info slot of a mass_dataset object, which contains the frequency of NA (Not Available) values for each variable according to the samples specified.

Usage

mutate_variable_na_freq(object, according_to_samples = "all")

Arguments

object	A mass_dataset object.
according_to_samples	A character vector specifying the sample IDs to consider when calculating the frequency of NA values. Default is "all", which considers all samples.

Value

A modified mass_dataset object with an updated variable_info slot.

Author(s)

Xiaotao Shen [e-mail]

Examples

data("expression_data")
data("sample_info")
data("variable_info")

object =
  create_mass_dataset(
    expression_data = expression_data,
    sample_info = sample_info,
    variable_info = variable_info,
  )

object

##calculate NA frequency according to all the samples
object2 =
  mutate_variable_na_freq(object = object)

head(extract_variable_info(object))
head(extract_variable_info(object2))

##calculate NA number according to only QC samples
object3 =
  mutate_variable_na_freq(object = object2,
                according_to_samples =
              get_sample_id(object)[extract_sample_info(object)$class == "QC"])

object3

head(extract_variable_info(object3))

tidymass/massdataset documentation built on Sept. 14, 2024, 4:41 p.m.