cards (version 0.5.1)

ard_missing: Missing ARD Statistics

Description

Compute Analysis Results Data (ARD) for statistics related to data missingness.

Usage

ard_missing(data, ...)
# S3 method for data.frame
ard_missing(
  data,
  variables,
  by = dplyr::group_vars(data),
  statistic = everything() ~ c("N_obs", "N_miss", "N_nonmiss", "p_miss", "p_nonmiss"),
  fmt_fn = NULL,
  stat_label = everything() ~ default_stat_labels(),
  ...
)

Value

an ARD data frame of class 'card'

Arguments

data

(data.frame)
a data frame

...

Arguments passed to methods.

variables

(tidy-select)
columns to include in summaries.

by

(tidy-select)
results are tabulated by all combinations of the columns specified.

statistic

(formula-list-selector)
a named list, a list of formulas, or a single formula where the list element is a named list of functions (or the RHS of a formula), e.g. list(mpg = list(mean = \(x) mean(x))).

The value assigned to each variable must also be a named list, where the names are used to reference a function and the element is the function object. Typically, this function will return a scalar statistic, but a function that returns a named list of results is also acceptable, e.g. list(conf.low = -1, conf.high = 1). However, when errors occur, the messaging will be less clear in this setting.

fmt_fn

(formula-list-selector)
a named list, a list of formulas, or a single formula where the list element is a named list of functions (or the RHS of a formula), e.g. list(mpg = list(mean = \(x) round(x, digits = 2) |> as.character())).

stat_label

(formula-list-selector)
a named list, a list of formulas, or a single formula where the list element is either a named list or a list of formulas defining the statistic labels, e.g. everything() ~ list(mean = "Mean", sd = "SD") or everything() ~ list(mean ~ "Mean", sd ~ "SD").

Examples

ard_missing(ADSL, by = "ARM", variables = "AGE")

ADSL |>
  dplyr::group_by(ARM) |>
  ard_missing(
    variables = "AGE",
    statistic = ~"N_miss"
  )