cat_var_table_mi: Create a summary table for categorical variables and their...

In LukasWallrich/rNuggets: Useful Helper Functions for (Academic) Data Analysis

Create a summary table for categorical variables and their relationship with continuous DV for multiply imputed data

Description

This takes a set of categorical variables and a continuous dependent variable and produces a table that shows the distribution of data across the levels of the categorical variables, as well as the mean of the dependent variable for each level and the significance of pairwise comparisons between these means.

Usage

cat_var_table_mi(
  mi_list,
  dv,
  weights,
  ...,
  var_names = NULL,
  level_names = NULL,
  p.adjust = p.adjust.methods,
  alpha_level = 0.05,
  filename = NULL,
  notes = list(),
  dv_name = NULL,
  bold_vars = TRUE,
  css_tags = list()
)

Arguments

mi_list	A list of dataframes containing multiple imputations of a dataset
dv	The continuous dependent variable to be presented alongside the levels of categorical variables
weights	Survey weights to be used. Currently required for the function to work, create and pass a column of 1s in mi_list if weights should be uniform.
...	Categorical variables to be included
var_names	Tibble of old and new variable names, if variables are to be renamed for display. See get_rename_tribbles for required format
level_names	Tibble of old and new level names, if levels are to be renamed for display. See get_rename_tribbles for required format
p.adjust	One of p.adjust.methods, defaults to Holm
alpha_level	The level of significance for the pairwise comparisons (after p.adjust). Defaults to .05
filename	the file name to create on disk. Include '.html' extension to best preserve formatting (see gt::gtsave for details)
notes	List of notes to append to bottom of table.
dv_name	Optional. A different name to use for the dependent variable in the automatic table footnote explaining the M(SD) column. Defaults to dv variable name.
bold_vars	Should rows with variable names be bold. Defaults to TRUE
css_tags	List of css tags to be added, each named with the class that the tag should be added to.

Details

To create a list suitable for 'mi_list' from a mids object, run 'mice::complete(mids, action="long", include = FALSE)“

Value

A list including a tibble of descriptive statistics ('descr'), the 'gt'-table ('tab') and the HTML code ('html') with 'css_tags' added

LukasWallrich/rNuggets documentation built on Aug. 26, 2022, 11:03 a.m.