ImportanceTable: Create formattable table of importance scores

In Displayr/flipFormat: Formatting of R outputs

Create formattable table of importance scores

Description

Creates a pretty formattable table for relative/Shapley importance output.

Usage

ImportanceTable(
  driver.analysis.output,
  row.labels,
  title = "",
  subtitle = "",
  footer = "",
  p.cutoff = 0.05,
  output.type
)

Arguments

driver.analysis.output	A list containing the relative importance scores, output coefficients and significance test values. The list needs to contain the following elements: importance: A numeric vector of relative importance values based off the raw.importance raw.importance: A numeric vector of coefficients, these could be the output coefficients from a Shapley Regression or Relative Importance Analysis or the Jaccard Coefficients or Correlation coefficients if the output.type (see below) is "Shapley Regression", "Relative Importance Analysis", "Jaccard Coefficient" or "Correlation" respectively. p.values: The resulting p values from the statistics (see below). For "Shapley Regression" and "Relative Importance Analysis", two more list elements are required, standard.errors: The standard errors of the estimated coefficients statistics: The computed statistics For "Jaccard Coefficient" or "Correlation" outputs, the following single extra elements is required instead. sample.size The sample size count used in the calculation of significance tests for each driver.
row.labels	The row labels corresponding to the predictor variable names/labels.
title	The title for the table.
subtitle	Subtitle for the table.
footer	Text to place in the footer of the table.
p.cutoff	The alpha level used when formatting the p-value column.
output.type	A character string denoting the output type "Relative Importance Analysis" "Shapley Regression" "Jaccard Coefficient" "Correlation"

References

This is based on code written by Kenton Russell.

Displayr/flipFormat documentation built on Feb. 26, 2024, 12:37 a.m.