plot_scalelocation: Scale location plot

In auditor: Model Audit - Verification, Validation, and Error Analysis

Scale location plot

Description

Variable values vs square root of the absolute value of the residuals. A vertical line corresponds to median.

Usage

plot_scalelocation(
  object,
  ...,
  variable = "_y_",
  smooth = FALSE,
  peaks = FALSE
)

plotScaleLocation(object, ..., variable = NULL, smooth = FALSE, peaks = FALSE)

Arguments

object	An object of class auditor_model_residual created with model_residual function.
...	Other auditor_model_residual objects to be plotted together.
variable	Name of variable to order residuals on a plot. If variable="_y_", the data is ordered by a vector of actual response (y parameter passed to the explain function). If variable = "_y_hat_" the data on the plot will be ordered by predicted response. If variable = NULL, unordered observations are presented.
smooth	Logical, indicates whenever smoothed lines should be added. By default it's FALSE.
peaks	A logical value. If TRUE peaks are marked on plot by black dots.

Value

A ggplot object.

Examples

dragons <- DALEX::dragons[1:100, ]

# fit a model
model_lm <- lm(life_length ~ ., data = dragons)

lm_audit <- audit(model_lm, data = dragons, y = dragons$life_length)

# validate a model with auditor
mr_lm <- model_residual(lm_audit)

# plot results
plot_scalelocation(mr_lm)
plot(mr_lm, type = "scalelocation")

auditor documentation built on Nov. 2, 2023, 6:13 p.m.