plot.predict_diagnostics: Plot Instance Level Residual Diagnostics

In DALEX: moDel Agnostic Language for Exploration and eXplanation

Plot Instance Level Residual Diagnostics

Description

Plot Instance Level Residual Diagnostics

Usage

## S3 method for class 'predict_diagnostics'
plot(x, ...)

Arguments

x	an object with instance level residual diagnostics created with predict_diagnostics function
...	other parameters that will be passed to plot.ceteris_paribus_explaine.

Value

an ggplot2 object of the class gg.

Examples

library("ranger")
titanic_glm_model <- ranger(survived ~ gender + age + class + fare + sibsp + parch,
                     data = titanic_imputed)
explainer_glm <- explain(titanic_glm_model,
                         data = titanic_imputed,
                         y = titanic_imputed$survived)
johny_d <- titanic_imputed[24, c("gender", "age", "class", "fare", "sibsp", "parch")]

pl <- predict_diagnostics(explainer_glm, johny_d, variables = NULL)
plot(pl)

pl <- predict_diagnostics(explainer_glm, johny_d,
                       neighbors = 10,
                       variables = c("age", "fare"))
plot(pl)

pl <- predict_diagnostics(explainer_glm,
                       johny_d,
                       neighbors = 10,
                       variables = c("class", "gender"))
plot(pl)

DALEX documentation built on Jan. 16, 2023, 1:06 a.m.