Create the broken object for ranger models

# S3 method for ranger
broken(model, new_observation, ..., baseline = 0)

Arguments

model

a ranger model

new_observation

a new observation with collumns that corresponds to variables used in the model

...

other parameters

baseline

the orgin/baseline for the breakDown plots, where the rectangles start. It may be a number or a character "Intercept". In the latter case the orgin will be set to model intercept.

Value

an object of the broken class

Examples

# NOT RUN {
library("ranger")
library("ggplot2")
model <- ranger(factor(left) ~ ., data = HR_data, importance = 'impurity')
importance(model)
new_observation <- HR_data[10099,]
explain_1 <- broken(model, new_observation)
explain_1
plot(explain_1) +
   ggtitle("breakDown plot for linear predictors of leaving the company") +
   scale_y_continuous( limits = c(0,1), name = "fraction of trees", expand = c(0.1,0.1))

# }