fairmodels (version 1.1.0)

print.metric_scores: Print metric scores data

Description

Print metric scores data

Usage

# S3 method for metric_scores
print(x, ...)

Arguments

x

metric_scores object

...

other print parameters

Examples

# NOT RUN {
data("german")

y_numeric <- as.numeric(german$Risk) -1

lm_model <- glm(Risk~.,
                data = german,
                family=binomial(link="logit"))

rf_model <- ranger::ranger(Risk ~.,
                           data = german,
                           probability = TRUE,
                           num.trees = 200,
                           num.threads = 1)

explainer_lm <- DALEX::explain(lm_model, data = german[,-1], y = y_numeric)
explainer_rf <- DALEX::explain(rf_model, data = german[,-1], y = y_numeric)

fobject <- fairness_check(explainer_lm, explainer_rf,
                          protected = german$Sex,
                          privileged = "male")

ms <- metric_scores(fobject, fairness_metrics = c("TPR","STP","ACC"))
ms
# }