fairmodels (version 1.1.0)

plot.metric_scores: Plot metric scores

Description

Plot metric scores

Usage

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

Arguments

x

metric_scores object

...

other plot parameters

Value

ggplot2 object

Examples

# NOT RUN {
data("german")

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

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


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

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

ms <- metric_scores(fobject, fairness_metrics = c('ACC', 'TPR', 'PPV', 'FPR', 'STP'))
plot(ms)

# }
# NOT RUN {
rf_model <- ranger::ranger(Risk ~.,
                           data = german,
                           probability = TRUE,
                           num.trees = 200)

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

fobject <- fairness_check(explainer_rf, fobject)

ms <- metric_scores(fobject, fairness_metrics = c('ACC', 'TPR', 'PPV', 'FPR', 'STP'))
plot(ms)

# }