MetricsInteractiveVisualizer¶

Class to create an interactive web app based on models metrics.

Parameters¶

X_data (pandas.core.frame.DataFrame)

An original features dataframe
y_data (pandas.core.frame.DataFrame)

An original target column pandas series
model_metrics

A dictionary or a dataframe where keys are model names and values are dataframes of subgroup metrics for each model
sensitive_attributes_dct (dict)

A dictionary where keys are sensitive attributes names (including attributes intersections), and values are privilege values for these attributes

create_web_app

Build an interactive web application.

Parameters