tabs/fairness.py

import gradio as gr
from utils.models import show_fairness_table

def render():
    gr.Markdown("### Fairness Check Across Groups")

    with gr.Row():
        with gr.Column():
            gr.Markdown("#### Group Metrics")
            gr.Dataframe(value=show_fairness_table())

        with gr.Column():
            gr.Markdown("#### Interpretation")
            gr.Markdown("""
            - **Demographic parity** difference close to 0 → predictions are balanced  
            - **Equalized odds** difference close to 0 → errors are equally distributed  
            """)