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Fairness Score {{ "%.4f"|format(overall_fairness_score|default(0)) }}
Protected Attributes {{ total_attributes }}
Warnings {{ total_warnings }}
Critical Issues {{ total_critical }}
Assessment {{ assessment }}
{% if has_threshold_analysis %} {% endif %} {% if warnings|length > 0 or critical_issues|length > 0 %} {% endif %}

Fairness Assessment Overview

This report analyzes model fairness across different demographic groups.

Protected Attributes

Attribute Groups Status

Fairness Metrics by Group

Comparison of fairness metrics across demographic groups.

Metric Details

Group Demographic Parity Equal Opportunity Predictive Equality

Group Performance Comparison

Model performance across different demographic groups.

Confusion Matrix by Group

{% if has_threshold_analysis %}

Threshold Analysis

Impact of decision thresholds on fairness metrics.

{% endif %} {% if warnings|length > 0 or critical_issues|length > 0 %}
{% if critical_issues|length > 0 %}

Critical Issues

Issue Severity Description
{% endif %} {% if warnings|length > 0 %}

Warnings

Warning Severity Description
{% endif %}
{% endif %}