Toolkit
Bias Auditor
Dataset Bias Auditor
Upload a CSV dataset or use a sample to analyze bias and representation imbalances.
Data Source
Audit Configuration
Data Preview
Class Distribution
Distribution of the target variable across protected attribute groups.
Group Representation
Proportion of each group in the dataset.
Correlation Heatmap
Pearson correlation between numeric features.
Fairness Metrics (7 Tests)
Comprehensive fairness evaluation using multiple complementary metrics.
Intersectional Analysis
Bias can be amplified at intersections of multiple attributes (e.g., race × gender). This analysis checks for compound effects.