biaslens / no file

Fairness Audit Report

Loading...

โ€”
fairness_score
โ€”
issues
โ€”
passed
โ€”
grade
Fairness Dimensions
radar ยท all metrics normalised 0โ€“100
Disparate Impact
bar ยท red = below 0.80 threshold
Metric Breakdown
doughnut ยท pass / warning / critical
Group Outcome Rates
positive selection rate per demographic group โ€” from your real data
AttributeGroupCountRateImpact RatioStatus
Correlation Heatmap
Feature leakage detection โ€” shows how features correlate with sensitive attributes
Proxy Variable Detection
detected by Pearson r correlation
Dataset Information
details from your uploaded file

Fairness Comparison

Improvement
+22 pts
65
original
87
fair
Issue Reduction
-5
8
original
3
fair

// NEXT_STEPS