Fairness Dimensions
radar ยท all metrics normalised 0โ100
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
| Attribute | Group | Count | Rate | Impact Ratio | Status |
|---|
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