Statistical Fidelity
97.8%
Distribution match
Privacy Score
A+
HIPAA compliant
Generation Time
4.2h
GPU accelerated
ML Utility Gap
1.2%
vs real data
Column Statistics
| Column | Type | KS Test | Status |
|---|---|---|---|
| claim_amount | Numeric | 0.012 | Pass |
| patient_age | Numeric | 0.008 | Pass |
| length_of_stay | Numeric | 0.021 | Pass |
| diagnosis_count | Integer | 0.015 | Pass |
| procedure_code | Categorical | 0.019 | Pass |
Distribution Comparison
claim_amountML Utility Test
Production ReadyDownstream Model Performance (AUC-ROC)
0.923
Real Data
→
0.912
Synthetic Data
=
1.2%
Gap