Demographics
Population demographics are drawn from US Census data:- Age distribution — Matches census age brackets for the selected geographic region
- Gender ratio — Reflects actual population ratios
- Race/ethnicity — Census-derived distributions
- Geographic distribution — ZIP code and county-level population data
Comorbidity Correlation
Conditions are correlated realistically:- Diabetes → Hypertension (70% co-occurrence)
- Obesity → Sleep apnea, Type 2 diabetes
- Smoking → COPD, lung cancer
- Age → Increased chronic conditions
Temporal Coherence
All temporal relationships are maintained:- Admission timestamps precede discharge timestamps
- Lab orders precede lab results
- Medication start dates precede end dates
- Patient age is consistent with date of birth
Family Linkage
Realistic household structures:- Spouse relationships with shared addresses
- Parent-child relationships with age-appropriate gaps
- Emergency contact cross-references

