§ · Data Analytics

Data Analytics

Worked analyses on real generated data. Each one sets a question first, runs the numbers, and shows the outcome with charts — including the honest nulls. Every figure is reproducible by seed, and every rate traces to a public benchmark.

Longitudinal · 2,500 patients · 6 figuresProving T2DM Progression Over 20 YearsA scientific-paper-style study of 64,269 synthetic patient-years showing the timeline engine reproduces real type-2-diabetes natural history — eGFR decline, glycemic drift, staged deterioration, and the complication cascade — validated against UKPDS, WESDR, and CRIC/DCCT.Read the analysis →Cross-sectional · 5,000 patientsWhat Drives HbA1c?A worked analysis of 5,000 synthetic patients: HbA1c is driven by age and body mass, not income — shown with correlations, a standardized regression, and monotonic group-mean gradients that land in the correct clinical bands.Read the analysis →Determinism · 8 seeds · hashesReproducible by SeedA determinism and diversity audit: the same seed produces byte-identical output, different seeds produce fully disjoint cohorts, every record is unique, every field carries entropy, and the calibrated population stays seed-invariant.Read the analysis →

New to the data? Start with the developer Quickstart → to generate your own, or browse the Person and T2DM generators.