The 483 pattern analysis is the failure-mode lens on the inspection corpus. PharmaDB classifies every observation by 21 CFR section, groups into eight dominant failure categories, and overlays escalation rates. The view is inspection_observations joined to inspections and compliance_events. Refresh cadence is weekly.