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Broadened extractYearFromPcatCar after auditing 176 null-year prod pcat vehicles: the build date sits under "production date" (space) far more often than "production_date" (underscore), and values come both year-first (2006/02/27) and day-first (08/03/2016). Match the date key by spelling-agnostic substring and pull the 4-digit year via regex so parseInt no longer reads the day. Concrete Year param still wins over build date. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>