Today is 2026-05-13 but the dataset was calibrated for early 2025.
'Last year' queries (date > 2025-05-13) returned 0 rows because all
records were 2023-2025-04.
Shifted year by +1 for 46/50 rows. Kept old dates for 4 Charlie rows
that drive the overdue_procedures narrative in member_insights.json
(Annual Physical 2024-05-15, Dental Cleaning 2025-01-10, Vision Exam
2023-08-22, Blood Test 2024-11-04 — these MUST stay old to remain overdue).
Charlie's X Ray (2025-03-28 → 2026-03-28) is now recent, so 'last year
at City Hospital' returns Charlie + Diana + Frank + Bob + Ethan + Henry +
Isabel + Maria with recent visits.
farentsen
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