Required columns: datetime, duration_hours, ticket_price, max_capacity, tickets_sold, marketing_cost, entertainment_cost, catering_pp, quality_improvement_cost. Optional: production_cost, logistics_cost, venue_cost (default 0 — a cost record, it does not drive demand), venue_name (default blank — set it consistently across a venue's events so the reputation model can learn from its history).