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This notebook analyzes Q1 vs Q2 regional revenue for a sample 2024 retail sales dataset. It generates realistic sales data, compares revenue across U.S. regions, visualizes quarterly performance with charts, and produces a summary report highlighting key trends, growth opportunities, and business insights.