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A Python pipeline cleans a sales CSV, computes aggregates, draws charts, and uses Claude Opus 4.8 to draft insights. The sample data shows gross $12,975, refunds $4,875, net $8,100, and a 38% refund rate. The median refund arrives 20 days after purchase.
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