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Turn Any CSV into an Executive Report with Python and AI

KDnuggetsAugust 5, 20264 min read

Learn to implement a repeatable pipeline that cleans a CSV, finds the story, and writes it up.

Every analyst has done this by hand. A CSV lands in your inbox, someone asks "so how did we do," and you spend an afternoon cleaning columns, building a few charts, and typing up what they mean. We can automate most of that. In this walkthrough, we build a small pipeline in Python that takes a raw sales CSV, cleans it, runs the numbers, draws the charts, and asks an AI to draft the insights. The AI here is Claude Opus 4.8. The model writes…

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