Point of clarification in regards to the first sentence of text: %%sql is a cell magic and not a line magic. It is sort of referenced here where that syntax like you are trying to use is displayed in an old notebook. How do I get them to work?

Understanding the Context

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Key Insights

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Final Thoughts

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