As data scientists, we don’t just collect data—we shape it to ask better questions. Yet raw data rarely arrives in the structure we need. Sometimes it comes in wide form, with similar information scattered across multiple columns. Other times, it’s long and stacked, making comparisons or plotting more difficult.

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