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Pandas or NumPy Data Manipulation

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Your question is Pandas or NumPy Data Manipulation. Take a moment with it on the right.

Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).

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Problem

Write a Python script to perform a specific data manipulation task using Pandas or NumPy.