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Unlock: Pandas and NumPy Fundamentals

NumPy ndarray as the foundation for vectorized scientific Python; pandas DataFrame on top. The vectorization speedup, the SettingWithCopyWarning footgun, and what changed with pandas 2.x copy-on-write and Arrow backing.

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