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NumPy is one of the fundamental packages used for scientific computing in the Python ecosystem. Specifically, NumPy is used for numerical computing and uses n-dimensional arrays.

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Numpy array from pandas dataframe

Not entirely sure what you mean by "numpy vectors" but am assuming the question is why each of these methods return essentially (almost but not quite) the same output... …
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