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and apply are the second fastest choices. As expected, vectorization is the fastest. Vectorization Define a vectorized function which takes a nested sequence of objects or numpy arrays as inputs and returns a single numpy array or a tuple of numpy arrays. [source] def foo(val, min_salary,