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Best method of vectorization

So far, you have encountered two vectorization methods:

  • Vectorization over pandas Series
  • Vectorization over Numpy ndarrays

While these two methods outperform all the other methods, when can vectorization over NumPy ndarrays be used to replace vectorization over pandas Series?

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