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    Note: .values is deprecated, .to_numpy() is the suggested replacement if you want a NumPy array. Can you expand on This accesses how the data is already stored, so there's no need for a conversion? Commented Jan 9, 2020 at 21:32
  • The answer by cs95 gives a great explanation of .values, .to_numpy() and .array. Commented Jan 9, 2020 at 21:49