Good old-fashioned code optimization never goes out of style
Briefly

Sometimes, making your Python data processing software faster doesn't require libraries like NumPy or Pandas, or specialized techniques like vectorization.In fact, if you're doing string processing, libraries like Pandas won't help.Pushing calculation down to a faster implementation is just one way to speed up software.
Read at PythonSpeed
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