Numpy was faster than Pandas in all operations but was specially optimized when querying. Numpy’s overall performance was steadily scaled on a larger dataset. On the other hand, Pandas started to suffer greatly as the number of observations grew with exception of simple arithmetic operations.13 Ara 2020
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