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Replacing some for loops to native pandas functions for increased performace

Hi @nehargupta , thanks for the reply. Please do verify for yourself but we did run the included unit tests on these changes and confirmed they still all passed. Regarding...

Replacing some for loops to native pandas functions for increased performace

Updated the PR to remove the Numpy version bump @nehargupta , please let me know if there is anything else you need