How to process a DataFrame with millions of rows in seconds(towardsdatascience.com)

https://towardsdatascience.com/how-to-process-a-dataframe-with-millions-of-rows-in-seconds-41c592ac8c4d?sk=038ec2272ef0b1b44357d8beefe9deab