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hello internet today i want to show you how you should save your panda data frame hint it should be a key file format why have a look here we do a speed test i have here a panda data frame and i save it 30 million lines to a csv file and you will see the time that it takes and then i save the same data frame to a packet file i use a compression i read it back from my gzip file and you will see the time difference and if you say hey of course it was gzip no i do the same here i have my parquet file i save it to a parquet file and it takes two seconds and csv 42 seconds use a key file format your panda will love it