Or maybe you did not read it properly?
> Reading in that CSV file into memory would take Python 55.8 seconds, but PyArrow did the work in 11.8 seconds.
It's later clarified that Pyarrow does load csv here, though the numbers don't fully add up. Also the format change is explained.