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Re:Introduction to Zipline: A Trading Library for Python by SEJeff on Monday July 25, 2016 @11:46PM (#12163196)
You're pretty much spot on sans the "clean market data" part. I work for a very large electronic trading firm (and have been in HFT professionally the past 8.5-9 years of my career) who has a team dedicated to just grooming this data. It is a lot of work and it is noisy. Coming from some exchanges, it is even often wrong. Look at the entire mess the recent leap second did to some exchanges.
Re:Introduction to Zipline: A Trading Library for Python by chollida1 on Tuesday July 26, 2016 @12:01AM (#12163236)
I think you misunderstood, or I wasn't clear:)

The reason they have clean data is that big firms have teams of people dedicated to just cleaning data.

The little guy has to spend time cleaning data even before he/she starts to compete.

Re:Introduction to Zipline: A Trading Library for Python by SEJeff on Tuesday July 26, 2016 @06:47PM (#12169298)
Right, I'm saying I work at one of said firms. The data even then isn't clean, just cleaner. Perhaps I'm just too pedantic :)