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Re:Frequency Counting Algorithms Over Data Streams by haberman on Monday July 20, 2015 @02:52PM (#9918163)
This area of CS (one pass analysis over data streams with tight memory bounds) is pretty well-studied. They are known as "data stream algorithms."

This 2002 paper describes a data structure for this that I suspect is superior to what is described in the article: https://www.cs.rutgers.edu/~farach/pubs/FrequentStream.pdf

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