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Can't you regroup the books by genre, or taste groups, to reduce the problem to lower scale ? It seems to me the major issue is that you are trying to use a large set of data that isn't refined enough to provide a real-time insight. You should probably try to cluster the books in this situation. If you can't, then you are down to full iteration, and limited ...

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