Do you need to know mahjong to enjoy this manga?

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No, but it helps if you do. Just do a quick wikipedia search for the basic rules so you can kind of get what's going on. Most of the action takes place as reactions to what's on the table, but most people I've known learn Mahjong after reading this or watching the anime.