Play against well-known chess players' openings

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Hi, this is my first HN submission so please forgive the rough edges.For this project gathered chess positions from some well-known chess players with a lot of games. (Usually ~25k games and 1M+ positions. The most for any player was GM Aman Hambleton with 1.8M positions indexed.)With each board position I create a probability distribution of moves the player has made from that position. Then, I simply draw from that distribution (with sampling temperature) to choose a move. As long as there's at least one game with a given position, you can keep playing.You'll see that it's pretty easy to get "out of book", where you've reached a novel position. It is possible to indirectly model a player's

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