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Long-running query blocks all other queries

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Hello,

I want to run a long running query in background to collect
statistics. I.e. how many users played the game last month more than
50 times.

SELECT count(*) FROM (SELECT user_id, COUNT(*) AS total_games FROM
games, game2user WHERE games.finished > '2009-02-19' AND games.id =
game2user.game_id GROUP BY user_id) AS aaa WHERE aaa.total_games > 50;

I have 4-cored machine, so I expected the query to be able to run for
a long time without performance degrade for application.

But the query has completely blocked all other queries. Even those,
which are not related to tables, used by the long-running query.

Why does this block happen and how to aid it?

Thanks.

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