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If you open up the Athena console and check the query history, you should be able to locate the queries that were executed at the time of the Quicksight dashboard refresh. Try refreshing the dashboard once while you have the Athena query history open. Here each query that executes in Athena would be listed and you should be able to see detailed query errors as well that would help identify which queries are timing out or erroring out.
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