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Querying huge words listed in a file against 3 million MySQL records

What is the best way to query each word present in a huge word-list against 3 million MySQL records? Number of words in word-list file is approximately 10,000. Iterating over each word works but consumes huge amount of time. Is there any better way to optimize ?

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