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I would like to recreta the MySQL database as I think it has been corrupted somehow

Is there a tutorial available that describes recreating the MySQL database?

Do you want to just scrub the data or do you want to reinstall the actual MySQL instance? If you want to clear down, I did this in the past which had the desired effect: Clear Connect DB manually

Exactly what I was looking for. Thanks.