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How may I change the database/Tables/Attributes charset using PhpMyAdmin (No SQL statement, only hand-and-mouse actions) ? I only see the option for the Collation (inter-classement).

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Changing the collation is what you want to do.

Collations are rules regarding the sort order and search sensitivity. Every collation is based on a certain character set. There is no way to specify the character set separately from the collation.

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