You obtain these when you sell Performance Cards of any kind. You get more of them by selling more valuable Performance Cards.

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Cards which have been leveled up offer much more Memory Charms

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Selling Performance Cards

You can use them to purchase Bronze or Silver EXP UP Cards, or Rhythm Cubes in the Trade Shop section of Performance Cards.