Which credit card should I put extra payments to?

I want to save on interest but raise my credit score at the same time. Do individual credit card utilization matter or is it the over all utilization that affects credit? I have 5 credit cards all of them have different APR. Should I put extra money towards the highest APR, or the card with the highest utilization?
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