In your case, since you are a part year Virginia resident, you can file both states jointly. Because it is a part year return, you will be able to separate the Virginia form the Arizona income very easily.
Generally, you would file your Virginia return separately, if you and your spouse do not have the same residency status, which is why TurboTax suggested it.
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