Combine all ingredients in large heavy-duty resealable plastic bag. Shake bag to blend ingredients. Refrigerate at least 1 day and up to 3 days, turning bag occasionally. Transfer olives and some marinade to bowl. Let stand 1 hour at room temperature before serving.
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