Combine the first 6 ingredients in a bowl.
In a separate small bowl, whisk together the rice wine vinegar, canola oil, sugar, and salt and pepper.
Toss all together with the black-eyed peas and let marinate for at up to 8 hours in the refrigerator before serving.
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