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Adjust rack to top position and preheat oven to 425 degrees. Wash and dry produce.
Halve, peel, and dice onion into 1⁄4-inch pieces. Halve celery lengthwise; dice into 1⁄4-inch pieces. Drain and rinse cannellini beans and kidney beans. Roughly chop parsley.