Combine oil and next 3 ingredients in a jar; cover tightly, and shake vigorously.
Peel and section grapefruit and oranges, and place in a bowl. Add avocado to next 5 ingredients. Add dressing, tossing to coat. Sprinkle with Sweet-and-Spicy Almonds.
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