In a small bowl, whisk together lemon juice, mayonnaise, mustard, pepper, and dill.
Add shrimp, onion, and celery. Stir to combine.
Cover bowl and refrigerate for at least two hours.
Spoon shrimp salad evenly over six avocado halves.