Bring water and pickling spice to a boil over high heat for 4 – 5 minutes. Add shrimp and cook until just pink. Drain shrimp through colander. Place in large jars or a container with onion, bay leaves, lemon slices, artichoke hearts and mushrooms. Pour marinade over. Refrigerate for 12 hours before eating. Keep refrigerated.