Walnuts get rave reviews for helping to reduce inflammation, which is tied to a host of ailments including diabetes, Alzheimer’s disease and heart disease. Almonds are high in magnesium and help control glucose levels and reduce the risk of cardiovascular disease for people with Type 2 diabetes.