Set aside cleaned peas. Add oil into a 10-12 quart soup pot. Heat over medium flame for a minute or so; add crushed red pepper and garlic; cook for 30 seconds. Tip in the onions and celery; stir. Season with two teaspoons kosher salt, one teaspoon fresh ground pepper, thyme, and bay leaves. Let cook, stirring, for 5 minutes or until onions are becoming soft.