Drain and rinse beans. Add 2 quarts water, ham, bay leaves and thyme. Simmer covered for 3 hours.
Remove from heat and add celery, bell pepper, onion and tomatoes. Salt and pepper to taste. Return to stove and simmer 1 1/2-2 hours.
Add parsley and serve.