In a soup pot, combine the split peas, barley, onion, carrot, pepper, ham (or ham bone) and water. Simmer for 1 and 1/2 hours, stirring occasionally. Remove meat from bone and add to pot. Add the baking soda. Stir until the soup thickens, 8 to 10 minutes.
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