Prepare all ingredients.
In a large pot, combine the purple hull peas with enough cold water to cover them. Bring to a boil over high heat.
Add okra and let it boil for 2 minutes, stirring twice.
Reduce heat to medium-low, then add bacon, sugar, baking soda, salt, and pepper. Stir well.
Cover the pot and simmer until the peas are tender, approximately 1.5 to 2 hours.
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