Place the frozen shrimp in a large bowl. Cover it with cool water. Use your hands to work the shrimp and separate any that are stuck together. Dump out the water and repeat with fresh water until they are thawed. Pour the shrimp into a colander to drain all the water. Pat the shrimp dry with paper towels.