Whisk sugar, eggs, applesauce, oil, and vanilla to combine. Add remaining dry ingredients (except for walnuts) and stir until all dry ingredients are moistened. Add walnuts. Pour batter into a greased 9x5 inch pan. Bake at 350F for 50-60 minutes, until a toothpick inserted into the center comes out clean. Cool completely before slicing.