Preheat oven to 180oC. Mix together all of the dry ingredients (except the walnuts) in a bowl. Mix together all of the wet ingredients in another bowl. Combine both wet and dry ingredients together and mix thoroughly. Lastly fold through the walnuts and pour into a loaf tin and bake for 1 hour.