Sodium bulbs are pretty energy efficient though. That's why you see them used a lot for street lighting. In addition, the yellow color doesn't attract bugs as much as white lights do.

BTW, if you are going to throw them away, they are a hazardous waste. They contain mercury. Take them to the city household hazardous waste site.