The purpose of this research study is to determine what the cure rates are with a 5 day course of nitrofurantoin versus the more standard 3 day course of trimethoprim/sulfamethoxazone. The study will improve our knowledge of which antibiotic and what length of therapy is best for treatment of UTI, taking into account the problem of antibiotic resistance.