What can we ask about how applicant would get to work?

Q. In our experience, employees who take public transportation or rely on rides from others are more likely to be tardy to work than those who own their own vehicle. Therefore, before hiring an applicant for employment, we would like to make sure the applicant has a reliable method of transportation to work. Would it be appropriate to inquire, for example, whether the applicant owns a vehicle?