Don't over think this. Be polite. Be gracious. Thank them for the opportunity. And let them know you are cancelling. This isn't their first interviewee who cancelled and it won't be the last. Interviews are expensive and you don't owe anyone anything except a prompt, courteous response. Honestly, the whole situation is just complicated by the fact that so many people apply to all 9 schools and the schools offer interviews to everyone.