Is it too late to change college almost a year in?

I’m thinking of changing colleges two and a half terms into year 12. The problem is that I take Latin, which the only other college I’d be able to go to which does it is a state one hour away ish by train and walk. I’m currently at a private one I went to because it’s close, I got 2 scholarships and it does Latin. It currently usually takes me the same amount of time to get back from my current college compared to the one I’m thinking of changing to because of when I get a lift home. I’m looking to change because it’s a small college and I don’t have any friends in my courses, other than the only other person taking Latin. I feel like an outsider out of school because I go to private when all my friends go to state. My current school feels really out of touch with everything else. I feel terrible costing my parents for another year of school fees if I’m going to be unhappy there, but I don’t want them to think the last year has gone to waste. It hasn’t really, I’ve gotten great experiences out of it, but still. What do you guys think?