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The deposit was non-refundable..And it's a once-and-for-all deposit, intead of the two rounds of deposit some school do.
so I'm just wondering how people usually go about withdrawing in this kind of situation?

Would writing an email to them be good enough? And is the deposit really non-refundable?

Some let you withdraw at different times and get different amounts back. I would suggest calling and asking.