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Hello, can someone please tell me whether I can apply for student visa if my visitor visa application was rejected?

Yes, why not. IRCC says: Should you wish to re-apply, you should do so only if your situation has changed substantively or you have significant new information to submit. However they will scrutinize your previous rejection.