They are not the same Here we go or here we go again are expressions we use in times of frustration and annoyance over things. Or when we don't get the desired results and face constant failures over things we are rather desperate for. While "here you are" is an expression/idiom you use when you present someone with something, as in: Sarah came back with a some books in her hand and handed them to me saying here you are.
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