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I don't have enough reputations points to comment, so I'll put this into an answer. I am not sure what this means, "standard deviation for every pair of numbers in my log returns." but it sounds like you are taking the standard deviation of two consecutive returns. If that is the case, I would not do that. I think you want "realized variance". This is ...

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