This is actually very old topic and already solved but I would like to give some feedbacks as well. This is not a stochaistic noise alone it is a deterministic noise and called Scale Factor nonlinearity. The gyroscopes' Scale factor can change depending on the rate. This is why you get different noise levels at different rate outputs.
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