Gyro drifting by time

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I'm want to use a gyro which gives rotational velocity and to integrate it to get the angle. I was told that this can't be done due to the problem of drift. I was trying to understand why is this happening, if the error is normally disturbed shouldn't it eliminate it self? Thanks