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Have you tried putting shaving lather on it and rubbing it with a smooth glass bottle. That usually squeezes out all the dirt and should remove a lot of the oil.

There is a way to diminish the oil in it but you must be careful. You can lay brown paper on it and use a clothes iron over the paper. Use a setting that is not too hot and it will wick out the oil...