Even if the top surface and the front surface of the car are the same glassy material. The front surface has much less noise. I think it is because the material has a relatively large probability distribution around the reflecting angle.
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Another interesting thing here is that the windows of the car, which is supposed to be glassier than metal, have much less noise.