Throwing genade into water produces no visual splash or sound of entering water- no water effects when the grenade explodes.
I threw a grenade into shallow water, i heard the explosion but no water effects from it (maybe deep water you wouldnt see the surface of the water being affected? depending how far the grenade sunk before detonating.)