Dish soap comes in any color. Water can be colored any way.
We know which one is milk. We know that dish soap is denser than water. We know oil is less dense than all of those. Does not leave at lot of wiggle room.
The jar stayed out for a week before we finally cleaned it up and in that time only the dish soap and water mixed (which happened within the first hour)