The vast majority of crystals come from the stage level.
Also the total crystals are doubled when all heroes are alive.
That's great and I know your trying to be helpful but I'm not a moron. Anyone with eyes a little bit of mind can figure that out. It listed and broken down when you reborn. Im looking for something deeper a little more complex under the surface of what's visible.