[MrForbes]

Did you notice the ballast? two steel J bolts, one along each side, at the bottom.

also I think that you really won't gain much by playing with different gasses or a vacuum rather than air, the relative weight of water to any gas or a vacuum is very high, compared to the difference in weight between air, helium, or a vacuum