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How do these balloons change their altitude? Is there a pump that can move gas between the balloon and a pressurized container?

At least at loon, the balloon has a ballonet that takes on atmosphere as ballast for descending.

A balloonet is a small balloon inside the big balloon. By filling it with air, you are adding mass to the craft without changing the crafts volume.