We study the question of how visual analysis can support the comparison of spatio-temporal ensemble data of liquid and gas flow in porous media. To this end, we focus on a case study, in which nine different research groups concurrently simulated the process of injecting CO $$_2$$ 2 into the subsurface. We explore different data aggregation and interactive visualization approaches to compare and analyze these nine simulations....