What type of computer would be used to process scientific data and show the possible underlying patterns?

A super computer.

A giant computer made out of super awesome parts which you can access and use from/with your very own not-so-awesome computer by connecting yourself to the super computer. But the super computers are sort of tricky. They become like REALLY hot so you need a somewhat awesome air conditioning system.