Chicago or Indianapolis

We are coming in for a Purdue (West Lafayette) admitted student day, but can’t decide if we should spend our extra day in Chicago or Indianapolis. Do Purdue students day trip into Indianapolis? Are there fun things to do there or do students rarely go there anyway so our time would be better spent seeing Chicago?