In this paper, we present our spreadsheet framework, which uses a spreadsheet-likeinterface for exploring biomedical datasets. The principles and advantages of this classof visualization systems are illustrated, and a case study for the analysis of hip jointcongruity is presented. Throughout this use case, we see how end users can comparedifferent datasets, apply parallel operations on data, create analysis templates, andhow this helps them in the exploration process.