In a society increasingly driven by data, it is of crucial importance to be able to deeply understand large and complex datasets. Insights into the contents and quality of data is important in developing AI applications, but also directly if this data has been collected to develop new insights about reality, such as done by scientists. In this project we develop algorithms and systems to interactively study data, by means of visualization and the mining and explanation of patterns present in the data.