In the previous Chapters we discussed anonymisation as means of transforming data to enable privacy preserving data analytics and also considered supporting issues such as user privacy preferences and usability measures to support safe privacy behaviours and by extension, the generation of privacy preserving data. As a final topic, in this Chapter, we consider some of the issues that arise in discovering personal information in unstructured data, specifically in textual data.