Using advanced analysis techniques new useful insight into data can be achieved. This paper addresses a problem of gaining insights in the data on scientific collaboration on a National level, where data can be seen as a graph with researchers and research content. Two existing visualization techniques were applied on data about scientific community in Slovenia: collaboration diagram and competence map. Collaboration diagram gives a clear overview of collaborations for a selected researcher, while competence map shows semantically grouped research content the researcher has worked on.