Provided herein is topic modeling involving multiple topic models being combined to create high-dimensional knowledge reference systems, the creation of detailed, multi-scale base maps from large numbers of documents, and analytical operators that integrate reference systems and base maps to enable search, visualization, and analytics on text documents.