METHOD AND SYSTEM FOR GENERATING AND DISPLAYING TOPICS IN RAW UNCATEGORIZED DATA AND FOR CATEGORIZING SUCH DATA

A computerized method for searching and organizing a healthcare textual data set is provided. The method includes receiving, by a server including a processor and a memory, an input of a user of a selected healthcare treatment product delimiting a subject data set; displaying, in response to the input subject data set received by the server, an intertopic distance map on a topic modeler graphical user interface displaying topics of the input subject data set as raw uncategorized data, the topic modeler graphical user interface displaying icons each representing a corresponding topic within the data set, the icons illustrating a prevalence of the topics in the data set by sizes of the icons and an interrelatedness of the topics by spacing and/or overlap of the icons; modifying, in response to a selection of one of the icons, a terms graph of the topic modeler graphical user interface to display representative keywords of the topic represented by the selected icon; receiving an input of a pattern in a taxonomy modifier graphical user interface generated by the server; displaying, in response to the input pattern, text of the data set corresponding to the input pattern on the taxonomy modifier graphical user interface; and adding, in response to a request of the user, the input pattern to one or more existing levels of a taxonomy of the data set to alter the structure of the taxonomy and provide a modified healthcare treatment taxonomy on the memory of the server.