Abstract: A computer implemented method calculates topical categorization of electronic documents in a collection. A processor applies a metric to categorize semantic distance between two sections of a document or between two documents. The processor executes a topic algorithm using the categorization provided by the metric to determine topic boundaries. Topics are extracted based upon the topic boundaries; and the extracted topics are compared for similarity with topics in other documents for organizational and research purposes.