A computer system and method generate new metadata associated with a book from existing data about the book, including the body text of the book. The existing data is analyzed to determine input data for a machine learning algorithm, including lexicographical data determined from the body text. The machine learning algorithm is applied by a processor and generates new metadata, and a correspondence between the new metadata and the book is recorded.