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So my name is Peter Leonard. And Im the Librarian for Digital Humanities Research at Yale University Library. My name is Lindsey King. And I am one of the partners on Robots Reading Vogue. Robots Reading Vogue is a set of experiments on the ProQuest Vogue Archive which is the entire digitized version of Vogue magazine back to 1892. Leonard One of the things that was exciting to us about the Robots Reading Vogue project was that the material was already digitized, that we didnt have to go through and scan 400,000 pages. King So we wanted to see what we could do with that - applying digital humanities techniques. Leonard We used a tool that many people use in order to do topic modeling which is the Mallet tool from the University of Massachusetts-Amherst. And we ingested what was probably about 110,000 articles taken from Vogue into the binary format that Mallet first worked with. And then we came to a point in the process where everybody who has ever tried to do topic modeling has to