This last talk #WoReLa1 before the final keynote is a very original one: Mike Dorin, who is a software engineer, is presenting an attempt to reproduce the findings of a study on an indigenous language spoken in Peru that was originally conducted by his wife when she was a student several decades ago! Mike used an impressive array of ML tools to transcribe and analyse the written and oral recordings that his wife and co-students made as part of their fieldwork. #replication