This week, Brian continued working on his pre vs. post security experienced word use and removed some verifies. He began working on a word epidemic analysis and is planning on getting a graph up depicting word spread over time. Richard was able to partially fix a duplication bug in the owners parse script; there are still a few owners that are duplicated in the database. He finished his implementation on the association tests for label - tchword use in messages and reviews and now is trying to identify an approach to drop more technical words, and tests for technical word-label relationships. I encountered a few issues with major and minor contributor verifies but quickly resolved them. I speed up our data loading, i moved over the major and minor code to where we populate a lot of our other metrics and converted it over to sql.