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[Music] Im a McDonald and Mrs Nam and today were going to be talking about how we construct and query a data model for online harm this right now means nothing to you and thats okay well bring you there so like I said uh Im atar I am in charge of all things uh data pointed and active sense and Im Noah Im a big data engineer with octopins and so what do we do at act defense uh we uh are focused on making the internet a safer place what does that mean uh protecting the Integrity of every online interaction uh with the goal of leading to a safer World both online and then that translates to offline eventually uh we our clients are any platform that has user generated content so anywhere where a user can upload chats videos audio what have it thats a place a potential place for harm and so what weve seen from our work is that harmful content really is multi-dimensional what does this mean so on the left hand side here um this is a live streaming of the Christ Church shooting so u