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[Music] hi everybody im patrick smith im an ai ml specialist with our google cloud for games team and im joined today by my colleague dan zaratzian who is a solutions architect on our games team were going to talk to you a little bit about how we are using ml to solve big problems in games specifically today about disruptive behavior and an open source project that weve recently uh released around this problem so we all know when we jump into games were just there to have fun maybe its at the end of a long day its to reconnect with friends weve especially seen this over the past two years of were really trying to socialize in a new sphere online but when toxicity enters that equation or disruptive behavior of any sort the game stops being fun players all over the place just want to focus on their game and when toxicity really enters it becomes harder to focus on just playing the game now given some research that weve seen something about 81 percent of players reported haras