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Im Matt Im Matt topple uh and thank you guys so I call the slide the why should you care what I had to say thought um so uh up until recently I worked at backside research systems Financial software um analysis computational systems and data distribution and then and those types of distributed computational analytics um recently I had the distinction of being able to say that I literally wrote the book on apagiara I can say that because theres only one book and its the one I wrote um uh which whoever asks the uh the best question at the end when you get that and Ill find it um uh but otherwise the idea is you know you know give if you if you have seen my book or otherwise or dont know anything about it the book itself is about arrow in general it talks about the entire Arrow format how it works what why would you use it but they use use cases dives into Jupiter and Spark and a whole bunch of things from using badge Arrow um so well the first thing Im going to do is Im going to