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thanks Marty hi everyone Iamp;#39;m Emily Iamp;#39;m a data scientist at Microsoft and I also lead the procedure project which Iamp;#39;ll describe in a moment but first letamp;#39;s start with a story about how the NSA identified Satoshi Nakamoto anyone here doesnamp;#39;t know who Satoshi Nakamoto is okay heamp;#39;s the guy who invented Bitcoin heamp;#39;s also one of the worldamp;#39;s most rich people and heamp;#39;s anonymous nobody knows who is so how did the NSA identify him they used telemetry telemetry is the way of comparing writing styles of different authors and they compared his writing style because he published blog posts and and things like that where the trillions of other writing samples more technically they use terms frequencies features principal components analysis to reduce dimensionality and come up with a distance metric between satoshis writings and others they are the NSA they have access to literally every piece of data like Googleamp;#39;s face b
