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hello uh welcome to my talk thank you very much for coming um and uh id like to thank the organizers for allowing me to speak here it was a very much a last minute affair for me i saw a post on linkedin by cherry saying oh theres one day left before the deadline so a bit of a mad scramble to put a proposal in uh and im glad to say that i put together something which i think is pretty relevant for pi data um although you know a few years ago i might have thought that perhaps this wasnt something i knew anything near enough about um so a little bit about me first um so im a research software engineer on the data sig project which is a joint project between the university of oxford ucl imperial and the alan turing institute and basically our our mission uh if you call it that is to bring signature methods and rough path theory to people in the data science community and people doing time series analysis anything that involves perhaps and and well see in a little while that my defin