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hello everyone and welcome to the latest grist webinar its the third webinar previously we talked about good ways to organize data ingress and the dry principle the dont repeat yourself principle and then we also had the webinar about formulas including trigger formulas which is a somewhat advanced and very helpful idea that allows data cleaning and what as well as a recording when an entry was created or updated or by whom and you can find these previous webinars on youtube where we have a playlist i think somebody might put these might put a link to the playlist in the chat and now the recording of this webinar will be added there too afterwards so these past webinars were about organizing data tying it together and specifying the logic around it in a way they teach you how to be a creator of an application using grist in this webinar today id like to talk about bringing in external data to understand it so here well have the role of a data scientist trying to get insight from yo