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all right so today i want to look at pii and data quality and kind of to kill two birds with one stone a quick shortcut how you can a identify where pii exists and then b get the appropriate controls wrapped around those columns the things like regex checks formatting checks you know all those things that you need to do to make sure itamp;#39;s input itamp;#39;s stored properly so let me move my face out of the way so weamp;#39;ll get started you know with a now check navigate your favorite connection you can do that on the left-hand panel by clicking any of the data sources that have been mapped but we wonamp;#39;t spend too much time on that today weamp;#39;ll kind of go from left to right across the top here and thereamp;#39;s one section i want to call out which is our profiling section so as i move from left to right i want to show you click semantic on so iamp;#39;ll zoom in for a moment but if we look at semantic detection what this does is enable a matching algorithm so