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I want to talk about data validation which is about presenting data visually to help people find patterns in data or better understand data were actually using data validation a lot already so I think if you use the Microsoft Excel you create some bar charts or line charts before and you are doing databization so thats a kind of most common form when people have been doing this for a long time so I want to show you this map probably it was not called visualization or data valuation before them so this has happened in a cholera epidemic I think was in London they plotted every case on the map each bar is one case and thats where the address that was detected by looking at the map you can see that certainly is kind of center of the disease happening and they eventually located as well with the water was contaminated that would become the source of the cholera and all these are kind of very easy to see retrospectfully but at the very beginning when they look just at the patient and re