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were going to talk about using online data sources for looking at social science questions and uilleann myself will ask that you focus your attention because its a very detailed presentation with lots of information in it but it does follow nicely from the two earlier presentations that we had about using online data and using social media data I think a lot of us whoops we would like to use Twitter data and social media data we can ask an answer we think lots of questions that are of interest to us as social scientists we can ask we can look at if were both you Ellie and I are in politics so if were interested in candidate messages candidate campaign messages Twitter we can look at what theyre saying on Twitter its good for events data its good for or not so good for public opinion for example or looking at national conversations one of the questions that has been asked using online and social media data has been about ideological polarization in the public how polarized our o