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hey there today I'm going to show you the best way to clean survey data from any survey software i'm kyla web and founder visual survey a survey data cleaning tool that cleans your survey data from any survey software so you can visualize it in any of our tableau power bi Spotfire or clixsense pre-built dashboards quickly alright so here we're going to go over some of the the main problems you get when you're trying to visualize or analyze survey data from any of the popular survey tools a Qualtrics question Pro SurveyMonkey survey gizmo all of them have problems whenever the data comes out of those tools some of the main problems is first of all each survey software outputs data slightly different than all the other ones and they don't keep you in mind when you're trying to do analysis and put these this data into other bi or data visualization tools for example right now we're looking at some data output it by Google Forms for some reason Google Forms does not export respondent IDs...