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hey there today Iamp;#39;m going to show you the best way to clean survey data from any survey software iamp;#39;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 weamp;#39;re going to go over some of the the main problems you get when youamp;#39;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 donamp;#39;t keep you in mind when youamp;#39;re trying to do analysis and put these this data into other bi or data visualization tools for example right now weamp;#39;re looking at some data output it by Google Forms for s