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hello and welcome to my tutorial on how to clean up messy data using open refine which is an open source application which can be downloaded for free very easily so once you have the application downloaded I have already imported the data set itamp;#39;s a data set that I myself have created and for this short tutorial weamp;#39;re just going to focus on fixing cleaning up this column here as you can see itamp;#39;s riddled with multiple inconsistencies which you could edit edit one by one but you donamp;#39;t want to do that with a much larger data set so what youamp;#39;re going to do is youamp;#39;re going to invoke the text facet which groups them and as you can see although these should all be part of the same group they are not because of the formatting inconsistencies and what you can do is you can trim the spaces before and after the text which already groups them much more concisely and then what you want to do is you want to remove these spaces in between the debts and