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hey folks its Ken and data monkey back again and in this weeks episode were going to talk a little bit about dimensional modeling techniques specifically if we take a look here I have a table of sales data and budget data and I have a category column between each one I want to link these together but when I do I keep getting told that there are duplicate values so the relationship cant be created so I want to show you how we deal with this particular problem so Im going to go and say okay Im going to jump back over to Excel and Im going to go and modify my sales table that happens to hold one of these category columns so Im in staging sales right now and heres how Im going to go and spin off the first level of this were going to go right click on staging sales Im going to reference this and what Im going to do is Im going to right click on category remove other columns right click on category again remove duplicates now a lot of people would call it a day and just load th