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Sayed is asking, how do you make sure that data is clean? Yeah, thats Where do you stop? Thats the question, because oftentimes and there are certain things that youre trying to achieve and it definitely comes down back to that business context, understanding what the data needs to be used for. To give you like a super simple example, you know, say youre doing something with countries and the countries theres, theres one thats spelled the United States. Theres one thats spelled the United State. Theres one thats America. Those are all the same thing. But theyre spelled differently or said differently. Those need to be normalized, right? So you go and you normalize all that data and now its all just United States. Well, is that as far as you need to go? Sometimes yes. Sometimes no. Sometimes you need to break it out and break those things out even more. And do, you know, categorize it on a higher level. Maybe you need to add data. You know, we need to categorize it by t
