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A lot of codes or a lot of coding languages today have scripts that can do quick validation tests. There's not really a good tool out there today that does that for you. And I would also argue too, Tommy, if you're not automating your checks, the testing, you are it is impossible for a user to go through and check the sum of sales for every single company in your data set. It's just impossible. You can do a little bit around that maybe jumping stuff out to Excel and, you know, writing some queries.