Yes, thank you. This can't be stated enough or loudly enough! You absolutely have to manually check, then check it again -- even with privacy issues, find a way to be non-identifiable and check it. Data is such a huge factor in whether your project will fail or not, yet too many people don't give it the respect (and dare I say love) it deserves.