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[MUSIC PLAYING] ANGIE: Im Angie. Im a program manager of engineering at Google. I truly believe that cleaning data is the heart and soul of data. Its how you get to know your data-- its quirks, its flaws, its mysteries. I love a good mystery. I remember one time I found somebody had purchased-- I think it was $1 million worth of chicken sandwiches in one transaction. And this mystery drove me nuts I had all these questions. Could this have really happened? (LAUGHS) Maybe it was a really big birthday party. How did they make $1 million worth of chicken sandwiches? And I was cleaning my data and trying to figure out, where did it go wrong? And we ended up finding out that we had been squaring and multiplying all of our transactions for a very specific case. It took us about three days to figure this out. I will never forget the moment when it was like, aha, we got to the bottom of it. The result is, our data was cleaned, and we had this great data set that we could use for analysis. B