Data's all sorts of messed up in this. My friend's company is in this and 3 columns are flat out wrong and different from what he submitted. There's only 7 applicant submitted columns!
But remember where it came from: thousands of lenders hand keying this stuff in with minimal guidance.
I wonder if learning how to spell Philadelphia, Pennsylvania correctly at a young age must make one better at spelling than just having to to write something easier, like New York, New York.
>Philadelphia, to its own credit, is spelled at least 57 different ways in the PPP loan data
(an image is included, with various items, such as "PHIADELPHIA", "PHILADELPHIA,", and "PHILLY")
Pretty well sums up data science. He also notes that Chicago is spelled 31 ways (https://twitter.com/dataeditor/status/1280277322596311041).