Sources - US Department of the Treasury | https://home.treasury.gov/policy-issues/cares-act/assistance-for-small-businesses/sba-paycheck-protection-program-loan-level-data - US City Data | http://www.farinspace.com/us-cities-and-state-sql-dump/ - Things that make you go hmmmm...lots of misspellings (over 60) for city names...