·     Number of people who identified as white per zip code from the 2017 5-year American Community Survey data. I performed the same wrangling for these data as with median income. I retrieved the data through the Census API. I created a ‘non-white fraction’ by subtracting 1 from the total percentage of white to get a pseudo metric on diversity per zip code.