Philadelphia County

This map shows each Zip Code area in Philadelphia County, shaded by the main race / ethnic group in the zip code. The darker the shading, the greater the percent of businesses that obtained loans through the PPP. The circles are also scaled to that measure. Click on an area to see the details.



Washington, DC Metro area

This map is of the metropolitan division that includes Washington, DC. Here’s where you can see the anomolies in the data really well – the very dark pink area to the right , in Bowie, has about twice as many loans as there were business addresses. We don’t have a good way to know why.



Alameda County

Since you are in Oakland, you can see how it plays out there. The Zip Codes in Alameda County are very diverse, and there are not very many that have a distinct minority. This was determined using an Urban Institute formula in which I looked for a majority of minority groups in non-white areas. Only then when is assigned a race / ethnic code.

(My apologies – I don’t know how to make sure they all have the same colors in each map, since not every map has the same number of possible colors.)