The black guy and zebra babies are the exception and not the rule. Dundalk is mostly poor white people, almost 81% Caucasian and only 10% Black. 91% speak English and only 4% speak Spanish. You're more likely to see a skinny, dirty, tattooed, shirtless white dude sitting in that passenger seat.
There really isn't a NoVa suburb comparable Dundalk. It is a former industrial area that is now very poor and still inhabited by descendants of the steel, sugar, and dock workers. Mostly white, almost no Hispanics, and very poor/uneducated.
Dundalk has been notorious for decades. Just Google "Dundalk jokes" or "Dundalk stereotypes"
http://www.city-data.com/forum/baltimore/599590-dundalk-deserving-its-reputation.html
http://articles.baltimoresun.com/1995-10-17/features/1995290154_1_dundalk-brian-wilson-community-college
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