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Malacosoma americanum
Black caterpillar with strip down back and thin light colored hairs over body
Near wooded area and creek and on road nearby in Leesburg, Virginia, near the Potomac River
I agree with the ID suggestion. Here is a link to a reference: http://bugguide.net/node/view/558