What are the relationships between poverty and the stereotypes of poor areas? Do Census Bureau estimates of poverty in counties fit what we think about such places? These answers — in figures and graphs — help to profile poverty in US counties. The first section of this paper introduces the topic of poverty measurement, the second section d escribes the comparison data, the third section provides some generalities from the results, some expected, and some unexpected. The conclusion summarizes poverty profiles.