I'm not surprised the New Orleans is on there also. But Cleveland and Detroit should be.
As for Atlanta. The old section (Where the stadium and CNN are) is kinda rough, but the new section is quite nice.
I think the dirtiest city I have been to was Jersey City. It looked like they took all the trash from New York City and just dumped it there.