At 1:09 it's the corner of Iuka and Woodruff. It's all right in that area. The bridge shot is right on the corner of Indianola and Woodruff.
The only part I don't really recognize is the ghetto gas station.
Check street view at 191 Woodruff. I'm not sure how to link it.