Regarding the abandonment of Babylon, my understanding is that the population shifted first to Seleucia-Cstesiphon and then to what is now Baghdad largely due to natural changes in the alignment of the river.
So basically, Baghdad is Babylon, or the continuation of the Babylonian population. ...