In this short analysis I aggregated the multiple links between the same vertices for the entire time period. I would agree that the software doesn't seem to be well endowed with network analysis tools, but perhaps I just need to find some studies that have done this. Another issue is that Mathematica does not have out of the box support for time-spatial correlation analysis. I'm sure it would be easy enough to do though. Thanks for your comments.