I'm not even sure if I'm even thinking this right, but I'm looking to model 
time series data say I have Vertex1 and Vertex2 ..... Vertex1 performs an 
operation on Vertex2 at a given time.. Every time that this occurs, I would 
like to record this using an edge between the two of them..

This issue I'm trying to understand is that there could be 100's of 
thousands of these type of associations over time, is en Edge even the best 
way to represent this?

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