taking the nodes as time in the graph

Hello, I have a set of data for the bus depature and arrival from station 'R' to station 'L'.One journey is from R-L-R, i need to plot the graph of the data based on their arrival and departure times. I tried using the graph to create nodes and edges but I cannot take the nodes as time points. Any suggestions?

Have included the picture for better understanding. Thanks