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CPS2449 Louisa Nolan et al.
                  largest  ports  in  the  UK.  These  indicators  are  likely  to  be  important  in
                  supplementing  our  understanding  of  international  trade  activity.  Figure  1
                  shows a heatmap visualisation of the number of ships in Felixstowe port for
                  four days in December 2016.

                       Figure 1: heatmap showing the number of ships in Felixstowe port
                      for four days in December 2016. There were few ships in port on
                                                Christmas day.




























                      Finally, we have used road traffic sensor data for England, published by
                  Highways England to construct monthly indicators of average traffic counts
                  and average traffic speeds for the whole of England and 13 main English ports.
                  Figure 2 shows the location of road traffic sensors around England. The road
                  traffic indicators were produced for all-England, and for 13 English port areas,
                  and split into five length categories, which allows, for example, heavy good
                  vehicles (HGVs) to be analysed separately from cars and motorbikes.












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