In the research paper, we will analyze the connectivity of the Saudi ports and the shipping routes connecting Saudi Arabia with its major trade partners.

Analyze total vessel capacity and annualized slot capacity. (shipping services operated by shipping lines contains number of vessels
involved, names of each vessel, vessel type, size, operator, partner, carriers,
service frequency, port-of-rotation)
I identify geographical regions served by shipping services. (
Shipping connectivity by trade route for shipping services
trade flows and its interaction with shipping connectivity

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