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Needs to have from port, to port, and time stamps for each (arrival, departure times)

Is there a dataset with all of this, or will I need to combine some other ones?

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    google.com/… will highlight the AIS database. It is a record of GPS transmissions, at approximately 5-minute intervals, of the world's commercial vessels. You would have to figure out when the ship might be in port.
    – whuber
    Commented Aug 21, 2015 at 15:05
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    Try asking this on the Open Data SE. You might be able to get some more resources in addition to what's been posted here.
    – BlakeG
    Commented Aug 21, 2015 at 17:45

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There is a trove of data here: http://www.nauticalcharts.noaa.gov/csdl/mbound.htm Also, a similar question was asked: What are the existing datasets of world maritime routes?

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