Respondents to the World Economic Forum's Executive Opinion Survey were asked: In your country, how is the quality (extensiveness and condition) of port infrastructure [1 = extremely poor / among the worst in the world; 7 = extremly good / among the best in the world]. This source provides a link to the dataset.