Higher-order patterns of aquatic species spread through the global shipping network

• Mandana Saebi,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Lucy Family Institute of Data and Society and Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, Indiana, United States of America

  http://orcid.org/0000-0002-9839-9173

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• Jian Xu,

  Roles Conceptualization, Methodology, Writing – review & editing

  Affiliation Citadel LLC, Chicago, Illinois, United States of America

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• Erin K. Grey,

  Roles Conceptualization, Data curation, Formal analysis, Methodology, Resources, Writing – review & editing

  Affiliation Division of Science, Mathematics, and Technology, Governors State University, University Park, Illinois, United States of America

  http://orcid.org/0000-0001-5883-0013

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• David M. Lodge,

  Roles Conceptualization, Funding acquisition, Investigation, Project administration, Supervision, Writing – review & editing

  Affiliation Cornell Atkins on Center for Sustainability and Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, New York, United States of America

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• James J. Corbett,

  Roles Supervision, Validation, Writing – review & editing

  Affiliation College of Earth, Ocean and Environment, University of Delaware, Newark, Delaware, United States of America

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• Nitesh Chawla

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing – review & editing

  * E-mail: nchawla@nd.edu

  Affiliation Lucy Family Institute of Data and Society and Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, Indiana, United States of America

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