Word differences in news media of lower and higher peace countries revealed by natural language processing and machine learning

• Larry S. Liebovitch ,

  Contributed equally to this work with: Larry S. Liebovitch, William Powers, Lin Shi, Allegra Chen-Carrel, Philippe Loustaunau, Peter T. Coleman

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

  * E-mail: LSL2140@columbia.edu

  Affiliations Department of Physics, Queens College, City University of New York, New York, New York, United States of America, Advanced Consortium on Cooperation, Conflict, and Complexity, Columbia University, New York, New York, United States of America

  https://orcid.org/0000-0002-8842-163X

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• William Powers ,

  Contributed equally to this work with: Larry S. Liebovitch, William Powers, Lin Shi, Allegra Chen-Carrel, Philippe Loustaunau, Peter T. Coleman

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

  Affiliation Department of Physics, Queens College, City University of New York, New York, New York, United States of America

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• Lin Shi ,

  Contributed equally to this work with: Larry S. Liebovitch, William Powers, Lin Shi, Allegra Chen-Carrel, Philippe Loustaunau, Peter T. Coleman

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

  Affiliation Department of Physics, Queens College, City University of New York, New York, New York, United States of America

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• Allegra Chen-Carrel ,

  Contributed equally to this work with: Larry S. Liebovitch, William Powers, Lin Shi, Allegra Chen-Carrel, Philippe Loustaunau, Peter T. Coleman

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

  Affiliation School of Management, University of San Francisco, San Francisco, California, United States of America

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• Philippe Loustaunau ,

  Contributed equally to this work with: Larry S. Liebovitch, William Powers, Lin Shi, Allegra Chen-Carrel, Philippe Loustaunau, Peter T. Coleman

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

  Affiliation Vista Consulting, LLC, Arlington, Virginia, United States of America

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• Peter T. Coleman

  Contributed equally to this work with: Larry S. Liebovitch, William Powers, Lin Shi, Allegra Chen-Carrel, Philippe Loustaunau, Peter T. Coleman

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

  Affiliations Advanced Consortium on Cooperation, Conflict, and Complexity, Columbia University, New York, New York, United States of America, Teachers College, Columbia University, New York, New York, United States of America

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