Social media analysis reflects the negative sentiments experienced at both time changes with somewhat more depressive impact in early fall

• Ben Ellman ,

  Contributed equally to this work with: Ben Ellman

  Roles Data curation, Formal analysis, Investigation, Visualization, Writing – original draft

  Affiliation Independent Researcher, Chicago, Illinois, United States of America

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• Michael L. Smith ,

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

  * E-mail: smit4785@purdue.edu

  Affiliation Department of Agricultural Economics, Purdue University College of Agriculture, West Lafayette, Indiana, United States of America

  https://orcid.org/0009-0007-6379-8338

  ⨯
• Carson Reeling ,

  Roles Conceptualization, Investigation, Methodology, Validation, Writing – review & editing

  ¶‡ CR and NJOW also contributed equally to this work.

  Affiliation Department of Agricultural Economics, Purdue University College of Agriculture, West Lafayette, Indiana, United States of America

  ⨯
• Nicole J. Olynk Widmar

  Roles Conceptualization, Funding acquisition, Supervision, Writing – review & editing

  ¶‡ CR and NJOW also contributed equally to this work.

  Affiliation Department of Agricultural Economics, Purdue University College of Agriculture, West Lafayette, Indiana, United States of America

  ⨯