More Tweets, More Votes: Social Media as a Quantitative Indicator of Political Behavior
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{"title"=>"More tweets, more votes: Social media as a quantitative indicator of political behavior", "type"=>"journal", "authors"=>[{"first_name"=>"Joseph", "last_name"=>"DiGrazia", "scopus_author_id"=>"55760796300"}, {"first_name"=>"Karissa", "last_name"=>"McKelvey", "scopus_author_id"=>"55613996900"}, {"first_name"=>"Johan", "last_name"=>"Bollen", "scopus_author_id"=>"6603686592"}, {"first_name"=>"Fabio", "last_name"=>"Rojas", "scopus_author_id"=>"15751636900"}], "year"=>2013, "source"=>"PLoS ONE", "identifiers"=>{"scopus"=>"2-s2.0-84896703695", "sgr"=>"84896703695", "issn"=>"19326203", "doi"=>"10.1371/journal.pone.0079449", "pmid"=>"24312181", "isbn"=>"10.1371/journal.pone.0079449", "pui"=>"372438351"}, "id"=>"3a0162da-3d39-3e3c-b536-3f53121202ad", "abstract"=>"Is social media a valid indicator of political behavior? There is considerable debate about the validity of data extracted from social media for studying offline behavior. To address this issue, we show that there is a statistically significant association between tweets that mention a candidate for the U.S. House of Representatives and his or her subsequent electoral performance. We demonstrate this result with an analysis of 542,969 tweets mentioning candidates selected from a random sample of 3,570,054,618, as well as Federal Election Commission data from 795 competitive races in the 2010 and 2012 U.S. congressional elections. This finding persists even when controlling for incumbency, district partisanship, media coverage of the race, time, and demographic variables such as the district's racial and gender composition. Our findings show that reliable data about political behavior can be extracted from social media.", "link"=>"http://www.mendeley.com/research/more-tweets-more-votes-social-media-quantitative-indicator-political-behavior", "reader_count"=>196, "reader_count_by_academic_status"=>{"Unspecified"=>7, "Professor > Associate Professor"=>12, "Librarian"=>1, "Researcher"=>23, "Student > Doctoral Student"=>10, "Student > Ph. D. Student"=>57, "Student > Postgraduate"=>7, "Student > Master"=>46, "Other"=>4, "Student > Bachelor"=>16, "Lecturer"=>3, "Lecturer > Senior Lecturer"=>3, "Professor"=>7}, "reader_count_by_user_role"=>{"Unspecified"=>7, "Professor > Associate Professor"=>12, "Librarian"=>1, "Researcher"=>23, "Student > Doctoral Student"=>10, "Student > Ph. D. Student"=>57, "Student > Postgraduate"=>7, "Student > Master"=>46, "Other"=>4, "Student > Bachelor"=>16, "Lecturer"=>3, "Lecturer > Senior Lecturer"=>3, "Professor"=>7}, "reader_count_by_subject_area"=>{"Unspecified"=>10, "Agricultural and Biological Sciences"=>2, "Arts and Humanities"=>7, "Business, Management and Accounting"=>20, "Chemistry"=>1, "Computer Science"=>45, "Decision Sciences"=>1, "Earth and Planetary Sciences"=>1, "Economics, Econometrics and Finance"=>5, "Engineering"=>3, "Environmental Science"=>4, "Biochemistry, Genetics and Molecular Biology"=>2, "Mathematics"=>1, "Medicine and Dentistry"=>5, "Physics and Astronomy"=>2, "Psychology"=>7, "Social Sciences"=>79, "Linguistics"=>1}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>5}, "Social Sciences"=>{"Social Sciences"=>79}, "Decision Sciences"=>{"Decision Sciences"=>1}, "Physics and Astronomy"=>{"Physics and Astronomy"=>2}, "Psychology"=>{"Psychology"=>7}, "Mathematics"=>{"Mathematics"=>1}, "Unspecified"=>{"Unspecified"=>10}, "Environmental Science"=>{"Environmental Science"=>4}, "Arts and Humanities"=>{"Arts and Humanities"=>7}, "Engineering"=>{"Engineering"=>3}, "Chemistry"=>{"Chemistry"=>1}, "Earth and Planetary Sciences"=>{"Earth and Planetary Sciences"=>1}, "Economics, Econometrics and Finance"=>{"Economics, Econometrics and Finance"=>5}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>2}, "Computer Science"=>{"Computer Science"=>45}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>20}, "Linguistics"=>{"Linguistics"=>1}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>2}}, "reader_count_by_country"=>{"Sri Lanka"=>1, "United States"=>6, "United Kingdom"=>2, "Malaysia"=>1, "Spain"=>7, "Greece"=>1, "Turkey"=>1, "Korea (South)"=>1, "Brazil"=>3, "Italy"=>2, "Mexico"=>1, "France"=>1, "Australia"=>3, "Germany"=>1}, "group_count"=>14}

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Figshare

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  • {"files"=>["https://ndownloader.figshare.com/files/1296410"], "description"=>"<p>Bivariate relationship between the share of occurrences of Republican names in tweets and vote share in the 2010 congressional elections. We show a significant positive relationship.</p>", "links"=>[], "tags"=>["tweet"], "article_id"=>863049, "categories"=>["Information And Computing Sciences", "Biological Sciences", "Science Policy"], "users"=>["Joseph DiGrazia", "Karissa McKelvey", "Johan Bollen", "Fabio Rojas"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0079449.g001", "stats"=>{"downloads"=>1, "page_views"=>4, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_2010_Republican_Tweet_Share_vs_Vote_Share_/863049", "title"=>"2010 Republican Tweet Share vs. Vote Share.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-11-27 02:45:23"}
  • {"files"=>["https://ndownloader.figshare.com/files/1296411"], "description"=>"<p>Bivariate relationship between the share of occurrences of Republican names in tweets and vote share in the 2012 congressional elections. We show a significant positive relationship.</p>", "links"=>[], "tags"=>["tweet"], "article_id"=>863050, "categories"=>["Information And Computing Sciences", "Biological Sciences", "Science Policy"], "users"=>["Joseph DiGrazia", "Karissa McKelvey", "Johan Bollen", "Fabio Rojas"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0079449.g002", "stats"=>{"downloads"=>0, "page_views"=>9, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_2012_Republican_Tweet_Share_vs_Vote_Share_/863050", "title"=>"2012 Republican Tweet Share vs. Vote Share.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-11-27 02:45:23"}

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  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"2"}
  • {"unique-ip"=>"31", "full-text"=>"29", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"27", "full-text"=>"27", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
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  • {"unique-ip"=>"40", "full-text"=>"42", "pdf"=>"10", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
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  • {"unique-ip"=>"103", "full-text"=>"120", "pdf"=>"21", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2020", "month"=>"5"}
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  • {"unique-ip"=>"18", "full-text"=>"15", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"8"}
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  • {"unique-ip"=>"22", "full-text"=>"23", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}
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  • {"unique-ip"=>"12", "full-text"=>"12", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2021", "month"=>"1"}
  • {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2021", "month"=>"2"}

Relative Metric

{"start_date"=>"2013-01-01T00:00:00Z", "end_date"=>"2013-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences", "average_usage"=>[269, 466, 588, 697, 800, 896, 988, 1076, 1165, 1254, 1340, 1417]}, {"subject_area"=>"/Biology and life sciences/Behavior", "average_usage"=>[306, 490, 611, 718, 817, 916, 999, 1091, 1185, 1258, 1341, 1412, 1476]}, {"subject_area"=>"/Biology and life sciences/Psychology", "average_usage"=>[284, 458, 579, 688, 782, 879, 957, 1048, 1126, 1204, 1280, 1357, 1415]}, {"subject_area"=>"/Computer and information sciences", "average_usage"=>[297, 488, 616, 724, 828, 939, 1038, 1127, 1223, 1311, 1393, 1479, 1556]}, {"subject_area"=>"/Computer and information sciences/Network analysis", "average_usage"=>[340, 548, 701, 844, 945, 1073, 1189, 1282, 1391, 1488, 1562, 1660, 1731]}, {"subject_area"=>"/Social sciences", "average_usage"=>[289, 475, 593, 703, 805, 902, 990, 1078, 1158, 1250, 1336, 1417, 1482]}, {"subject_area"=>"/Social sciences/Political science", "average_usage"=>[421, 740, 912, 1049, 1166, 1307, 1424, 1535, 1682, 1829, 1942, 2049, 2090]}]}
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