Online and Social Media Data As an Imperfect Continuous Panel Survey
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{"title"=>"Online and social media data as an imperfect continuous panel survey", "type"=>"journal", "authors"=>[{"first_name"=>"Fernando", "last_name"=>"Diaz", "scopus_author_id"=>"55605195900"}, {"first_name"=>"Michael", "last_name"=>"Gamon", "scopus_author_id"=>"14018010600"}, {"first_name"=>"Jake M.", "last_name"=>"Hofman", "scopus_author_id"=>"14044894200"}, {"first_name"=>"Emre", "last_name"=>"Kiciman", "scopus_author_id"=>"6507547008"}, {"first_name"=>"David", "last_name"=>"Rothschild", "scopus_author_id"=>"27467683900"}], "year"=>2016, "source"=>"PLoS ONE", "identifiers"=>{"pui"=>"607585996", "sgr"=>"84953791700", "issn"=>"19326203", "pmid"=>"26730933", "scopus"=>"2-s2.0-84953791700", "doi"=>"10.1371/journal.pone.0145406", "isbn"=>"1932-6203"}, "id"=>"68feb49a-609e-3aaf-a425-65e78fff4804", "abstract"=>"There is a large body of research on utilizing online activity as a survey of political opinion to predict real world election outcomes. There is considerably less work, however, on using this data to understand topic-specific interest and opinion amongst the general population and specific demographic subgroups, as currently measured by relatively expensive surveys. Here we investigate this possibility by studying a full census of all Twitter activity during the 2012 election cycle along with the comprehensive search history of a large panel of Internet users during the same period, highlighting the challenges in interpreting online and social media activity as the results of a survey. As noted in existing work, the online population is a non-representative sample of the offline world (e.g., the U.S. voting population). We extend this work to show how demographic skew and user participation is non-stationary and difficult to predict over time. In addition, the nature of user contributions varies substantially around important events. Furthermore, we note subtle problems in mapping what people are sharing or consuming online to specific sentiment or opinion measures around a particular topic. We provide a framework, built around considering this data as an imperfect continuous panel survey, for addressing these issues so that meaningful insight about public interest and opinion can be reliably extracted from online and social media data. (PsycINFO Database Record (c) 2016 APA, all rights reserved) (journal abstract)", "link"=>"http://www.mendeley.com/research/online-social-media-data-imperfect-continuous-panel-survey-5", "reader_count"=>46, "reader_count_by_academic_status"=>{"Unspecified"=>2, "Librarian"=>1, "Researcher"=>9, "Student > Doctoral Student"=>5, "Student > Ph. D. Student"=>13, "Student > Master"=>10, "Other"=>1, "Student > Bachelor"=>4, "Professor"=>1}, "reader_count_by_user_role"=>{"Unspecified"=>2, "Librarian"=>1, "Researcher"=>9, "Student > Doctoral Student"=>5, "Student > Ph. D. Student"=>13, "Student > Master"=>10, "Other"=>1, "Student > Bachelor"=>4, "Professor"=>1}, "reader_count_by_subject_area"=>{"Unspecified"=>3, "Agricultural and Biological Sciences"=>2, "Arts and Humanities"=>3, "Business, Management and Accounting"=>2, "Computer Science"=>10, "Engineering"=>4, "Environmental Science"=>2, "Biochemistry, Genetics and Molecular Biology"=>1, "Nursing and Health Professions"=>1, "Mathematics"=>2, "Medicine and Dentistry"=>2, "Psychology"=>4, "Social Sciences"=>10}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>2}, "Social Sciences"=>{"Social Sciences"=>10}, "Psychology"=>{"Psychology"=>4}, "Mathematics"=>{"Mathematics"=>2}, "Unspecified"=>{"Unspecified"=>3}, "Environmental Science"=>{"Environmental Science"=>2}, "Arts and Humanities"=>{"Arts and Humanities"=>3}, "Engineering"=>{"Engineering"=>4}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>2}, "Computer Science"=>{"Computer Science"=>10}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>2}, "Nursing and Health Professions"=>{"Nursing and Health Professions"=>1}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>1}}, "reader_count_by_country"=>{"Canada"=>1, "Korea (South)"=>1, "United States"=>1, "Australia"=>1}, "group_count"=>3}

Scopus | Further Information

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Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/2622365"], "description"=>"<p><i>Note</i>: Term rows are arranged by time series clustering.</p>", "links"=>[], "tags"=>["world election outcomes", "panel survey", "U.S", "2012 election cycle", "internet users", "opinion measures", "user contributions", "user participation", "Twitter activity", "media data", "voting population", "offline world", "Social Media Data", "search history", "media activity"], "article_id"=>1634018, "categories"=>["Science Policy"], "users"=>["Fernando Díaz", "Michael Gamon", "Jake M. Hofman", "Emre Kıcıman", "David Rothschild"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145406.g008", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Top_terms_co_occurring_with_8220_Obama_8221_on_Twitter_from_August_1_2012_through_November_6_2012_Election_Day_complied_daily_/1634018", "title"=>"Top terms co-occurring with “Obama” on Twitter, from August 1, 2012 through November 6, 2012 (Election Day), complied daily.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2016-01-18 14:35:42"}
  • {"files"=>["https://ndownloader.figshare.com/files/2622367"], "description"=>"<p><i>Note</i>: October 3 is actually infinity in that the median tweet was created by a person who did not tweet about the election in our sample.</p>", "links"=>[], "tags"=>["world election outcomes", "panel survey", "U.S", "2012 election cycle", "internet users", "opinion measures", "user contributions", "user participation", "Twitter activity", "media data", "voting population", "offline world", "Social Media Data", "search history", "media activity"], "article_id"=>1634020, "categories"=>["Science Policy"], "users"=>["Fernando Díaz", "Michael Gamon", "Jake M. Hofman", "Emre Kıcıman", "David Rothschild"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145406.g009", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Median_days_since_the_last_election_related_tweet_by_the_same_person_for_any_given_tweet_on_that_day_/1634020", "title"=>"Median days since the last election-related tweet by the same person for any given tweet on that day.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2016-01-18 14:35:45"}
  • {"files"=>["https://ndownloader.figshare.com/files/2622371", "https://ndownloader.figshare.com/files/2622372", "https://ndownloader.figshare.com/files/2622373", "https://ndownloader.figshare.com/files/2622374", "https://ndownloader.figshare.com/files/2622375"], "description"=>"<div><p>There is a large body of research on utilizing online activity as a survey of political opinion to predict real world election outcomes. There is considerably less work, however, on using this data to understand topic-specific interest and opinion amongst the general population and specific demographic subgroups, as currently measured by relatively expensive surveys. Here we investigate this possibility by studying a full census of all Twitter activity during the 2012 election cycle along with the comprehensive search history of a large panel of Internet users during the same period, highlighting the challenges in interpreting online and social media activity as the results of a survey. As noted in existing work, the online population is a non-representative sample of the offline world (e.g., the U.S. voting population). We extend this work to show how demographic skew and user participation is non-stationary and difficult to predict over time. In addition, the nature of user contributions varies substantially around important events. Furthermore, we note subtle problems in mapping what people are sharing or consuming online to specific sentiment or opinion measures around a particular topic. We provide a framework, built around considering this data as an imperfect continuous panel survey, for addressing these issues so that meaningful insight about public interest and opinion can be reliably extracted from online and social media data.</p></div>", "links"=>[], "tags"=>["world election outcomes", "panel survey", "U.S", "2012 election cycle", "internet users", "opinion measures", "user contributions", "user participation", "Twitter activity", "media data", "voting population", "offline world", "Social Media Data", "search history", "media activity"], "article_id"=>1634024, "categories"=>["Science Policy"], "users"=>["Fernando Díaz", "Michael Gamon", "Jake M. Hofman", "Emre Kıcıman", "David Rothschild"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0145406.s001", "https://dx.doi.org/10.1371/journal.pone.0145406.s002", "https://dx.doi.org/10.1371/journal.pone.0145406.s003", "https://dx.doi.org/10.1371/journal.pone.0145406.s004", "https://dx.doi.org/10.1371/journal.pone.0145406.s005"], "stats"=>{"downloads"=>0, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Online_and_Social_Media_Data_As_an_Imperfect_Continuous_Panel_Survey_/1634024", "title"=>"Online and Social Media Data As an Imperfect Continuous Panel Survey", "pos_in_sequence"=>0, "defined_type"=>4, "published_date"=>"2016-01-18 14:35:44"}
  • {"files"=>["https://ndownloader.figshare.com/files/2622349"], "description"=>"<p><i>Note</i>: Each line combines any text that contains the terms Obama, Romney, or both on any of the two mediums. The charts sum up the total discussion about all three of these categories combined on any given day and divides by the total discussion. The vertical dotted lines in this figure (and almost all other figures) represent the following major events (in order): the Republican National Convention, the Democratic National Convention, and the three presidential debates.</p>", "links"=>[], "tags"=>["world election outcomes", "panel survey", "U.S", "2012 election cycle", "internet users", "opinion measures", "user contributions", "user participation", "Twitter activity", "media data", "voting population", "offline world", "Social Media Data", "search history", "media activity"], "article_id"=>1634003, "categories"=>["Science Policy"], "users"=>["Fernando Díaz", "Michael Gamon", "Jake M. Hofman", "Emre Kıcıman", "David Rothschild"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145406.g001", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Percent_of_overall_search_and_Twitter_discussion_about_the_presidential_candidates_from_August_1_2012_through_November_6_2012_Election_Day_on_search_and_Twitter_complied_daily_/1634003", "title"=>"Percent of overall search and Twitter discussion about the presidential candidates from August 1, 2012 through November 6, 2012 (Election Day) on search and Twitter, complied daily.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2016-01-18 14:35:42"}
  • {"files"=>["https://ndownloader.figshare.com/files/2622352"], "description"=>"<p><i>Note</i>: Each line combines any text that contains the terms Obama, Romney, or both on any of the two mediums. Please note that the y-axis on the left and right are different; the left is twice as large as the right.</p>", "links"=>[], "tags"=>["world election outcomes", "panel survey", "U.S", "2012 election cycle", "internet users", "opinion measures", "user contributions", "user participation", "Twitter activity", "media data", "voting population", "offline world", "Social Media Data", "search history", "media activity"], "article_id"=>1634006, "categories"=>["Science Policy"], "users"=>["Fernando Díaz", "Michael Gamon", "Jake M. Hofman", "Emre Kıcıman", "David Rothschild"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145406.g002", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Percent_of_search_and_Twitter_discussion_about_the_presidential_candidates_conducted_by_males_from_August_15_2012_through_October_1_search_and_from_October_1_2012_through_November_6_2012_Election_Day_Twitter_compiled_daily_/1634006", "title"=>"Percent of search and Twitter discussion about the presidential candidates conducted by males from August 15, 2012 through October 1 (search), and from October 1, 2012 through November 6, 2012 (Election Day) (Twitter), compiled daily.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2016-01-18 14:35:42"}
  • {"files"=>["https://ndownloader.figshare.com/files/2622353"], "description"=>"<p><i>Note</i>: Each line combines any text that contains the terms Obama, Romney, or both on any of the two mediums.</p>", "links"=>[], "tags"=>["world election outcomes", "panel survey", "U.S", "2012 election cycle", "internet users", "opinion measures", "user contributions", "user participation", "Twitter activity", "media data", "voting population", "offline world", "Social Media Data", "search history", "media activity"], "article_id"=>1634007, "categories"=>["Science Policy"], "users"=>["Fernando Díaz", "Michael Gamon", "Jake M. Hofman", "Emre Kıcıman", "David Rothschild"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145406.g003", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Percent_of_Twitter_discussion_about_the_presidential_candidates_conducted_by_geographical_division_from_August_1_2012_through_November_6_2012_Election_Day_complied_daily_/1634007", "title"=>"Percent of Twitter discussion about the presidential candidates conducted by geographical division from August 1, 2012 through November 6, 2012 (Election Day), complied daily.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2016-01-18 14:35:44"}
  • {"files"=>["https://ndownloader.figshare.com/files/2622355"], "description"=>"<p><i>Note</i>: Each line combines any text that contains the terms Obama, Romney, or both on any of the two mediums.</p>", "links"=>[], "tags"=>["world election outcomes", "panel survey", "U.S", "2012 election cycle", "internet users", "opinion measures", "user contributions", "user participation", "Twitter activity", "media data", "voting population", "offline world", "Social Media Data", "search history", "media activity"], "article_id"=>1634009, "categories"=>["Uncategorised"], "users"=>["Fernando Díaz", "Michael Gamon", "Jake M. Hofman", "Emre Kıcıman", "David Rothschild"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145406.g004", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Average_number_of_tweets_about_the_presidential_candidates_per_user_from_August_1_2012_through_November_6_2012_Election_Day_complied_daily_/1634009", "title"=>"Average number of tweets about the presidential candidates per user from August 1, 2012 through November 6, 2012 (Election Day), complied daily.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2016-01-18 14:35:42"}
  • {"files"=>["https://ndownloader.figshare.com/files/2622358"], "description"=>"<p><i>Note</i>: Each line combines any text that contains the terms Obama, Romney, or both on any of the two mediums. The top line is the same line as the right line from <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0145406#pone.0145406.g002\" target=\"_blank\">Fig 2</a>.</p>", "links"=>[], "tags"=>["world election outcomes", "panel survey", "U.S", "2012 election cycle", "internet users", "opinion measures", "user contributions", "user participation", "Twitter activity", "media data", "voting population", "offline world", "Social Media Data", "search history", "media activity"], "article_id"=>1634011, "categories"=>["Science Policy"], "users"=>["Fernando Díaz", "Michael Gamon", "Jake M. Hofman", "Emre Kıcıman", "David Rothschild"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145406.g005", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Percent_of_Twitter_discussion_about_the_presidential_candidates_conducted_by_males_from_October_1_2012_through_November_6_2012_Election_Day_complied_daily_/1634011", "title"=>"Percent of Twitter discussion about the presidential candidates conducted by males from October 1, 2012 through November 6, 2012 (Election Day), complied daily.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2016-01-18 14:35:42"}
  • {"files"=>["https://ndownloader.figshare.com/files/2622361"], "description"=>"<p><i>Note</i>: Each line shows the percentage of tweets with a URL about all three of the categories separately on any given day.</p>", "links"=>[], "tags"=>["world election outcomes", "panel survey", "U.S", "2012 election cycle", "internet users", "opinion measures", "user contributions", "user participation", "Twitter activity", "media data", "voting population", "offline world", "Social Media Data", "search history", "media activity"], "article_id"=>1634014, "categories"=>["Science Policy"], "users"=>["Fernando Díaz", "Michael Gamon", "Jake M. Hofman", "Emre Kıcıman", "David Rothschild"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145406.g006", "stats"=>{"downloads"=>0, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Percent_of_Twitter_discussion_about_Obama_Romney_and_both_that_contain_a_URL_from_August_1_2012_through_November_6_2012_Election_Day_complied_daily_/1634014", "title"=>"Percent of Twitter discussion about Obama, Romney, and both that contain a URL from August 1, 2012 through November 6, 2012 (Election Day), complied daily.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2016-01-18 14:35:58"}
  • {"files"=>["https://ndownloader.figshare.com/files/2622362"], "description"=>"<p><i>Note</i>: Each line sums up the total discussion about all three of the categories separately on any given day and divides by the total discussion.</p>", "links"=>[], "tags"=>["world election outcomes", "panel survey", "U.S", "2012 election cycle", "internet users", "opinion measures", "user contributions", "user participation", "Twitter activity", "media data", "voting population", "offline world", "Social Media Data", "search history", "media activity"], "article_id"=>1634015, "categories"=>["Science Policy"], "users"=>["Fernando Díaz", "Michael Gamon", "Jake M. Hofman", "Emre Kıcıman", "David Rothschild"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145406.g007", "stats"=>{"downloads"=>0, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Percent_of_overall_search_Twitter_and_print_media_discussion_about_the_Obama_Romney_and_both_from_August_1_2012_through_November_6_2012_Election_Day_complied_daily_/1634015", "title"=>"Percent of overall search, Twitter, and print media discussion about the Obama, Romney, and both from August 1, 2012 through November 6, 2012 (Election Day), complied daily.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2016-01-18 14:35:45"}

PMC Usage Stats | Further Information

  • {"unique-ip"=>"18", "full-text"=>"21", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"15", "full-text"=>"16", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
  • {"unique-ip"=>"18", "full-text"=>"18", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
  • {"unique-ip"=>"17", "full-text"=>"16", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
  • {"unique-ip"=>"12", "full-text"=>"11", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
  • {"unique-ip"=>"15", "full-text"=>"12", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"9", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
  • {"unique-ip"=>"14", "full-text"=>"15", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"12", "full-text"=>"15", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"unique-ip"=>"18", "full-text"=>"23", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"12", "full-text"=>"11", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
  • {"unique-ip"=>"21", "full-text"=>"20", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"1"}
  • {"unique-ip"=>"19", "full-text"=>"20", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
  • {"unique-ip"=>"23", "full-text"=>"24", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
  • {"unique-ip"=>"27", "full-text"=>"30", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
  • {"unique-ip"=>"16", "full-text"=>"27", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
  • {"unique-ip"=>"10", "full-text"=>"11", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
  • {"unique-ip"=>"13", "full-text"=>"15", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
  • {"unique-ip"=>"18", "full-text"=>"20", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
  • {"unique-ip"=>"26", "full-text"=>"31", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
  • {"unique-ip"=>"18", "full-text"=>"20", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
  • {"unique-ip"=>"21", "full-text"=>"18", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
  • {"unique-ip"=>"15", "full-text"=>"15", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
  • {"unique-ip"=>"42", "full-text"=>"42", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"11", "full-text"=>"16", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
  • {"unique-ip"=>"29", "full-text"=>"31", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"16", "full-text"=>"22", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"15", "full-text"=>"15", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"26", "full-text"=>"25", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
  • {"unique-ip"=>"29", "full-text"=>"24", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"19", "full-text"=>"20", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"12", "full-text"=>"11", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"20", "full-text"=>"20", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"20", "full-text"=>"21", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"13", "full-text"=>"13", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"17", "full-text"=>"18", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"24", "full-text"=>"22", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}

Relative Metric

{"start_date"=>"2016-01-01T00:00:00Z", "end_date"=>"2016-12-31T00:00:00Z", "subject_areas"=>[]}
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