Inferring Social Status and Rich Club Effects in Enterprise Communication Networks
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{"title"=>"Inferring social status and rich club effects in enterprise communication networks", "type"=>"journal", "authors"=>[{"first_name"=>"Yuxiao", "last_name"=>"Dong", "scopus_author_id"=>"49963255100"}, {"first_name"=>"Jie", "last_name"=>"Tang", "scopus_author_id"=>"12241636500"}, {"first_name"=>"Nitesh V.", "last_name"=>"Chawla", "scopus_author_id"=>"35077581400"}, {"first_name"=>"Tiancheng", "last_name"=>"Lou", "scopus_author_id"=>"25960811600"}, {"first_name"=>"Yang", "last_name"=>"Yang", "scopus_author_id"=>"57196444030"}, {"first_name"=>"Bai", "last_name"=>"Wang", "scopus_author_id"=>"7405918429"}], "year"=>2015, "source"=>"PLoS ONE", "identifiers"=>{"pui"=>"603554760", "sgr"=>"84926644887", "issn"=>"19326203", "arxiv"=>"1404.3708", "pmid"=>"25822343", "scopus"=>"2-s2.0-84926644887", "doi"=>"10.1371/journal.pone.0119446"}, "id"=>"11d39eb5-95d5-31b2-b8fb-5b0c8d1730f5", "abstract"=>"Social status, defined as the relative rank or position that an individual holds in a social hierarchy, is known to be among the most important motivating forces in social behaviors. In this paper, we consider the notion of status from the perspective of a position or title held by a person in an enterprise. We study the intersection of social status and social networks in an enterprise. We study whether enterprise communication logs can help reveal how social interactions and individual status manifest themselves in social networks. To that end, we use two enterprise datasets with three communication channels - voice call, short message, and email - to demonstrate the social-behavioral differences among individuals with different status. We have several interesting findings and based on these findings we also develop a model to predict social status. On the individual level, high-status individuals are more likely to be spanned as structural holes by linking to people in parts of the enterprise networks that are otherwise not well connected to one another. On the community level, the principle of homophily, social balance and clique theory generally indicate a \"rich club\" maintained by high-status individuals, in the sense that this community is much more connected, balanced and dense. Our model can predict social status of individuals with 93% accuracy.", "link"=>"http://www.mendeley.com/research/inferring-social-status-rich-club-effects-enterprise-communication-networks", "reader_count"=>22, "reader_count_by_academic_status"=>{"Professor > Associate Professor"=>3, "Researcher"=>4, "Student > Doctoral Student"=>3, "Student > Ph. D. Student"=>5, "Student > Master"=>2, "Other"=>2, "Student > Bachelor"=>1, "Lecturer"=>1, "Professor"=>1}, "reader_count_by_user_role"=>{"Professor > Associate Professor"=>3, "Researcher"=>4, "Student > Doctoral Student"=>3, "Student > Ph. D. Student"=>5, "Student > Master"=>2, "Other"=>2, "Student > Bachelor"=>1, "Lecturer"=>1, "Professor"=>1}, "reader_count_by_subject_area"=>{"Environmental Science"=>1, "Agricultural and Biological Sciences"=>1, "Neuroscience"=>1, "Business, Management and Accounting"=>2, "Physics and Astronomy"=>1, "Psychology"=>2, "Chemistry"=>1, "Social Sciences"=>3, "Computer Science"=>9, "Earth and Planetary Sciences"=>1}, "reader_count_by_subdiscipline"=>{"Neuroscience"=>{"Neuroscience"=>1}, "Chemistry"=>{"Chemistry"=>1}, "Social Sciences"=>{"Social Sciences"=>3}, "Physics and Astronomy"=>{"Physics and Astronomy"=>1}, "Psychology"=>{"Psychology"=>2}, "Earth and Planetary Sciences"=>{"Earth and Planetary Sciences"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>1}, "Computer Science"=>{"Computer Science"=>9}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>2}, "Environmental Science"=>{"Environmental Science"=>1}}, "reader_count_by_country"=>{"United States"=>1, "Japan"=>2}, "group_count"=>1}

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Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/1995219"], "description"=>"<p>Triads (A) and (B) are balanced, while (C) and (D) are not balanced.</p>", "links"=>[], "tags"=>["community level", "clique theory", "Rich Club Effects", "Enterprise Communication Networks Social status", "Inferring Social Status", "enterprise datasets", "enterprise communication logs", "individual", "enterprise networks"], "article_id"=>1361056, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Yuxiao Dong", "Jie Tang", "Nitesh V. Chawla", "Tiancheng Lou", "Yang Yang", "Bai Wang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0119446.g003", "stats"=>{"downloads"=>0, "page_views"=>14, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Illustration_of_structural_balance_theory_/1361056", "title"=>"Illustration of structural balance theory.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-03-30 03:44:30"}
  • {"files"=>["https://ndownloader.figshare.com/files/1995217"], "description"=>"<p>(A). CALL attributes; (B). SMS attributes; (C). EMAIL attributes. Each box plot represents the distribution of the number of attributes per time unit (each month in A and B, and each year in C), including in-degree, out-degree, in-event and out-event.</p>", "links"=>[], "tags"=>["community level", "clique theory", "Rich Club Effects", "Enterprise Communication Networks Social status", "Inferring Social Status", "enterprise datasets", "enterprise communication logs", "individual", "enterprise networks"], "article_id"=>1361054, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Yuxiao Dong", "Jie Tang", "Nitesh V. Chawla", "Tiancheng Lou", "Yang Yang", "Bai Wang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0119446.g001", "stats"=>{"downloads"=>0, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Communication_Attributes_vs_Social_Status_/1361054", "title"=>"Communication Attributes vs. Social Status.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-03-30 03:44:30"}
  • {"files"=>["https://ndownloader.figshare.com/files/1995226"], "description"=>"<p>M: Managers; S: Subordinate.</p>", "links"=>[], "tags"=>["community level", "clique theory", "Rich Club Effects", "Enterprise Communication Networks Social status", "Inferring Social Status", "enterprise datasets", "enterprise communication logs", "individual", "enterprise networks"], "article_id"=>1361063, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Yuxiao Dong", "Jie Tang", "Nitesh V. Chawla", "Tiancheng Lou", "Yang Yang", "Bai Wang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0119446.t005", "stats"=>{"downloads"=>0, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Network_topology_characteristics_/1361063", "title"=>"Network topology characteristics.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-03-30 03:44:30"}
  • {"files"=>["https://ndownloader.figshare.com/files/1995227"], "description"=>"<div><p>Social status, defined as the relative rank or position that an individual holds in a social hierarchy, is known to be among the most important motivating forces in social behaviors. In this paper, we consider the notion of status from the perspective of a position or title held by a person in an enterprise. We study the intersection of social status and social networks in an enterprise. We study whether enterprise communication logs can help reveal how social interactions and individual status manifest themselves in social networks. To that end, we use two enterprise datasets with three communication channels — voice call, short message, and email — to demonstrate the social-behavioral differences among individuals with different status. We have several interesting findings and based on these findings we also develop a model to predict social status. On the individual level, high-status individuals are more likely to be spanned as structural holes by linking to people in parts of the enterprise networks that are otherwise not well connected to one another. On the community level, the principle of homophily, social balance and clique theory generally indicate a “rich club” maintained by high-status individuals, in the sense that this community is much more connected, balanced and dense. Our model can predict social status of individuals with 93% accuracy.</p></div>", "links"=>[], "tags"=>["community level", "clique theory", "Rich Club Effects", "Enterprise Communication Networks Social status", "Inferring Social Status", "enterprise datasets", "enterprise communication logs", "individual", "enterprise networks"], "article_id"=>1361064, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Yuxiao Dong", "Jie Tang", "Nitesh V. Chawla", "Tiancheng Lou", "Yang Yang", "Bai Wang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0119446", "stats"=>{"downloads"=>0, "page_views"=>15, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Inferring_Social_Status_and_Rich_Club_Effects_in_Enterprise_Communication_Networks_/1361064", "title"=>"Inferring Social Status and Rich Club Effects in Enterprise Communication Networks", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-03-30 03:44:30"}
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  • {"files"=>["https://ndownloader.figshare.com/files/1995222"], "description"=>"<p>*<i>p</i> < 0.05;</p><p>**<i>p</i> < 0.01;</p><p>***<i>p</i> < 0.001;</p><p>****<i>p</i> < 0.0001</p><p>The probability that staffs in companies are spanned as structural holes (SH) extracted from communication network structures. M: Managers; S: Subordinates.</p>", "links"=>[], "tags"=>["community level", "clique theory", "Rich Club Effects", "Enterprise Communication Networks Social status", "Inferring Social Status", "enterprise datasets", "enterprise communication logs", "individual", "enterprise networks"], "article_id"=>1361059, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Yuxiao Dong", "Jie Tang", "Nitesh V. Chawla", "Tiancheng Lou", "Yang Yang", "Bai Wang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0119446.t001", "stats"=>{"downloads"=>0, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Structural_Holes_vs_Social_Status_/1361059", "title"=>"Structural Holes vs. Social Status.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-03-30 03:44:30"}
  • {"files"=>["https://ndownloader.figshare.com/files/1995221"], "description"=>"<p>Distribution of social clique in enterprise communication networks. M: Managers; S: Subordinates; A: All employees.</p>", "links"=>[], "tags"=>["community level", "clique theory", "Rich Club Effects", "Enterprise Communication Networks Social status", "Inferring Social Status", "enterprise datasets", "enterprise communication logs", "individual", "enterprise networks"], "article_id"=>1361058, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Yuxiao Dong", "Jie Tang", "Nitesh V. Chawla", "Tiancheng Lou", "Yang Yang", "Bai Wang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0119446.g004", "stats"=>{"downloads"=>0, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Social_Clique_vs_Social_Status_/1361058", "title"=>"Social Clique vs. Social Status.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-03-30 03:44:30"}
  • {"files"=>["https://ndownloader.figshare.com/files/1995224"], "description"=>"<p>M: Managers; S: Subordinates.</p>", "links"=>[], "tags"=>["community level", "clique theory", "Rich Club Effects", "Enterprise Communication Networks Social status", "Inferring Social Status", "enterprise datasets", "enterprise communication logs", "individual", "enterprise networks"], "article_id"=>1361061, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Yuxiao Dong", "Jie Tang", "Nitesh V. Chawla", "Tiancheng Lou", "Yang Yang", "Bai Wang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0119446.t003", "stats"=>{"downloads"=>0, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Topology_characteristics_of_sub_networks_/1361061", "title"=>"Topology characteristics of sub-networks.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-03-30 03:44:30"}
  • {"files"=>["https://ndownloader.figshare.com/files/1995223"], "description"=>"<p>*<i>p</i> < 0.05;</p><p>**<i>p</i> < 0.01;</p><p>***<i>p</i> < 0.001;</p><p>****<i>p</i> < 0.0001</p><p>The social balance ratio of staffs with different status in companies in three communication networks. M: Managers; S: Subordinates. M-<i>sb</i>: social balance ratio of manager-friends; S-<i>sb</i>: social balance ratio of subordinate-friends; <i>sb</i>: social balance ratio of all friends.</p>", "links"=>[], "tags"=>["community level", "clique theory", "Rich Club Effects", "Enterprise Communication Networks Social status", "Inferring Social Status", "enterprise datasets", "enterprise communication logs", "individual", "enterprise networks"], "article_id"=>1361060, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Yuxiao Dong", "Jie Tang", "Nitesh V. Chawla", "Tiancheng Lou", "Yang Yang", "Bai Wang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0119446.t002", "stats"=>{"downloads"=>0, "page_views"=>21, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Social_Balance_vs_Social_Status_/1361060", "title"=>"Social Balance vs. Social Status.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-03-30 03:44:30"}
  • {"files"=>["https://ndownloader.figshare.com/files/1995218"], "description"=>"<p>The number of common friends of each pair of employees are considered as the measurement of link homophily in social network, thus generating three different types of ties: M-M, M-S, S-S. Error bars show the confidence interval with significance level <i>α</i> = 0.05.</p>", "links"=>[], "tags"=>["community level", "clique theory", "Rich Club Effects", "Enterprise Communication Networks Social status", "Inferring Social Status", "enterprise datasets", "enterprise communication logs", "individual", "enterprise networks"], "article_id"=>1361055, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Yuxiao Dong", "Jie Tang", "Nitesh V. Chawla", "Tiancheng Lou", "Yang Yang", "Bai Wang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0119446.g002", "stats"=>{"downloads"=>0, "page_views"=>12, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Homophily_vs_Social_Status_/1361055", "title"=>"Homophily vs. Social Status.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-03-30 03:44:30"}

PMC Usage Stats | Further Information

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  • {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
  • {"unique-ip"=>"6", "full-text"=>"8", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
  • {"unique-ip"=>"12", "full-text"=>"12", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
  • {"unique-ip"=>"10", "full-text"=>"10", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
  • {"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"=>"2015", "month"=>"10"}
  • {"unique-ip"=>"9", "full-text"=>"14", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
  • {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"8", "full-text"=>"6", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
  • {"unique-ip"=>"18", "full-text"=>"4", "pdf"=>"14", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"9", "full-text"=>"8", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
  • {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
  • {"unique-ip"=>"18", "full-text"=>"19", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
  • {"unique-ip"=>"38", "full-text"=>"39", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"19", "full-text"=>"20", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
  • {"unique-ip"=>"10", "full-text"=>"15", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"unique-ip"=>"4", "full-text"=>"5", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"7", "full-text"=>"10", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
  • {"unique-ip"=>"13", "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"=>"1"}
  • {"unique-ip"=>"10", "full-text"=>"10", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
  • {"unique-ip"=>"22", "full-text"=>"32", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
  • {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
  • {"unique-ip"=>"23", "full-text"=>"12", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
  • {"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"=>"2017", "month"=>"6"}
  • {"unique-ip"=>"5", "full-text"=>"5", "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"=>"4", "full-text"=>"5", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
  • {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
  • {"unique-ip"=>"7", "full-text"=>"8", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
  • {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
  • {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
  • {"unique-ip"=>"2", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"15", "full-text"=>"20", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
  • {"unique-ip"=>"16", "full-text"=>"24", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
  • {"unique-ip"=>"5", "full-text"=>"3", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"8", "full-text"=>"10", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"19", "full-text"=>"17", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"9", "full-text"=>"14", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"364", "full-text"=>"436", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"17", "full-text"=>"17", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"5", "full-text"=>"10", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"4", "full-text"=>"5", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"7", "full-text"=>"9", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}

Relative Metric

{"start_date"=>"2015-01-01T00:00:00Z", "end_date"=>"2015-12-31T00:00:00Z", "subject_areas"=>[]}
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