A Comparison of MCC and CEN Error Measures in Multi-Class Prediction
Events
Loading … Spinner

Mendeley | Further Information

{"title"=>"A comparison of MCC and CEN error measures in multi-class prediction", "type"=>"journal", "authors"=>[{"first_name"=>"Giuseppe", "last_name"=>"Jurman", "scopus_author_id"=>"6602367398"}, {"first_name"=>"Samantha", "last_name"=>"Riccadonna", "scopus_author_id"=>"23499476900"}, {"first_name"=>"Cesare", "last_name"=>"Furlanello", "scopus_author_id"=>"6701821823"}], "year"=>2012, "source"=>"PLoS ONE", "identifiers"=>{"sgr"=>"84864668842", "doi"=>"10.1371/journal.pone.0041882", "pui"=>"365400220", "pmid"=>"22905111", "scopus"=>"2-s2.0-84864668842", "issn"=>"19326203", "arxiv"=>"1008.2908"}, "id"=>"9e492c8b-71f3-38ac-b347-cbf6670d8429", "abstract"=>"We show that the Confusion Entropy, a measure of performance in multiclass problems has a strong (monotone) relation with the multiclass generalization of a classical metric, the Matthews Correlation Coefficient. Analytical results are provided for the limit cases of general no-information (n-face dice rolling) of the binary classification. Computational evidence supports the claim in the general case.", "link"=>"http://www.mendeley.com/research/comparison-mcc-cen-error-measures-multiclass-prediction", "reader_count"=>75, "reader_count_by_academic_status"=>{"Professor > Associate Professor"=>1, "Researcher"=>14, "Student > Doctoral Student"=>3, "Student > Ph. D. Student"=>30, "Student > Master"=>17, "Other"=>1, "Student > Bachelor"=>1, "Lecturer"=>1, "Lecturer > Senior Lecturer"=>1, "Professor"=>6}, "reader_count_by_user_role"=>{"Professor > Associate Professor"=>1, "Researcher"=>14, "Student > Doctoral Student"=>3, "Student > Ph. D. Student"=>30, "Student > Master"=>17, "Other"=>1, "Student > Bachelor"=>1, "Lecturer"=>1, "Lecturer > Senior Lecturer"=>1, "Professor"=>6}, "reader_count_by_subject_area"=>{"Unspecified"=>8, "Agricultural and Biological Sciences"=>10, "Chemistry"=>2, "Computer Science"=>27, "Earth and Planetary Sciences"=>1, "Engineering"=>7, "Environmental Science"=>1, "Biochemistry, Genetics and Molecular Biology"=>4, "Mathematics"=>2, "Medicine and Dentistry"=>2, "Neuroscience"=>2, "Pharmacology, Toxicology and Pharmaceutical Science"=>1, "Physics and Astronomy"=>6, "Psychology"=>2}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>2}, "Physics and Astronomy"=>{"Physics and Astronomy"=>6}, "Psychology"=>{"Psychology"=>2}, "Mathematics"=>{"Mathematics"=>2}, "Unspecified"=>{"Unspecified"=>8}, "Environmental Science"=>{"Environmental Science"=>1}, "Pharmacology, Toxicology and Pharmaceutical Science"=>{"Pharmacology, Toxicology and Pharmaceutical Science"=>1}, "Engineering"=>{"Engineering"=>7}, "Chemistry"=>{"Chemistry"=>2}, "Neuroscience"=>{"Neuroscience"=>2}, "Earth and Planetary Sciences"=>{"Earth and Planetary Sciences"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>10}, "Computer Science"=>{"Computer Science"=>27}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>4}}, "reader_count_by_country"=>{"United States"=>3, "Brazil"=>1, "United Kingdom"=>1, "Germany"=>1, "India"=>1}, "group_count"=>2}

CrossRef

Scopus | Further Information

{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84864668842"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84864668842?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84864668842&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=84864668842&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/84864668842", "dc:identifier"=>"SCOPUS_ID:84864668842", "eid"=>"2-s2.0-84864668842", "dc:title"=>"A comparison of MCC and CEN error measures in multi-class prediction", "dc:creator"=>"Jurman G.", "prism:publicationName"=>"PLoS ONE", "prism:eIssn"=>"19326203", "prism:volume"=>"7", "prism:issueIdentifier"=>"8", "prism:pageRange"=>nil, "prism:coverDate"=>"2012-08-08", "prism:coverDisplayDate"=>"8 August 2012", "prism:doi"=>"10.1371/journal.pone.0041882", "citedby-count"=>"89", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"Fondazione Bruno Kessler", "affiliation-city"=>"Trento", "affiliation-country"=>"Italy"}], "pubmed-id"=>"22905111", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e41882", "source-id"=>"10600153309", "openaccess"=>"1", "openaccessFlag"=>true}

Facebook

  • {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fplosone%2Farticle%3Fid%3D10.1371%252Fjournal.pone.0041882", "share_count"=>0, "like_count"=>0, "comment_count"=>0, "click_count"=>0, "total_count"=>0}

Counter

  • {"month"=>"8", "year"=>"2012", "pdf_views"=>"28", "xml_views"=>"5", "html_views"=>"177"}
  • {"month"=>"9", "year"=>"2012", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"43"}
  • {"month"=>"10", "year"=>"2012", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"56"}
  • {"month"=>"11", "year"=>"2012", "pdf_views"=>"17", "xml_views"=>"1", "html_views"=>"69"}
  • {"month"=>"12", "year"=>"2012", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"36"}
  • {"month"=>"1", "year"=>"2013", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"69"}
  • {"month"=>"2", "year"=>"2013", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"74"}
  • {"month"=>"3", "year"=>"2013", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"19"}
  • {"month"=>"4", "year"=>"2013", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"60"}
  • {"month"=>"5", "year"=>"2013", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"48"}
  • {"month"=>"6", "year"=>"2013", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"59"}
  • {"month"=>"7", "year"=>"2013", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"65"}
  • {"month"=>"8", "year"=>"2013", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"50"}
  • {"month"=>"9", "year"=>"2013", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"45"}
  • {"month"=>"10", "year"=>"2013", "pdf_views"=>"11", "xml_views"=>"2", "html_views"=>"61"}
  • {"month"=>"11", "year"=>"2013", "pdf_views"=>"8", "xml_views"=>"2", "html_views"=>"49"}
  • {"month"=>"12", "year"=>"2013", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"34"}
  • {"month"=>"1", "year"=>"2014", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"50"}
  • {"month"=>"2", "year"=>"2014", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"65"}
  • {"month"=>"3", "year"=>"2014", "pdf_views"=>"10", "xml_views"=>"2", "html_views"=>"52"}
  • {"month"=>"4", "year"=>"2014", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"62"}
  • {"month"=>"5", "year"=>"2014", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"54"}
  • {"month"=>"6", "year"=>"2014", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"34"}
  • {"month"=>"7", "year"=>"2014", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"71"}
  • {"month"=>"8", "year"=>"2014", "pdf_views"=>"7", "xml_views"=>"3", "html_views"=>"65"}
  • {"month"=>"9", "year"=>"2014", "pdf_views"=>"20", "xml_views"=>"1", "html_views"=>"87"}
  • {"month"=>"10", "year"=>"2014", "pdf_views"=>"3", "xml_views"=>"2", "html_views"=>"51"}
  • {"month"=>"11", "year"=>"2014", "pdf_views"=>"15", "xml_views"=>"1", "html_views"=>"54"}
  • {"month"=>"12", "year"=>"2014", "pdf_views"=>"6", "xml_views"=>"2", "html_views"=>"58"}
  • {"month"=>"1", "year"=>"2015", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"49"}
  • {"month"=>"2", "year"=>"2015", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"53"}
  • {"month"=>"3", "year"=>"2015", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"64"}
  • {"month"=>"4", "year"=>"2015", "pdf_views"=>"14", "xml_views"=>"1", "html_views"=>"53"}
  • {"month"=>"5", "year"=>"2015", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"68"}
  • {"month"=>"6", "year"=>"2015", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"69"}
  • {"month"=>"7", "year"=>"2015", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"48"}
  • {"month"=>"8", "year"=>"2015", "pdf_views"=>"9", "xml_views"=>"2", "html_views"=>"39"}
  • {"month"=>"9", "year"=>"2015", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"41"}
  • {"month"=>"10", "year"=>"2015", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"50"}
  • {"month"=>"11", "year"=>"2015", "pdf_views"=>"13", "xml_views"=>"1", "html_views"=>"51"}
  • {"month"=>"12", "year"=>"2015", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"59"}
  • {"month"=>"1", "year"=>"2016", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"80"}
  • {"month"=>"2", "year"=>"2016", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"62"}
  • {"month"=>"3", "year"=>"2016", "pdf_views"=>"22", "xml_views"=>"0", "html_views"=>"86"}
  • {"month"=>"4", "year"=>"2016", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"78"}
  • {"month"=>"5", "year"=>"2016", "pdf_views"=>"22", "xml_views"=>"0", "html_views"=>"112"}
  • {"month"=>"6", "year"=>"2016", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"115"}
  • {"month"=>"7", "year"=>"2016", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"86"}
  • {"month"=>"8", "year"=>"2016", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"107"}
  • {"month"=>"9", "year"=>"2016", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"106"}
  • {"month"=>"10", "year"=>"2016", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"90"}
  • {"month"=>"11", "year"=>"2016", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"106"}
  • {"month"=>"12", "year"=>"2016", "pdf_views"=>"31", "xml_views"=>"0", "html_views"=>"118"}
  • {"month"=>"1", "year"=>"2017", "pdf_views"=>"37", "xml_views"=>"1", "html_views"=>"105"}
  • {"month"=>"2", "year"=>"2017", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"111"}
  • {"month"=>"3", "year"=>"2017", "pdf_views"=>"20", "xml_views"=>"0", "html_views"=>"127"}
  • {"month"=>"4", "year"=>"2017", "pdf_views"=>"35", "xml_views"=>"0", "html_views"=>"122"}
  • {"month"=>"5", "year"=>"2017", "pdf_views"=>"13", "xml_views"=>"1", "html_views"=>"105"}
  • {"month"=>"6", "year"=>"2017", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"111"}
  • {"month"=>"7", "year"=>"2017", "pdf_views"=>"28", "xml_views"=>"2", "html_views"=>"115"}
  • {"month"=>"8", "year"=>"2017", "pdf_views"=>"21", "xml_views"=>"1", "html_views"=>"134"}
  • {"month"=>"9", "year"=>"2017", "pdf_views"=>"17", "xml_views"=>"1", "html_views"=>"183"}
  • {"month"=>"10", "year"=>"2017", "pdf_views"=>"22", "xml_views"=>"3", "html_views"=>"171"}
  • {"month"=>"11", "year"=>"2017", "pdf_views"=>"20", "xml_views"=>"1", "html_views"=>"230"}
  • {"month"=>"12", "year"=>"2017", "pdf_views"=>"17", "xml_views"=>"1", "html_views"=>"207"}
  • {"month"=>"1", "year"=>"2018", "pdf_views"=>"44", "xml_views"=>"0", "html_views"=>"124"}
  • {"month"=>"2", "year"=>"2018", "pdf_views"=>"20", "xml_views"=>"0", "html_views"=>"78"}
  • {"month"=>"3", "year"=>"2018", "pdf_views"=>"27", "xml_views"=>"1", "html_views"=>"99"}
  • {"month"=>"4", "year"=>"2018", "pdf_views"=>"24", "xml_views"=>"0", "html_views"=>"120"}
  • {"month"=>"5", "year"=>"2018", "pdf_views"=>"35", "xml_views"=>"0", "html_views"=>"94"}
  • {"month"=>"6", "year"=>"2018", "pdf_views"=>"29", "xml_views"=>"2", "html_views"=>"99"}
  • {"month"=>"7", "year"=>"2018", "pdf_views"=>"22", "xml_views"=>"5", "html_views"=>"76"}
  • {"month"=>"8", "year"=>"2018", "pdf_views"=>"21", "xml_views"=>"2", "html_views"=>"74"}
  • {"month"=>"9", "year"=>"2018", "pdf_views"=>"47", "xml_views"=>"3", "html_views"=>"90"}
  • {"month"=>"10", "year"=>"2018", "pdf_views"=>"52", "xml_views"=>"1", "html_views"=>"74"}
  • {"month"=>"11", "year"=>"2018", "pdf_views"=>"35", "xml_views"=>"0", "html_views"=>"85"}
  • {"month"=>"12", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"64"}
  • {"month"=>"1", "year"=>"2019", "pdf_views"=>"27", "xml_views"=>"0", "html_views"=>"84"}
  • {"month"=>"2", "year"=>"2019", "pdf_views"=>"26", "xml_views"=>"0", "html_views"=>"66"}
  • {"month"=>"3", "year"=>"2019", "pdf_views"=>"22", "xml_views"=>"0", "html_views"=>"70"}
  • {"month"=>"4", "year"=>"2019", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"47"}
  • {"month"=>"5", "year"=>"2019", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"67"}
  • {"month"=>"6", "year"=>"2019", "pdf_views"=>"27", "xml_views"=>"0", "html_views"=>"115"}
  • {"month"=>"7", "year"=>"2019", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"90"}
  • {"month"=>"8", "year"=>"2019", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"69"}
  • {"month"=>"9", "year"=>"2019", "pdf_views"=>"24", "xml_views"=>"1", "html_views"=>"104"}
  • {"month"=>"10", "year"=>"2019", "pdf_views"=>"24", "xml_views"=>"0", "html_views"=>"48"}

Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/594558"], "description"=>"<p>Examples of CEN and MCC for different confusion matrices.</p>", "links"=>[], "tags"=>["cen", "mcc"], "article_id"=>265050, "categories"=>["Information And Computing Sciences", "Mathematics", "Biological Sciences"], "users"=>["Giuseppe Jurman", "Samantha Riccadonna", "Cesare Furlanello"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0041882.g001", "stats"=>{"downloads"=>1, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Examples_of_CEN_and_MCC_for_different_confusion_matrices_/265050", "title"=>"Examples of CEN and MCC for different confusion matrices.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 01:05:58"}
  • {"files"=>["https://ndownloader.figshare.com/files/594776"], "description"=>"<p>Gray vertical lines correspond to the examples provided in <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0041882#pone-0041882-g001\" target=\"_blank\">Fig. 1</a>, Box 4.</p>", "links"=>[], "tags"=>["describing", "cen", "mcc", "matrix"], "article_id"=>265259, "categories"=>["Information And Computing Sciences", "Mathematics", "Biological Sciences"], "users"=>["Giuseppe Jurman", "Samantha Riccadonna", "Cesare Furlanello"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0041882.g003", "stats"=>{"downloads"=>0, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Lines_describing_CEN_and_MCC_of_a_confusion_matrix_for_increasing_ratio_/265259", "title"=>"Lines describing CEN and MCC of a confusion matrix for increasing ratio .", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 01:07:13"}
  • {"files"=>["https://ndownloader.figshare.com/files/594927"], "description"=>"<p>Scatter plots of CEN versus MCC for all the confusion matrices of binary classification tasks with s = 5,10,50,75 samples and for the cumulative set of all 4 598 125 matrices with .</p>", "links"=>[], "tags"=>["plots", "cen", "mcc", "matrices", "binary", "classification", "tasks", "samples", "cumulative", "598", "125"], "article_id"=>265404, "categories"=>["Information And Computing Sciences", "Mathematics", "Biological Sciences"], "users"=>["Giuseppe Jurman", "Samantha Riccadonna", "Cesare Furlanello"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0041882.g004", "stats"=>{"downloads"=>0, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Scatter_plots_of_CEN_versus_MCC_for_all_the_confusion_matrices_of_binary_classification_tasks_with_s_5_10_50_75_samples_and_for_the_cumulative_set_of_all_4_598_125_matrices_with_/265404", "title"=>"Scatter plots of CEN versus MCC for all the confusion matrices of binary classification tasks with s = 5,10,50,75 samples and for the cumulative set of all 4 598 125 matrices with .", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 01:07:57"}
  • {"files"=>["https://ndownloader.figshare.com/files/594691"], "description"=>"<p>(a) and CEN versus tMCC (b) for 200 000 random confusion matrices of different dimensions.</p>", "links"=>[], "tags"=>["cen"], "article_id"=>265186, "categories"=>["Information And Computing Sciences", "Mathematics", "Biological Sciences"], "users"=>["Giuseppe Jurman", "Samantha Riccadonna", "Cesare Furlanello"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0041882.g002", "stats"=>{"downloads"=>1, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Dotplots_of_CEN_versus_MCC_/265186", "title"=>"Dotplots of CEN versus MCC.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 01:06:48"}

PMC Usage Stats | Further Information

  • {"unique-ip"=>"4", "full-text"=>"1", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"8"}
  • {"unique-ip"=>"13", "full-text"=>"13", "pdf"=>"5", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"9"}
  • {"unique-ip"=>"8", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"10"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"12"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"0", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"1"}
  • {"unique-ip"=>"3", "full-text"=>"4", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"3"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"2"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"4"}
  • {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"11"}
  • {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"5"}
  • {"unique-ip"=>"4", "full-text"=>"2", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"6"}
  • {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"7"}
  • {"unique-ip"=>"1", "full-text"=>"0", "pdf"=>"0", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"8"}
  • {"unique-ip"=>"4", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"9"}
  • {"unique-ip"=>"7", "full-text"=>"8", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"10"}
  • {"unique-ip"=>"11", "full-text"=>"13", "pdf"=>"3", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"11"}
  • {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"1", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"12"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"1"}
  • {"unique-ip"=>"9", "full-text"=>"11", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"2"}
  • {"unique-ip"=>"3", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"3"}
  • {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"5"}
  • {"unique-ip"=>"4", "full-text"=>"6", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"6"}
  • {"unique-ip"=>"4", "full-text"=>"6", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"4"}
  • {"unique-ip"=>"13", "full-text"=>"25", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"4"}
  • {"unique-ip"=>"12", "full-text"=>"13", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
  • {"unique-ip"=>"14", "full-text"=>"17", "pdf"=>"2", "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"=>"15", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
  • {"unique-ip"=>"16", "full-text"=>"21", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"3"}
  • {"unique-ip"=>"10", "full-text"=>"18", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"2"}
  • {"unique-ip"=>"10", "full-text"=>"11", "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"=>"17", "full-text"=>"18", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
  • {"unique-ip"=>"19", "full-text"=>"21", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"7"}
  • {"unique-ip"=>"6", "full-text"=>"1", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
  • {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2014", "month"=>"9"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"10"}
  • {"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"=>"2016", "month"=>"2"}
  • {"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"=>"2014", "month"=>"11"}
  • {"unique-ip"=>"9", "full-text"=>"8", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"12"}
  • {"unique-ip"=>"10", "full-text"=>"8", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
  • {"unique-ip"=>"15", "full-text"=>"13", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"15", "full-text"=>"18", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
  • {"unique-ip"=>"13", "full-text"=>"10", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
  • {"unique-ip"=>"18", "full-text"=>"18", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
  • {"unique-ip"=>"10", "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"=>"5"}
  • {"unique-ip"=>"15", "full-text"=>"18", "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"=>"13", "full-text"=>"14", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"16", "full-text"=>"21", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
  • {"unique-ip"=>"21", "full-text"=>"22", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"20", "full-text"=>"19", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"unique-ip"=>"27", "full-text"=>"27", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"17", "full-text"=>"16", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
  • {"unique-ip"=>"15", "full-text"=>"22", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"1"}
  • {"unique-ip"=>"15", "full-text"=>"17", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
  • {"unique-ip"=>"18", "full-text"=>"19", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
  • {"unique-ip"=>"14", "full-text"=>"16", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
  • {"unique-ip"=>"20", "full-text"=>"25", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"5"}
  • {"unique-ip"=>"14", "full-text"=>"15", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
  • {"unique-ip"=>"19", "full-text"=>"27", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
  • {"unique-ip"=>"22", "full-text"=>"28", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
  • {"unique-ip"=>"35", "full-text"=>"35", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
  • {"unique-ip"=>"21", "full-text"=>"22", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
  • {"unique-ip"=>"23", "full-text"=>"30", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
  • {"unique-ip"=>"18", "full-text"=>"23", "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"=>"30", "full-text"=>"32", "pdf"=>"6", "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"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"2"}
  • {"unique-ip"=>"29", "full-text"=>"31", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"29", "full-text"=>"53", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
  • {"unique-ip"=>"28", "full-text"=>"29", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"25", "full-text"=>"28", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"32", "full-text"=>"37", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"47", "full-text"=>"52", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
  • {"unique-ip"=>"27", "full-text"=>"27", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"23", "full-text"=>"26", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"23", "full-text"=>"23", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"27", "full-text"=>"28", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"14", "full-text"=>"15", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"18", "full-text"=>"21", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"20", "full-text"=>"21", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"14", "full-text"=>"15", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"19", "full-text"=>"18", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
  • {"unique-ip"=>"34", "full-text"=>"37", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
  • {"unique-ip"=>"40", "full-text"=>"42", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}

Relative Metric

{"start_date"=>"2012-01-01T00:00:00Z", "end_date"=>"2012-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences/Psychology", "average_usage"=>[328, 561, 679, 772, 852, 944, 1035, 1122, 1197, 1277, 1354, 1416, 1479, 1549, 1615, 1679, 1740, 1807, 1870, 1937, 1996, 2059, 2118, 2179, 2244]}, {"subject_area"=>"/Computer and information sciences", "average_usage"=>[352, 587, 696, 809, 901, 989, 1072, 1156, 1257, 1334, 1422, 1486, 1555, 1647, 1714, 1780, 1844, 1919, 1997, 2051, 2138, 2198, 2267, 2324, 2391]}, {"subject_area"=>"/Physical sciences", "average_usage"=>[304, 506, 616, 712, 799, 879, 968, 1052, 1134, 1212, 1284, 1357, 1427, 1494, 1557, 1621, 1689, 1756, 1823, 1883, 1944, 1997, 2056, 2118, 2171]}, {"subject_area"=>"/Physical sciences/Mathematics", "average_usage"=>[325, 522, 627, 718, 804, 884, 969, 1052, 1131, 1207, 1277, 1346, 1415, 1478, 1542, 1605, 1663, 1723, 1776, 1839, 1895, 1955, 2008, 2066, 2123]}, {"subject_area"=>"/Social sciences", "average_usage"=>[354, 585, 710, 810, 904, 998, 1090, 1181, 1268, 1361, 1435, 1525, 1594, 1657, 1731, 1813, 1878, 1948, 2016, 2094, 2158, 2219, 2294, 2347, 2410]}, {"subject_area"=>"/Social sciences/Psychology", "average_usage"=>[336, 562, 679, 770, 848, 938, 1036, 1125, 1198, 1287, 1364, 1425, 1488, 1556, 1618, 1687, 1756, 1817, 1879, 1943, 2011, 2065, 2118, 2186, 2243]}]}
Loading … Spinner
There are currently no alerts