DNA Data Visualization (DDV): Software for Generating Web-Based Interfaces Supporting Navigation and Analysis of DNA Sequence Data of Entire Genomes
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{"title"=>"DNA data visualization (DDV): Software for generating web-based interfaces supporting navigation and analysis of DNA sequence data of entire genomes", "type"=>"journal", "authors"=>[{"first_name"=>"Tomasz", "last_name"=>"Neugebauer", "scopus_author_id"=>"26422431200"}, {"first_name"=>"Eric", "last_name"=>"Bordeleau", "scopus_author_id"=>"35621494100"}, {"first_name"=>"Vincent", "last_name"=>"Burrus", "scopus_author_id"=>"6603399600"}, {"first_name"=>"Ryszard", "last_name"=>"Brzezinski", "scopus_author_id"=>"7005724924"}], "year"=>2015, "source"=>"PLoS ONE", "identifiers"=>{"pui"=>"607884475", "pmid"=>"26636979", "issn"=>"19326203", "doi"=>"10.1371/journal.pone.0143615", "scopus"=>"2-s2.0-84955460032", "sgr"=>"84955460032"}, "id"=>"1d454ac1-962d-3430-a72f-884fa3b0ac06", "abstract"=>"Data visualization methods are necessary during the exploration and analysis activities of an increasingly data-intensive scientific process. There are few existing visualization methods for raw nucleotide sequences of a whole genome or chromosome. Software for data visualization should allow the researchers to create accessible data visualization interfaces that can be exported and shared with others on the web. Herein, novel software developed for generating DNA data visualization interfaces is described. The software converts DNA data sets into images that are further processed as multi-scale images to be accessed through a web-based interface that supports zooming, panning and sequence fragment selection. Nucleotide composition frequencies and GC skew of a selected sequence segment can be obtained through the interface. The software was used to generate DNA data visualization of human and bacterial chromosomes. Examples of visually detectable features such as short and long direct repeats, long terminal repeats, mobile genetic elements, heterochromatic segments in microbial and human chromosomes, are presented. The software and its source code are available for download and further development. The visualization interfaces generated with the software allow for the immediate identification and observation of several types of sequence patterns in genomes of various sizes and origins. The visualization interfaces generated with the software are readily accessible through a web browser. This software is a useful research and teaching tool for genetics and structural genomics.", "link"=>"http://www.mendeley.com/research/dna-data-visualization-ddv-software-generating-webbased-interfaces-supporting-navigation-analysis-dn", "reader_count"=>6, "reader_count_by_academic_status"=>{"Researcher"=>3, "Student > Ph. D. Student"=>2, "Student > Bachelor"=>1}, "reader_count_by_user_role"=>{"Researcher"=>3, "Student > Ph. D. Student"=>2, "Student > Bachelor"=>1}, "reader_count_by_subject_area"=>{"Engineering"=>2, "Biochemistry, Genetics and Molecular Biology"=>2, "Agricultural and Biological Sciences"=>1, "Linguistics"=>1}, "reader_count_by_subdiscipline"=>{"Engineering"=>{"Engineering"=>2}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>1}, "Linguistics"=>{"Linguistics"=>1}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>2}}, "reader_count_by_country"=>{"Japan"=>1}, "group_count"=>0}

Scopus | Further Information

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Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/4310179"], "description"=>"<p>Segments corresponding to the seven known conjugative transposons are indicated by brackets. 1: CTn1; 2: CTn2; 3: CTn3, also known as Tn<i>5397</i>; 4: CTn 4; 5: CTn5; 6: CTn6; 7:CTn7.</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618880, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0143615.g009", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Visualization_of_the_Clostridium_difficile_630_chromosome_GenBank_NC_009089_/1618880", "title"=>"Visualization of the <i>Clostridium difficile</i> 630 chromosome [GenBank: NC_009089].", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-04 16:04:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/4310182"], "description"=>"<p>The region comprising transposons Tn<i>6104</i>, Tn<i>6105</i> and Tn<i>6106</i> is indicated by brackets. The two first corresponding RNA gene clusters are indicated by arrows for both strains.</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618882, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0143615.g010", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Comparison_of_the_chromosomes_of_Clostridium_difficile_strains_CD196_GenBank_NC_013315_and_R20291_GenBank_NC_013316_/1618882", "title"=>"Comparison of the chromosomes of <i>Clostridium difficile</i> strains CD196 [GenBank: NC_013315] and R20291 [GenBank: NC_013316].", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-04 16:04:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/4310185"], "description"=>"<p>The scale represents a segment of 20 nucleotides. A: microsatellite consisting of CA repeats (nucleotide coordinates 6565371–6566350); B: GGAAT tandem repeats, also known as DNA satellite III (7259491–7260680); C: imperfect [TCTA][TCTG] 4bp repeat in the D21S11 locus included in CODIS database (19181961–19182170). D: 171-base pairs repeat, also known as alphoid DNA satellite or α-satellite (7265231–7269080).</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618885, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0143615.g011", "stats"=>{"downloads"=>1, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Examples_of_visualizations_of_tandem_repeats_in_human_chromosome_21_GenBank_NC_000021_9_/1618885", "title"=>"Examples of visualizations of tandem repeats in human chromosome 21 [GenBank: NC_000021.9].", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-04 16:04:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/4443574"], "description"=>"<p>Source data files used to generate visualizations presented in Figs <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0143615#pone.0143615.g004\" target=\"_blank\">4</a> and <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0143615#pone.0143615.g006\" target=\"_blank\">6</a>–<a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0143615#pone.0143615.g011\" target=\"_blank\">11</a>, along with URLs of the corresponding generated visualizations.</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618887, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0143615.t001"], "stats"=>{"downloads"=>0, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Source_data_files_used_to_generate_visualizations_presented_in_Figs_4_and_6_11_along_with_URLs_of_the_corresponding_generated_visualizations_/1618887", "title"=>"Source data files used to generate visualizations presented in Figs 4 and 6–11, along with URLs of the corresponding generated visualizations.", "pos_in_sequence"=>0, "defined_type"=>4, "published_date"=>"2015-12-04 16:04:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/4310137"], "description"=>"<p>A source PNG image is generated to represent FASTA sequences. These source PNG images are then processed, including the creation of a Deep Zoom image pyramid. The resultant visualized interface includes scripts that compute nucleotide composition density and generate a GC skew graph.</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618869, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0143615.g001", "stats"=>{"downloads"=>0, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Summary_of_the_visualization_method_/1618869", "title"=>"Summary of the visualization method.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-04 16:04:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/4310146"], "description"=>"<p>User downloads/selects FASTA data file, selects the image height, and generates the source PNG image. The final step is to click on “Process Image with Deep Zoom” to complete the generation of a visualization interface for this dataset.</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618870, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0143615.g002", "stats"=>{"downloads"=>0, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Screenshot_of_DNA_Data_Visualization_generator_DDV_after_it_generates_the_source_PNG_for_Frankia_sp_CcI3_chromosome_GenBank_NC_007777_/1618870", "title"=>"Screenshot of DNA Data Visualization generator (DDV) after it generates the source PNG for Frankia sp. CcI3 chromosome [GenBank: NC_007777].", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-04 16:04:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/4310152"], "description"=>"<p>Each nucleotide is 2px X 2px, with 70 nucleotides per line. The height (iHeight) is set to 3000 px for bacterial genomes, and the value can be increased for larger data sets. The total width (iWidth) depends on length of the data. Each visualization column is separated by 4px of grey padding.</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618871, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0143615.g003", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Source_PNG_image_design_/1618871", "title"=>"Source PNG image design.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-04 16:04:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/4310158"], "description"=>"<p>Screenshot taken after computing nucleotide density for the whole sequence, zooming in, generating GC-Skew plot for the sequence, and selecting a sequence fragment at bp 2882288. The interface includes a scale bar (bottom left of Deep Zoom viewer) shown in bp units, and a viewport navigator (top right of Deep Zoom viewer) that shows zoom position and can also be used for panning.</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618872, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0143615.g004", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Screenshot_of_generated_interface_for_visualized_data_set_Frankia_sp_CcI3_genome_GenBank_NC_007777_5433628_bp_/1618872", "title"=>"Screenshot of generated interface for visualized data set: <i>Frankia</i> sp. CcI3 genome [GenBank:NC_007777], 5433628 bp.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-04 16:04:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/4310161"], "description"=>"<p>DDV is a C# application that generates sequence specific files for each DNA dataset, as well as the shared CSS, JavaScript, and PHP files in the output folder. The included civetweb serves the PHP files when the user is viewing the visualized interface on a local PC.</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618874, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0143615.g005", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_DDV_generator_dependencies_and_visualized_DNA_Data_interface_files_/1618874", "title"=>"DDV generator dependencies and visualized DNA Data interface files.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-04 16:04:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/4310164"], "description"=>"<p>A) Whole linear chromosome of 910724 bp; B) enlargement of the segment surrounding the origin of replication (localized between coordinates 458036 and 458227). Arrows indicate the distance from the beginning of the chromosome sequence.</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618876, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0143615.g006", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Visualization_of_the_major_linear_chromosome_of_Borrelia_burgdorferi_B31_GenBank_NC_001318_/1618876", "title"=>"Visualization of the major linear chromosome of <i>Borrelia burgdorferi</i> B31 [GenBank: NC_001318].", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-04 16:04:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/4310167"], "description"=>"<p>Zoomed-in fragments of the visualization of the <i>Streptomyces coelicolor</i> A3(2) [GenBank: NC_003888] linear chromosome showing the <i>rrnB</i> and <i>rrnA</i> ribosomal gene clusters (coordinates 1916451 to 1921599 and 4530650 to 4535576). Arrows indicate the limits of each cluster. Empty arrows indicate the direction of chromosomal DNA replication fork movement and the direction of rRNA genes transcription.</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618878, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0143615.g007", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Ribosomal_RNA_gene_clusters_/1618878", "title"=>"Ribosomal RNA gene clusters.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-04 16:04:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/4310176"], "description"=>"<p>The segments are parts of the 33.3 kb LTIRs of this genome. A: image of the left end of the chromosome; B: 180°-rotated image of the right end of the chromosome.</p>", "links"=>[], "tags"=>["DNA data visualization interfaces", "GC", "DNA Data Visualization", "DDV", "data visualization interfaces", "DNA Sequence Data", "Nucleotide composition frequencies", "software converts DNA data sets", "DNA data visualization", "sequence fragment selection", "chromosome", "Entire Genomes Data visualization methods", "visualization interfaces"], "article_id"=>1618879, "categories"=>["Biochemistry", "Microbiology", "Genetics", "Biotechnology", "Biological Sciences not elsewhere classified", "Information Systems not elsewhere classified", "Cancer", "Infectious Diseases"], "users"=>["Tomasz Neugebauer", "Eric Bordeleau", "Vincent Burrus", "Ryszard Brzezinski"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0143615.g008", "stats"=>{"downloads"=>0, "page_views"=>0, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Visualization_of_the_16_5_kb_terminal_segments_of_the_Streptomyces_davawensis_JCM_4913_chromosome_GenBank_HE971709_/1618879", "title"=>"Visualization of the 16.5 kb-terminal segments of the <i>Streptomyces davawensis</i> JCM 4913 chromosome [GenBank: HE971709].", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-04 16:04:26"}

PMC Usage Stats | Further Information

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  • {"unique-ip"=>"27", "full-text"=>"30", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"8"}
  • {"unique-ip"=>"32", "full-text"=>"32", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"9"}
  • {"unique-ip"=>"22", "full-text"=>"24", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}
  • {"unique-ip"=>"26", "full-text"=>"32", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"11"}
  • {"unique-ip"=>"19", "full-text"=>"23", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"12"}
  • {"unique-ip"=>"15", "full-text"=>"16", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2021", "month"=>"1"}

Relative Metric

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