Spatial and Temporal Characteristics of Pastoral Mobility in the Far North Region, Cameroon: Data Analysis and Modeling
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{"title"=>"Spatial and Temporal Characteristics of Pastoral Mobility in the Far North Region, Cameroon: Data Analysis and Modeling", "type"=>"journal", "authors"=>[{"first_name"=>"Ningchuan", "last_name"=>"Xiao", "scopus_author_id"=>"7006517690"}, {"first_name"=>"Shanshan", "last_name"=>"Cai", "scopus_author_id"=>"57194154066"}, {"first_name"=>"Mark", "last_name"=>"Moritz", "scopus_author_id"=>"36054645200"}, {"first_name"=>"Rebecca", "last_name"=>"Garabed", "scopus_author_id"=>"23090721600"}, {"first_name"=>"Laura W.", "last_name"=>"Pomeroy", "scopus_author_id"=>"36764839800"}], "year"=>2015, "source"=>"PloS one", "identifiers"=>{"pui"=>"615686228", "sgr"=>"85018232805", "issn"=>"19326203", "pmid"=>"26151750", "scopus"=>"2-s2.0-85018232805", "doi"=>"10.1371/journal.pone.0131697", "isbn"=>"10.1371/journal.pone.0131697"}, "id"=>"97c1b5c6-d120-3beb-86a2-7b82b8972da9", "abstract"=>"Modeling the movements of humans and animals is critical to understanding the transmission of infectious diseases in complex social and ecological systems. In this paper, we focus on the movements of pastoralists in the Far North Region of Cameroon, who follow an annual transhumance by moving between rainy and dry season pastures. Describing, summarizing, and modeling the transhumance movements in the region are important steps for understanding the role these movements may play in the transmission of infectious diseases affecting humans and animals. We collected data on this transhumance system for four years using a combination of surveys and GPS mapping. An analysis on the spatial and temporal characteristics of pastoral mobility suggests four transhumance modes, each with its own properties. Modes M1 and M2 represent the type of transhumance movements where pastoralists settle in a campsite for a relatively long period of time (≥20 days) and then move around the area without specific directions within a seasonal grazing area. Modes M3 and M4 on the other hand are the situations when pastoralists stay in a campsite for a relatively short period of time (<20 days) when moving between seasonal grazing areas. These four modes are used to develop a spatial-temporal mobility (STM) model that can be used to estimate the probability of a mobile pastoralist residing at a location at any time. We compare the STM model with two reference models and the experiments suggest that the STM model can effectively capture and predict the space-time dynamics of pastoral mobility in our study area.", "link"=>"http://www.mendeley.com/research/spatial-temporal-characteristics-pastoral-mobility-far-north-region-cameroon-data-analysis-modeling", "reader_count"=>22, "reader_count_by_academic_status"=>{"Unspecified"=>1, "Professor > Associate Professor"=>1, "Student > Doctoral Student"=>3, "Researcher"=>5, "Student > Ph. D. Student"=>4, "Student > Postgraduate"=>1, "Student > Master"=>3, "Student > Bachelor"=>2, "Lecturer"=>1, "Professor"=>1}, "reader_count_by_user_role"=>{"Unspecified"=>1, "Professor > Associate Professor"=>1, "Student > Doctoral Student"=>3, "Researcher"=>5, "Student > Ph. D. Student"=>4, "Student > Postgraduate"=>1, "Student > Master"=>3, "Student > Bachelor"=>2, "Lecturer"=>1, "Professor"=>1}, "reader_count_by_subject_area"=>{"Unspecified"=>2, "Environmental Science"=>4, "Medicine and Dentistry"=>1, "Agricultural and Biological Sciences"=>6, "Veterinary Science and Veterinary Medicine"=>2, "Psychology"=>1, "Social Sciences"=>2, "Computer Science"=>3, "Earth and Planetary Sciences"=>1}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>1}, "Social Sciences"=>{"Social Sciences"=>2}, "Psychology"=>{"Psychology"=>1}, "Earth and Planetary Sciences"=>{"Earth and Planetary Sciences"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>6}, "Computer Science"=>{"Computer Science"=>3}, "Unspecified"=>{"Unspecified"=>2}, "Environmental Science"=>{"Environmental Science"=>4}, "Veterinary Science and Veterinary Medicine"=>{"Veterinary Science and Veterinary Medicine"=>2}}, "reader_count_by_country"=>{"Finland"=>1, "Malaysia"=>1}, "group_count"=>0}

Scopus | Further Information

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Figshare

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  • {"files"=>["https://ndownloader.figshare.com/files/2166384"], "description"=>"<p>The numbers in bold indicate the best measure among the three models for each year.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476524, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.t003", "stats"=>{"downloads"=>2, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_mean_difference_in_the_closeness_measure_between_the_simulations_and_the_data_for_the_year_/1476524", "title"=>"The mean difference in the closeness measure between the simulations and the data for the year.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166381"], "description"=>"<p>The dots represent the locations of the pastoralists in the survey data. Pastoralist groups 1 through 3 are represented in the left, center, and right maps, respectively. For each group, only one example of the 100 simulations is shown.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476521, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.g013", "stats"=>{"downloads"=>0, "page_views"=>4, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_convex_hulls_of_the_data_shaded_and_of_simulation_results_for_year_2007_8211_2008_/1476521", "title"=>"The convex hulls of the data (shaded) and of simulation results for year 2007–2008.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166363"], "description"=>"<p>A kernel of 5 km is used. The dots are the locations over the four years of the transhumance data.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476506, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.g006", "stats"=>{"downloads"=>0, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_kernel_density_of_the_camps_during_the_hot_dry_season_/1476506", "title"=>"The kernel density of the camps during the hot dry season.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166379"], "description"=>"<p>Daily mean moving distance obtained from the 2007–2008 data and 100 simulations using STM, KRN, and MVN.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476519, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.g012", "stats"=>{"downloads"=>0, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Daily_mean_moving_distance_obtained_from_the_2007_8211_2008_data_and_100_simulations_using_STM_KRN_and_MVN_/1476519", "title"=>"Daily mean moving distance obtained from the 2007–2008 data and 100 simulations using STM, KRN, and MVN.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166377"], "description"=>"<p>Daily mean closeness between pastoralists obtained from the 2007–2008 data and 100 simulations using STM, KRN, and MVN.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476518, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.g011", "stats"=>{"downloads"=>0, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Daily_mean_closeness_between_pastoralists_obtained_from_the_2007_8211_2008_data_and_100_simulations_using_STM_KRN_and_MVN_/1476518", "title"=>"Daily mean closeness between pastoralists obtained from the 2007–2008 data and 100 simulations using STM, KRN, and MVN.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166395", "https://ndownloader.figshare.com/files/2166396", "https://ndownloader.figshare.com/files/2166397", "https://ndownloader.figshare.com/files/2166398", "https://ndownloader.figshare.com/files/2166399"], "description"=>"<div><p>Modeling the movements of humans and animals is critical to understanding the transmission of infectious diseases in complex social and ecological systems. In this paper, we focus on the movements of pastoralists in the Far North Region of Cameroon, who follow an annual transhumance by moving between rainy and dry season pastures. Describing, summarizing, and modeling the transhumance movements in the region are important steps for understanding the role these movements may play in the transmission of infectious diseases affecting humans and animals. We collected data on this transhumance system for four years using a combination of surveys and GPS mapping. An analysis on the spatial and temporal characteristics of pastoral mobility suggests four transhumance modes, each with its own properties. Modes M1 and M2 represent the type of transhumance movements where pastoralists settle in a campsite for a relatively long period of time (≥20 days) and then move around the area without specific directions within a seasonal grazing area. Modes M3 and M4 on the other hand are the situations when pastoralists stay in a campsite for a relatively short period of time (<20 days) when moving between seasonal grazing areas. These four modes are used to develop a spatial-temporal mobility (STM) model that can be used to estimate the probability of a mobile pastoralist residing at a location at any time. We compare the STM model with two reference models and the experiments suggest that the STM model can effectively capture and predict the space-time dynamics of pastoral mobility in our study area.</p></div>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476535, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0131697.s001", "https://dx.doi.org/10.1371/journal.pone.0131697.s002", "https://dx.doi.org/10.1371/journal.pone.0131697.s003", "https://dx.doi.org/10.1371/journal.pone.0131697.s004", "https://dx.doi.org/10.1371/journal.pone.0131697.s005"], "stats"=>{"downloads"=>1, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Spatial_and_Temporal_Characteristics_of_Pastoral_Mobility_in_the_Far_North_Region_Cameroon_Data_Analysis_and_Modeling_/1476535", "title"=>"Spatial and Temporal Characteristics of Pastoral Mobility in the Far North Region, Cameroon: Data Analysis and Modeling", "pos_in_sequence"=>0, "defined_type"=>4, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166354"], "description"=>"<p>The map shows all the pastoralists in year 2007–2008. Circles represent campsite locations and consecutive sites are linked using straight lines. Large circles represent sojourn campsites (≥ 20 days). Here the seasons are the time when the pastoralists start the camp. The shaded area shaded is part of the Far North Region.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476497, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.g003", "stats"=>{"downloads"=>0, "page_views"=>4, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Transhumance_routes_and_seasonality_/1476497", "title"=>"Transhumance routes and seasonality.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166388"], "description"=>"<p>The numbers in bold indicate the best measure among the three models for each year. Italic numbers refer to the highest ratios in all models except KRN1. The rows marked as DATA show the overlapped convex hull ratio between the data of the year and that of year 2007–2008 for each group.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476528, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.t005", "stats"=>{"downloads"=>1, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_mean_difference_in_overlapped_convex_hull_ratio_between_the_simulations_and_the_data_for_the_year_/1476528", "title"=>"The mean difference in overlapped convex hull ratio between the simulations and the data for the year.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166386"], "description"=>"<p>The numbers in bold indicate the best measure among the three models for each year.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476526, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.t004", "stats"=>{"downloads"=>1, "page_views"=>9, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_mean_difference_in_the_moving_distance_measure_between_the_simulations_and_the_data_for_the_year_/1476526", "title"=>"The mean difference in the moving distance measure between the simulations and the data for the year.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166383"], "description"=>"<p>*Dates are continuously numbered with day 1 starting on August 16.</p><p>Transhumance modes.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476523, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.t001", "stats"=>{"downloads"=>1, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Transhumance_modes_/1476523", "title"=>"Transhumance modes.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166365"], "description"=>"<p>Each curve represents the probability of a particular day being in a specific transhumance mode. The horizontal axis indicates the days in a year starting on August 16.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476508, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.g007", "stats"=>{"downloads"=>0, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Results_of_fitting_the_temporal_models_/1476508", "title"=>"Results of fitting the temporal models.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166359"], "description"=>"<p>Transhumance modes for pastoralists in groups 1 and 2 (A) and group 3 (B).</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476503, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.g005", "stats"=>{"downloads"=>0, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Transhumance_modes_for_pastoralists_in_groups_1_and_2_A_and_group_3_B_/1476503", "title"=>"Transhumance modes for pastoralists in groups 1 and 2 (A) and group 3 (B).", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166351"], "description"=>"<p>The dashed vertical line indicates the stay of 20 days.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476494, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.g002", "stats"=>{"downloads"=>0, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Cumulative_distributions_of_the_days_of_stay_/1476494", "title"=>"Cumulative distributions of the days of stay.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166355"], "description"=>"<p>Three groups of transhumance routes.</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476498, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.g004", "stats"=>{"downloads"=>0, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Three_groups_of_transhumance_routes_/1476498", "title"=>"Three groups of transhumance routes.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-07-07 02:58:03"}
  • {"files"=>["https://ndownloader.figshare.com/files/2166368"], "description"=>"<p>Each contour encloses an area where <i>F</i>(<i>x</i><sub><i>t</i></sub> = <i>x</i>) ≥ 95%. Each map shows the result after overlaying the contours of every 5 days throughout the year. Groups 1, 2, and 3 are represented in the figures from left to the right. Each map shows the results from three bandwidths: 1 km (light grey solid lines), 5 km (colored solid lines), and 20 km (dashed light grey lines).</p>", "links"=>[], "tags"=>["cameroon", "gps", "understanding", "mobility", "pastoralist", "modeling", "campsite", "STM model", "Far North Region", "Modes M 1", "Modes M 3", "transhumance movements"], "article_id"=>1476511, "categories"=>["Uncategorised"], "users"=>["Ningchuan Xiao", "Shanshan Cai", "Mark Moritz", "Rebecca Garabed", "Laura W. Pomeroy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0131697.g009", "stats"=>{"downloads"=>0, "page_views"=>9, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Results_from_the_KRN_model_/1476511", "title"=>"Results from the KRN model.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-07-07 02:58:03"}

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  • {"unique-ip"=>"18", "full-text"=>"14", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"19", "full-text"=>"21", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
  • {"unique-ip"=>"13", "full-text"=>"15", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"10", "full-text"=>"8", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"14", "full-text"=>"11", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"9", "full-text"=>"10", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"9", "full-text"=>"8", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"7", "full-text"=>"8", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"26", "full-text"=>"37", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"13", "full-text"=>"15", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"10", "full-text"=>"11", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
  • {"unique-ip"=>"12", "full-text"=>"16", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
  • {"unique-ip"=>"21", "full-text"=>"20", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
  • {"unique-ip"=>"23", "full-text"=>"27", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}
  • {"unique-ip"=>"17", "full-text"=>"17", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"12"}

Relative Metric

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