Population Structure and Eigenanalysis
- Publication Date
- December 22, 2006
- Journal
- PLOS Genetics
- Authors
- Nick Patterson, Alkes L Price & David Reich
- Volume
- 2
- Issue
- 12
- Pages
- e190
- DOI
- https://dx.plos.org/10.1371/journal.pgen.0020190
- Publisher URL
- http://journals.plos.org/plosgenetics/article?id=10.1371%2Fjournal.pgen.0020190
- PubMed
- http://www.ncbi.nlm.nih.gov/pubmed/17194218
- PubMed Central
- http://www.ncbi.nlm.nih.gov/pmc/articles/PMC1713260
- Europe PMC
- http://europepmc.org/abstract/MED/17194218
- Web of Science
- 000243482100012
- Scopus
- 33846006923
- Mendeley
- http://www.mendeley.com/research/population-structure-eigenanalysis
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CiteULike | Further Information
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Mendeley | Further Information
{"title"=>"Population structure and eigenanalysis", "type"=>"journal", "authors"=>[{"first_name"=>"Nick", "last_name"=>"Patterson", "scopus_author_id"=>"7006515330"}, {"first_name"=>"Alkes L.", "last_name"=>"Price", "scopus_author_id"=>"57199322743"}, {"first_name"=>"David", "last_name"=>"Reich", "scopus_author_id"=>"7102313000"}], "year"=>2006, "source"=>"PLoS Genetics", "identifiers"=>{"doi"=>"10.1371/journal.pgen.0020190", "sgr"=>"33846006923", "issn"=>"15537390", "pui"=>"46045188", "isbn"=>"1553-7404 (Electronic)", "pmid"=>"17194218", "scopus"=>"2-s2.0-33846006923"}, "id"=>"666ace9a-ce9b-3ba3-a532-b1cc76c244a4", "abstract"=>"Current methods for inferring population structure from genetic data do not provide formal significance tests for population differentiation. We discuss an approach to studying population structure (principal components analysis) that was first applied to genetic data by Cavalli-Sforza and colleagues. We place the method on a solid statistical footing, using results from modern statistics to develop formal significance tests. We also uncover a general “phase change” phenomenon about the ability to detect structure in genetic data, which emerges from the statistical theory we use, and has an important implication for the ability to discover structure in genetic data: for a fixed but large dataset size, divergence between two populations (as measured, for example, by a statistic like FST) below a threshold is essentially undetectable, but a little above threshold, detection will be easy. This means that we can predict the dataset size needed to detect structure.", "link"=>"http://www.mendeley.com/research/population-structure-eigenanalysis", "reader_count"=>1822, "reader_count_by_academic_status"=>{"Unspecified"=>32, "Professor > Associate Professor"=>134, "Librarian"=>3, "Student > Doctoral Student"=>78, "Researcher"=>517, "Student > Ph. D. 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Scopus | Further Information
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Journal Comments | Further Information
- {"type"=>"COMMENT", "annotationUri"=>"info:doi/10.1371/annotation/2207554a-e1dc-4153-939a-e2ac3d4f4e04", "title"=>"Reference error", "body"=>"I noticed that the reference on page e190 \"Rosenberg et al. [29] give a detailed discussion of the issue,\" does not refer to a Rosenberg paper. I believe the intended reference is 41. Are the other references correct?", "isRemoved"=>false, "created"=>"2010-07-29T21:49:37Z", "lastModified"=>"2010-07-29T21:49:37Z", "creator"=>{"userId"=>"77673"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pgen.0020190", "state"=>"published", "journals"=>{"PLoSGenetics"=>{"journalKey"=>"PLoSGenetics", "eIssn"=>"1553-7404", "title"=>"PLOS Genetics"}}}, "replyTreeSize"=>0, "mostRecentActivity"=>"2010-07-29T21:49:37Z", "replies"=>[]}
- {"type"=>"COMMENT", "annotationUri"=>"info:doi/10.1371/annotation/99b569f9-5da6-4cfb-bcd6-2f5ea0bb8d66", "title"=>"Reference Error", "body"=>"In this sentence, the reference given as [29] should be [31]. The correct reference is :- Rosenberg N, Mahajan S, Ramachandran S, Zhao C, Pritchard J, et al. (2005) Clines, clusters, and the effect of study design on the inference of human population structure. PLoS Genet 1 (6): e70.", "highlightedText"=>"''Rosenberg et al. [29] give a detailed discussion of the issue, and of the question of whether clines or clusters are a better description of human genetic variation.''\nhttp://plosgenetics.org/article/info:doi/10.1371/journal.pgen.0020190#article1.body1.sec3.p2", "isRemoved"=>false, "created"=>"2010-08-05T15:59:55Z", "lastModified"=>"2010-08-05T15:59:55Z", "creator"=>{"userId"=>"131543"}, "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pgen.0020190", "state"=>"published", "journals"=>{"PLoSGenetics"=>{"journalKey"=>"PLoSGenetics", "eIssn"=>"1553-7404", "title"=>"PLOS Genetics"}}}, "replyTreeSize"=>0, "mostRecentActivity"=>"2010-08-05T15:59:55Z", "replies"=>[]}
- {"id"=>"1050458736785944576", "text"=>"Population Structure and Eigenanalysis https://t.co/ahgQAiOEVY 2006 paper which says PCA \"within a few hours on dat… https://t.co/KcY9XOsev0", "created_at"=>"2018-10-11T18:50:54Z", "user"=>"razibkhan", "user_name"=>"Razib Khan", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1024097824793874432/UfhE5oX0_normal.jpg"}
- {"id"=>"1314186257757544448", "text"=>"@privefl @dccc_phd Nice work! Population structure with PCA has been studied quite a bit (https://t.co/iSjHRnHpc4… https://t.co/61FrpIgglc", "created_at"=>"2020-10-08T12:49:54Z", "user"=>"discretestates", "user_name"=>"RJ Nowling", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1279193584739237888/uQgXXALD_normal.jpg"}
- {"id"=>"1314197945428910080", "text"=>"RT @discretestates: @privefl @dccc_phd Nice work! Population structure with PCA has been studied quite a bit (https://t.co/iSjHRnHpc4) Th…", "created_at"=>"2020-10-08T13:36:21Z", "user"=>"dccc_phd", "user_name"=>"Damien C-C", "user_profile_image"=>"http://pbs.twimg.com/profile_images/466601448952717312/IDi2ej9-_normal.jpeg"}
- {"id"=>"1314279141387235333", "text"=>"RT @discretestates: @privefl @dccc_phd Nice work! Population structure with PCA has been studied quite a bit (https://t.co/iSjHRnHpc4) Th…", "created_at"=>"2020-10-08T18:59:00Z", "user"=>"resocios", "user_name"=>"JOSE MIGUEL (aka 'Salazar', 'Jeroboam')", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2684392312/13744b8b991b26d524ee5a45184015c2_normal.jpeg"}
- {"id"=>"332475661920923648", "text"=>"@TheAtavism this paper nicely makes the point about # markers vs inds you need for PCA/STRUCTURE http://t.co/L5D9Vy0A0j", "created_at"=>"2013-05-09T12:42:29Z", "user"=>"Graham_Coop", "user_name"=>"Graham Coop", "user_profile_image"=>"http://a0.twimg.com/profile_images/2427468315/Portugal_graham_small_normal.jpg"}
- {"id"=>"466658180181684224", "text"=>"@StuartJRitchie @amythewilliams @aylwyn_scally @Graham_Coop @edyong209 for genetics: http://t.co/9emy0xjulj", "created_at"=>"2014-05-14T19:15:54Z", "user"=>"razibkhan", "user_name"=>"Razib Khan", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1022247236/discprofile1_normal.jpg"}
- {"id"=>"523297899560443905", "text"=>"@jgschraiber @ProbFact Great article, too bad it really dive into the applications to biology, especially genetics\nhttp://t.co/cgWmNWs6O9", "created_at"=>"2014-10-18T02:21:56Z", "user"=>"ricky9487", "user_name"=>"Ricky Kwok", "user_profile_image"=>"http://pbs.twimg.com/profile_images/488394669328330752/fIGL1lWv_normal.jpeg"}
- {"id"=>"652123121193984001", "text"=>"Liu and Allison comment on http://t.co/oPiVdnbSPx in the PLOS Genetics Anniversary Collection #PLOSGen10 http://t.co/FGOkU1p1Cf", "created_at"=>"2015-10-08T14:07:22Z", "user"=>"PLOSGenetics", "user_name"=>"PLOS Genetics", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2435441933/pk712n4blw8kyf7yzqwc_normal.jpeg"}
- {"id"=>"652543534705192960", "text"=>"RT @PLOSGenetics: Liu and Allison comment on http://t.co/oPiVdnbSPx in the PLOS Genetics Anniversary Collection #PLOSGen10 http://t.co/FGOk…", "created_at"=>"2015-10-09T17:57:57Z", "user"=>"PLOS", "user_name"=>"PLOS", "user_profile_image"=>"http://pbs.twimg.com/profile_images/553318804122370048/0HTyc2Ot_normal.jpeg"}
- {"id"=>"652544286597193729", "text"=>"RT @PLOSGenetics: Liu and Allison comment on http://t.co/oPiVdnbSPx in the PLOS Genetics Anniversary Collection #PLOSGen10 http://t.co/FGOk…", "created_at"=>"2015-10-09T18:00:56Z", "user"=>"EricdeMarylebon", "user_name"=>"Eric de Marylebone", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2911581464/82cad31a04e6d3bd901251711b5228b6_normal.png"}
- {"id"=>"679413657701322752", "text"=>"If your big-data work in #bioinformatics requires understanding of PCA / Eigen-analysis, read this seminal paper https://t.co/7NpIXHXA23", "created_at"=>"2015-12-22T21:30:13Z", "user"=>"kritisen", "user_name"=>"Kriti Sen Sharma", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3334614702/4d847575f020706b88bbef168307aa92_normal.jpeg"}
- {"id"=>"684056818348195840", "text"=>"RT @kritisen: If your big-data work in #bioinformatics requires understanding of PCA / Eigen-analysis, read this seminal paper https://t.co…", "created_at"=>"2016-01-04T17:00:29Z", "user"=>"MattOldach", "user_name"=>"Matt.0", "user_profile_image"=>"http://pbs.twimg.com/profile_images/552979763174715392/90O9-0N-_normal.jpeg"}
- {"id"=>"688809664398495745", "text"=>"\"... Gaussian matrix entries, thus seemed likely to work well with large genetic biallelic data\" https://t.co/8l0ZmhZpcL #randommatrixtheory", "created_at"=>"2016-01-17T19:46:36Z", "user"=>"rickykwok_", "user_name"=>"Ricky Kwok", "user_profile_image"=>"http://pbs.twimg.com/profile_images/672602169254666240/5UI5K8BP_normal.jpg"}
- {"id"=>"730142374261727232", "text"=>"@MoonbeamMelly @SirSheehan @OccupyOakland @UCBerkeley yeah cuz yknow dat syince iz rayciss an sheeeeit https://t.co/gMfpsMdzxD", "created_at"=>"2016-05-10T21:08:02Z", "user"=>"truthbtruth2", "user_name"=>"Patrick Allen", "user_profile_image"=>"http://pbs.twimg.com/profile_images/727207935445594114/WvmrLSzR_normal.jpg"}
- {"id"=>"730662016738689025", "text"=>"??SSR?PCA????????????????????????????\n#t\nhttps://t.co/PR4N1kcMUN\nhttps://t.co/eqZ4cjteec https://t.co/jMHARqh3UF", "created_at"=>"2016-05-12T07:32:54Z", "user"=>"galaxy001", "user_name"=>"Yuuki Galaxy", "user_profile_image"=>"http://pbs.twimg.com/profile_images/282569497/avatar_normal.jpg"}
- {"id"=>"822290223413370881", "text"=>"14 of #230papers Population Structure and Eigenanalysis https://t.co/d1AR0QIM5Y", "created_at"=>"2017-01-20T03:50:41Z", "user"=>"statsgen", "user_name"=>"Emi Tanaka", "user_profile_image"=>"http://pbs.twimg.com/profile_images/720527123576963072/mgib9mtL_normal.jpg"}
- {"id"=>"883454545493471233", "text"=>"A favorite sentence from a favorite paper.\n\nhttps://t.co/TZ0CVQyZm1 https://t.co/k3XM266Mfl", "created_at"=>"2017-07-07T22:35:52Z", "user"=>"JedMSP", "user_name"=>"Jedidiah Carlson", "user_profile_image"=>"http://pbs.twimg.com/profile_images/858069861204979713/k8zWgE3r_normal.jpg"}
- {"id"=>"954564726016524288", "text"=>"Just storing a pointer: https://t.co/P6dLDzrDDs", "created_at"=>"2018-01-20T04:02:20Z", "user"=>"parresianz", "user_name"=>"Biswajit Banerjee", "user_profile_image"=>"http://pbs.twimg.com/profile_images/535965111010070529/xTd34ijy_normal.png"}
- {"id"=>"987541677807210496", "text"=>"@Spunkmire @LMLascaux lmao\n\nhttps://t.co/eDQfbc141W\n\nhttps://t.co/n8Go9NOvYF\n\nhttps://t.co/QqA56WtSBc… https://t.co/zEsU87w8n4", "created_at"=>"2018-04-21T04:00:58Z", "user"=>"DrthDharmakirti", "user_name"=>"Darth Dharmak?rti ????", "user_profile_image"=>"http://pbs.twimg.com/profile_images/664077078447288320/5hQ-CeEe_normal.jpg"}
Wikipedia | Further Information
- {"title"=>"Tracy–Widom distribution", "url"=>"http://en.wikipedia.org/wiki/Tracy–Widom_distribution", "timestamp"=>"2018-11-29T21:09:24Z"}
- {"title"=>"Mega2, the Manipulation Environment for Genetic Analysis", "url"=>"http://en.wikipedia.org/wiki/Mega2,_the_Manipulation_Environment_for_Genetic_Analysis", "timestamp"=>"2019-02-21T08:22:49Z"}
- {"title"=>"Human genetic clustering", "url"=>"http://en.wikipedia.org/wiki/Human_genetic_clustering", "timestamp"=>"2019-02-12T17:35:02Z"}
- {"title"=>"Race and genetics", "url"=>"http://en.wikipedia.org/wiki/Race_and_genetics", "timestamp"=>"2019-03-13T21:55:27Z"}
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- {"month"=>"3", "year"=>"2012", "pdf_views"=>"146", "xml_views"=>"2", "html_views"=>"519"}
- {"month"=>"4", "year"=>"2012", "pdf_views"=>"182", "xml_views"=>"2", "html_views"=>"507"}
- {"month"=>"5", "year"=>"2012", "pdf_views"=>"152", "xml_views"=>"2", "html_views"=>"571"}
- {"month"=>"6", "year"=>"2012", "pdf_views"=>"139", "xml_views"=>"4", "html_views"=>"528"}
- {"month"=>"7", "year"=>"2012", "pdf_views"=>"141", "xml_views"=>"4", "html_views"=>"523"}
- {"month"=>"8", "year"=>"2012", "pdf_views"=>"143", "xml_views"=>"9", "html_views"=>"544"}
- {"month"=>"9", "year"=>"2012", "pdf_views"=>"144", "xml_views"=>"0", "html_views"=>"552"}
- {"month"=>"10", "year"=>"2012", "pdf_views"=>"171", "xml_views"=>"3", "html_views"=>"678"}
- {"month"=>"11", "year"=>"2012", "pdf_views"=>"152", "xml_views"=>"1", "html_views"=>"636"}
- {"month"=>"12", "year"=>"2012", "pdf_views"=>"108", "xml_views"=>"2", "html_views"=>"519"}
- {"month"=>"1", "year"=>"2013", "pdf_views"=>"133", "xml_views"=>"5", "html_views"=>"653"}
- {"month"=>"2", "year"=>"2013", "pdf_views"=>"104", "xml_views"=>"2", "html_views"=>"851"}
- {"month"=>"3", "year"=>"2013", "pdf_views"=>"158", "xml_views"=>"1", "html_views"=>"822"}
- {"month"=>"4", "year"=>"2013", "pdf_views"=>"132", "xml_views"=>"0", "html_views"=>"837"}
- {"month"=>"5", "year"=>"2013", "pdf_views"=>"160", "xml_views"=>"0", "html_views"=>"949"}
- {"month"=>"6", "year"=>"2013", "pdf_views"=>"155", "xml_views"=>"2", "html_views"=>"699"}
- {"month"=>"7", "year"=>"2013", "pdf_views"=>"133", "xml_views"=>"0", "html_views"=>"654"}
- {"month"=>"8", "year"=>"2013", "pdf_views"=>"113", "xml_views"=>"3", "html_views"=>"515"}
- {"month"=>"9", "year"=>"2013", "pdf_views"=>"108", "xml_views"=>"2", "html_views"=>"535"}
- {"month"=>"10", "year"=>"2013", "pdf_views"=>"119", "xml_views"=>"1", "html_views"=>"560"}
- {"month"=>"11", "year"=>"2013", "pdf_views"=>"144", "xml_views"=>"9", "html_views"=>"506"}
- {"month"=>"12", "year"=>"2013", "pdf_views"=>"120", "xml_views"=>"1", "html_views"=>"399"}
- {"month"=>"1", "year"=>"2014", "pdf_views"=>"135", "xml_views"=>"2", "html_views"=>"494"}
- {"month"=>"2", "year"=>"2014", "pdf_views"=>"142", "xml_views"=>"2", "html_views"=>"483"}
- {"month"=>"3", "year"=>"2014", "pdf_views"=>"144", "xml_views"=>"4", "html_views"=>"514"}
- {"month"=>"4", "year"=>"2014", "pdf_views"=>"125", "xml_views"=>"7", "html_views"=>"538"}
- {"month"=>"5", "year"=>"2014", "pdf_views"=>"119", "xml_views"=>"0", "html_views"=>"595"}
- {"month"=>"6", "year"=>"2014", "pdf_views"=>"111", "xml_views"=>"0", "html_views"=>"490"}
- {"month"=>"7", "year"=>"2014", "pdf_views"=>"125", "xml_views"=>"4", "html_views"=>"414"}
- {"month"=>"8", "year"=>"2014", "pdf_views"=>"139", "xml_views"=>"3", "html_views"=>"670"}
- {"month"=>"9", "year"=>"2014", "pdf_views"=>"127", "xml_views"=>"3", "html_views"=>"571"}
- {"month"=>"10", "year"=>"2014", "pdf_views"=>"138", "xml_views"=>"1", "html_views"=>"682"}
- {"month"=>"11", "year"=>"2014", "pdf_views"=>"124", "xml_views"=>"4", "html_views"=>"593"}
- {"month"=>"12", "year"=>"2014", "pdf_views"=>"129", "xml_views"=>"3", "html_views"=>"566"}
- {"month"=>"1", "year"=>"2015", "pdf_views"=>"115", "xml_views"=>"1", "html_views"=>"491"}
- {"month"=>"2", "year"=>"2015", "pdf_views"=>"115", "xml_views"=>"0", "html_views"=>"469"}
- {"month"=>"3", "year"=>"2015", "pdf_views"=>"116", "xml_views"=>"0", "html_views"=>"577"}
- {"month"=>"4", "year"=>"2015", "pdf_views"=>"135", "xml_views"=>"0", "html_views"=>"569"}
- {"month"=>"5", "year"=>"2015", "pdf_views"=>"114", "xml_views"=>"1", "html_views"=>"535"}
- {"month"=>"6", "year"=>"2015", "pdf_views"=>"113", "xml_views"=>"0", "html_views"=>"431"}
- {"month"=>"7", "year"=>"2015", "pdf_views"=>"108", "xml_views"=>"0", "html_views"=>"470"}
- {"month"=>"8", "year"=>"2015", "pdf_views"=>"76", "xml_views"=>"0", "html_views"=>"483"}
- {"month"=>"9", "year"=>"2015", "pdf_views"=>"135", "xml_views"=>"0", "html_views"=>"666"}
- {"month"=>"10", "year"=>"2015", "pdf_views"=>"146", "xml_views"=>"0", "html_views"=>"732"}
- {"month"=>"11", "year"=>"2015", "pdf_views"=>"152", "xml_views"=>"0", "html_views"=>"554"}
- {"month"=>"12", "year"=>"2015", "pdf_views"=>"103", "xml_views"=>"0", "html_views"=>"559"}
- {"month"=>"1", "year"=>"2016", "pdf_views"=>"150", "xml_views"=>"0", "html_views"=>"593"}
- {"month"=>"2", "year"=>"2016", "pdf_views"=>"179", "xml_views"=>"0", "html_views"=>"590"}
- {"month"=>"3", "year"=>"2016", "pdf_views"=>"127", "xml_views"=>"0", "html_views"=>"527"}
- {"month"=>"4", "year"=>"2016", "pdf_views"=>"174", "xml_views"=>"0", "html_views"=>"567"}
- {"month"=>"5", "year"=>"2016", "pdf_views"=>"139", "xml_views"=>"0", "html_views"=>"582"}
- {"month"=>"6", "year"=>"2016", "pdf_views"=>"137", "xml_views"=>"0", "html_views"=>"532"}
- {"month"=>"7", "year"=>"2016", "pdf_views"=>"166", "xml_views"=>"0", "html_views"=>"541"}
- {"month"=>"8", "year"=>"2016", "pdf_views"=>"189", "xml_views"=>"0", "html_views"=>"560"}
- {"month"=>"9", "year"=>"2016", "pdf_views"=>"125", "xml_views"=>"0", "html_views"=>"558"}
- {"month"=>"10", "year"=>"2016", "pdf_views"=>"218", "xml_views"=>"0", "html_views"=>"907"}
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- {"month"=>"12", "year"=>"2016", "pdf_views"=>"129", "xml_views"=>"3", "html_views"=>"459"}
- {"month"=>"1", "year"=>"2017", "pdf_views"=>"172", "xml_views"=>"4", "html_views"=>"617"}
- {"month"=>"2", "year"=>"2017", "pdf_views"=>"173", "xml_views"=>"6", "html_views"=>"982"}
- {"month"=>"3", "year"=>"2017", "pdf_views"=>"184", "xml_views"=>"5", "html_views"=>"1180"}
- {"month"=>"4", "year"=>"2017", "pdf_views"=>"191", "xml_views"=>"3", "html_views"=>"1055"}
- {"month"=>"5", "year"=>"2017", "pdf_views"=>"179", "xml_views"=>"2", "html_views"=>"888"}
- {"month"=>"6", "year"=>"2017", "pdf_views"=>"138", "xml_views"=>"2", "html_views"=>"780"}
- {"month"=>"7", "year"=>"2017", "pdf_views"=>"188", "xml_views"=>"1", "html_views"=>"846"}
- {"month"=>"8", "year"=>"2017", "pdf_views"=>"212", "xml_views"=>"6", "html_views"=>"764"}
- {"month"=>"9", "year"=>"2017", "pdf_views"=>"155", "xml_views"=>"1", "html_views"=>"568"}
- {"month"=>"10", "year"=>"2017", "pdf_views"=>"313", "xml_views"=>"2", "html_views"=>"597"}
- {"month"=>"11", "year"=>"2017", "pdf_views"=>"203", "xml_views"=>"0", "html_views"=>"745"}
- {"month"=>"12", "year"=>"2017", "pdf_views"=>"139", "xml_views"=>"1", "html_views"=>"549"}
- {"month"=>"1", "year"=>"2018", "pdf_views"=>"204", "xml_views"=>"3", "html_views"=>"531"}
- {"month"=>"2", "year"=>"2018", "pdf_views"=>"174", "xml_views"=>"4", "html_views"=>"313"}
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- {"month"=>"4", "year"=>"2018", "pdf_views"=>"216", "xml_views"=>"3", "html_views"=>"436"}
- {"month"=>"5", "year"=>"2018", "pdf_views"=>"202", "xml_views"=>"5", "html_views"=>"371"}
- {"month"=>"6", "year"=>"2018", "pdf_views"=>"199", "xml_views"=>"12", "html_views"=>"447"}
- {"month"=>"7", "year"=>"2018", "pdf_views"=>"194", "xml_views"=>"9", "html_views"=>"356"}
- {"month"=>"8", "year"=>"2018", "pdf_views"=>"174", "xml_views"=>"3", "html_views"=>"339"}
- {"month"=>"9", "year"=>"2018", "pdf_views"=>"164", "xml_views"=>"1", "html_views"=>"346"}
- {"month"=>"10", "year"=>"2018", "pdf_views"=>"186", "xml_views"=>"1", "html_views"=>"369"}
- {"month"=>"11", "year"=>"2018", "pdf_views"=>"194", "xml_views"=>"2", "html_views"=>"364"}
- {"month"=>"12", "year"=>"2018", "pdf_views"=>"177", "xml_views"=>"2", "html_views"=>"332"}
- {"month"=>"1", "year"=>"2019", "pdf_views"=>"153", "xml_views"=>"1", "html_views"=>"360"}
- {"month"=>"2", "year"=>"2019", "pdf_views"=>"158", "xml_views"=>"1", "html_views"=>"363"}
- {"month"=>"3", "year"=>"2019", "pdf_views"=>"213", "xml_views"=>"3", "html_views"=>"414"}
- {"month"=>"4", "year"=>"2019", "pdf_views"=>"175", "xml_views"=>"2", "html_views"=>"414"}
- {"month"=>"5", "year"=>"2019", "pdf_views"=>"182", "xml_views"=>"1", "html_views"=>"386"}
- {"month"=>"6", "year"=>"2019", "pdf_views"=>"144", "xml_views"=>"2", "html_views"=>"318"}
- {"month"=>"7", "year"=>"2019", "pdf_views"=>"190", "xml_views"=>"1", "html_views"=>"315"}
- {"month"=>"8", "year"=>"2019", "pdf_views"=>"206", "xml_views"=>"0", "html_views"=>"273"}
- {"month"=>"9", "year"=>"2019", "pdf_views"=>"185", "xml_views"=>"1", "html_views"=>"394"}
- {"month"=>"10", "year"=>"2019", "pdf_views"=>"212", "xml_views"=>"0", "html_views"=>"392"}
- {"month"=>"11", "year"=>"2019", "pdf_views"=>"188", "xml_views"=>"0", "html_views"=>"369"}
- {"month"=>"12", "year"=>"2019", "pdf_views"=>"165", "xml_views"=>"3", "html_views"=>"341"}
- {"month"=>"1", "year"=>"2020", "pdf_views"=>"173", "xml_views"=>"1", "html_views"=>"395"}
- {"month"=>"2", "year"=>"2020", "pdf_views"=>"167", "xml_views"=>"2", "html_views"=>"280"}
- {"month"=>"3", "year"=>"2020", "pdf_views"=>"180", "xml_views"=>"1", "html_views"=>"298"}
- {"month"=>"4", "year"=>"2020", "pdf_views"=>"337", "xml_views"=>"0", "html_views"=>"374"}
- {"month"=>"5", "year"=>"2020", "pdf_views"=>"392", "xml_views"=>"0", "html_views"=>"315"}
- {"month"=>"6", "year"=>"2020", "pdf_views"=>"302", "xml_views"=>"0", "html_views"=>"360"}
- {"month"=>"7", "year"=>"2020", "pdf_views"=>"437", "xml_views"=>"0", "html_views"=>"373"}
- {"month"=>"8", "year"=>"2020", "pdf_views"=>"127", "xml_views"=>"0", "html_views"=>"274"}
- {"month"=>"9", "year"=>"2020", "pdf_views"=>"225", "xml_views"=>"3", "html_views"=>"355"}
- {"month"=>"10", "year"=>"2020", "pdf_views"=>"272", "xml_views"=>"1", "html_views"=>"430"}
- {"month"=>"11", "year"=>"2020", "pdf_views"=>"237", "xml_views"=>"5", "html_views"=>"362"}
- {"month"=>"12", "year"=>"2020", "pdf_views"=>"200", "xml_views"=>"9", "html_views"=>"290"}
- {"month"=>"1", "year"=>"2021", "pdf_views"=>"133", "xml_views"=>"0", "html_views"=>"253"}
PMC Usage Stats | Further Information
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- {"month"=>"2", "scanned-page-browse"=>"0", "cited-by"=>"1", "abstract"=>"4", "full-text"=>"31", "year"=>"2010", "pdf"=>"10", "unique-ip"=>"35", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"3", "cited-by"=>"1", "abstract"=>"4", "full-text"=>"38", "unique-ip"=>"43", "pdf"=>"10", "year"=>"2010", "figure"=>"9", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"4", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"29", "year"=>"2010", "pdf"=>"24", "unique-ip"=>"30", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"5", "cited-by"=>"0", "abstract"=>"2", "full-text"=>"24", "unique-ip"=>"26", "pdf"=>"21", "year"=>"2010", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"6", "scanned-page-browse"=>"0", "cited-by"=>"1", "abstract"=>"0", "full-text"=>"19", "year"=>"2010", "pdf"=>"22", "unique-ip"=>"21", "figure"=>"3", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"7", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"13", "unique-ip"=>"19", "pdf"=>"16", "year"=>"2010", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"8", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"16", "year"=>"2010", "pdf"=>"11", "unique-ip"=>"17", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"9", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"36", "unique-ip"=>"38", "pdf"=>"26", "year"=>"2010", "figure"=>"4", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"10", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"22", "year"=>"2010", "pdf"=>"16", "unique-ip"=>"25", "figure"=>"5", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"11", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"31", "unique-ip"=>"30", "pdf"=>"22", "year"=>"2010", "figure"=>"5", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"12", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"21", "year"=>"2010", "pdf"=>"6", "unique-ip"=>"20", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"1", "cited-by"=>"1", "abstract"=>"0", "full-text"=>"19", "unique-ip"=>"19", "pdf"=>"7", "year"=>"2011", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"2", "scanned-page-browse"=>"0", "cited-by"=>"2", "abstract"=>"2", "full-text"=>"16", "year"=>"2011", "pdf"=>"9", "unique-ip"=>"15", "figure"=>"3", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"3", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"20", "unique-ip"=>"26", "pdf"=>"15", "year"=>"2011", "figure"=>"3", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"4", "scanned-page-browse"=>"0", "cited-by"=>"1", "abstract"=>"0", "full-text"=>"33", "year"=>"2011", "pdf"=>"14", "unique-ip"=>"34", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"5", "cited-by"=>"0", "abstract"=>"4", "full-text"=>"23", "unique-ip"=>"28", "pdf"=>"15", "year"=>"2011", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"6", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"18", "year"=>"2011", "pdf"=>"11", "unique-ip"=>"20", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"7", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"25", "unique-ip"=>"22", "pdf"=>"13", "year"=>"2011", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"8", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"28", "year"=>"2011", "pdf"=>"8", "unique-ip"=>"17", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"9", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"48", "unique-ip"=>"21", "pdf"=>"14", "year"=>"2011", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"10", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"65", "year"=>"2011", "pdf"=>"17", "unique-ip"=>"30", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"11", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"45", "unique-ip"=>"33", "pdf"=>"29", "year"=>"2011", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"12", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"35", "year"=>"2011", "pdf"=>"21", "unique-ip"=>"34", "figure"=>"5", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"1", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"20", "year"=>"2012", "pdf"=>"6", "unique-ip"=>"17", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"2", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"23", "unique-ip"=>"20", "pdf"=>"8", "year"=>"2012", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"3", "scanned-page-browse"=>"0", "cited-by"=>"2", "abstract"=>"1", "full-text"=>"30", "year"=>"2012", "pdf"=>"12", "unique-ip"=>"23", "figure"=>"5", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"4", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"25", "unique-ip"=>"23", "pdf"=>"17", "year"=>"2012", "figure"=>"5", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"5", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"45", "year"=>"2012", "pdf"=>"17", "unique-ip"=>"39", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"1", "month"=>"12", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"1", "unique-ip"=>"0", "pdf"=>"0", "year"=>"2006", "figure"=>"3", "scanned-summary"=>"1", "supp-data"=>"2"}
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