CiteULike | Further Information

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Mendeley | Further Information

{"title"=>"The Expression of Emotions in 20th Century Books", "type"=>"journal", "authors"=>[{"first_name"=>"Alberto", "last_name"=>"Acerbi", "scopus_author_id"=>"24334212500"}, {"first_name"=>"Vasileios", "last_name"=>"Lampos", "scopus_author_id"=>"36610455100"}, {"first_name"=>"Philip", "last_name"=>"Garnett", "scopus_author_id"=>"55468059300"}, {"first_name"=>"R. Alexander", "last_name"=>"Bentley", "scopus_author_id"=>"7102498946"}], "year"=>2013, "source"=>"PLoS ONE", "identifiers"=>{"issn"=>"19326203", "isbn"=>"1932-6203", "pui"=>"368562472", "sgr"=>"84875135704", "doi"=>"10.1371/journal.pone.0059030", "scopus"=>"2-s2.0-84875135704", "pmid"=>"23527080"}, "id"=>"8b72a52f-9576-38fa-aa54-400cc842530f", "abstract"=>"We report here trends in the usage of \"mood\" words, that is, words carrying emotional content, in 20th century English language books, using the data set provided by Google that includes word frequencies in roughly 4% of all books published up to the year 2008. We find evidence for distinct historical periods of positive and negative moods, underlain by a general decrease in the use of emotion-related words through time. Finally, we show that, in books, American English has become decidedly more \"emotional\" than British English in the last half-century, as a part of a more general increase of the stylistic divergence between the two variants of English language.", "link"=>"http://www.mendeley.com/research/expression-emotions-20th-century-books", "reader_count"=>258, "reader_count_by_academic_status"=>{"Unspecified"=>4, "Professor > Associate Professor"=>9, "Librarian"=>7, "Researcher"=>35, "Student > Doctoral Student"=>9, "Student > Ph. D. Student"=>47, "Student > Postgraduate"=>10, "Other"=>19, "Student > Master"=>24, "Student > Bachelor"=>71, "Lecturer"=>7, "Lecturer > Senior Lecturer"=>5, "Professor"=>11}, "reader_count_by_user_role"=>{"Unspecified"=>4, "Professor > Associate Professor"=>9, "Librarian"=>7, "Researcher"=>35, "Student > Doctoral Student"=>9, "Student > Ph. D. Student"=>47, "Student > Postgraduate"=>10, "Other"=>19, "Student > Master"=>24, "Student > Bachelor"=>71, "Lecturer"=>7, "Lecturer > Senior Lecturer"=>5, "Professor"=>11}, "reader_count_by_subject_area"=>{"Unspecified"=>6, "Agricultural and Biological Sciences"=>21, "Arts and Humanities"=>75, "Philosophy"=>3, "Business, Management and Accounting"=>5, "Computer Science"=>43, "Earth and Planetary Sciences"=>6, "Economics, Econometrics and Finance"=>3, "Engineering"=>10, "Environmental Science"=>2, "Biochemistry, Genetics and Molecular Biology"=>1, "Mathematics"=>3, "Medicine and Dentistry"=>2, "Design"=>2, "Physics and Astronomy"=>6, "Psychology"=>24, "Social Sciences"=>29, "Linguistics"=>17}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>2}, "Social Sciences"=>{"Social Sciences"=>29}, "Physics and Astronomy"=>{"Physics and Astronomy"=>6}, "Psychology"=>{"Psychology"=>24}, "Mathematics"=>{"Mathematics"=>3}, "Unspecified"=>{"Unspecified"=>6}, "Environmental Science"=>{"Environmental Science"=>2}, "Arts and Humanities"=>{"Arts and Humanities"=>75}, "Design"=>{"Design"=>2}, "Engineering"=>{"Engineering"=>10}, "Earth and Planetary Sciences"=>{"Earth and Planetary Sciences"=>6}, "Economics, Econometrics and Finance"=>{"Economics, Econometrics and Finance"=>3}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>21}, "Computer Science"=>{"Computer Science"=>43}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>5}, "Linguistics"=>{"Linguistics"=>17}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>1}, "Philosophy"=>{"Philosophy"=>3}}, "reader_count_by_country"=>{"Hong Kong"=>1, "United States"=>10, "Japan"=>2, "Tanzania"=>1, "United Kingdom"=>7, "Thailand"=>1, "Switzerland"=>1, "India"=>1, "Spain"=>1, "Greece"=>1, "Canada"=>1, "Netherlands"=>3, "Luxembourg"=>1, "Brazil"=>2, "Italy"=>2, "Slovenia"=>1, "Slovakia"=>1, "Nigeria"=>38, "France"=>5, "Germany"=>6, "Indonesia"=>1}, "group_count"=>11}

ORCID | Further Information

CrossRef

• http://doi.org/10.1080/13504622.2014.971715
• http://doi.org/10.1093/llc/fqv037
• http://doi.org/10.1177/0022022115619230
• http://doi.org/10.3354/esep00173
• http://doi.org/10.1177/0022022116659540
• http://doi.org/10.1177/0963947017718996
• http://doi.org/10.1016/j.evolhumbehav.2014.02.003
• http://doi.org/10.1371/journal.pone.0141922
• http://doi.org/10.2139/ssrn.3249453
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• http://doi.org/10.1016/j.joi.2018.08.008
• http://doi.org/10.1016/j.ssresearch.2016.04.007
• http://doi.org/10.1007/s10902-017-9888-4
• http://doi.org/10.1371/journal.pone.0121898
• http://doi.org/10.3389/fphy.2018.00045
• http://doi.org/10.1177/0042098016646674
• http://doi.org/10.1007/s10639-017-9643-9
• http://doi.org/10.3354/esep00140
• http://doi.org/10.2139/ssrn.3250616
• http://doi.org/10.1016/j.ssresearch.2018.08.005
• http://doi.org/10.1371/journal.pone.0083147
• http://doi.org/10.1177/2158244018822376
• http://doi.org/10.1080/16843703.2016.1208492
• http://doi.org/10.1080/02699931.2016.1260528
• http://doi.org/10.1016/j.jrp.2019.05.010
• http://doi.org/10.1371/journal.pone.0168843
• http://doi.org/10.1027/1192-5604/a000103
• http://doi.org/10.1016/j.jrp.2018.06.007
• http://doi.org/10.1142/S0219525917500126
• http://doi.org/10.1038/nature.2013.12642
• http://doi.org/10.2139/ssrn.2865837
• http://doi.org/10.1017/S0140525X1300277X
• http://doi.org/10.1073/pnas.1612058113

DataCite

Europe PMC Citations | Further Information

Europe PMC Database Citations

PubMed Central

• 3885402
• 4388647
• 4629906

Scopus | Further Information

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Article Coverage Curated

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Journal Comments | Further Information

• {"type"=>"COMMENT", "annotationUri"=>"info:doi/10.1371/annotation/f0f9dcb0-d088-4c19-9c0a-322f84bd11c1", "title"=>"Media Coverage of This Article", "body"=>"The following article represents some of the media coverage that has occurred for this paper:\n\nPublication: BBC \nTitle: “BBC Radio 4 - Material World, 21/03/2013”\nhttp://www.bbc.co.uk/programmes/b01r9sl7\n\nPublication: Christian Science Monitor \nTitle: “Are books becoming less emotional? - CSMonitor.com”\nhttp://www.csmonitor.com/Books/chapter-and-verse/2013/0321/Are-books-becoming-less-emotional\n\nPublication: EurekAlert \nTitle: “Fear factor increases, emotions decrease in books written in last 50 years”\nhttp://www.eurekalert.org/pub_releases/2013-03/plos-ffi031413.php\n\nPublication: EveryONE PLOS ONE Community Blog \nTitle: “What are you in the mood for?: Emotional trends in 20th century books | EveryONE”\nhttp://blogs.plos.org/everyone/2013/03/20/what-are-you-in-the-mood-for-emotional-trends-in-20th-century-books/\n\nPublication: Healthline.com \nTitle: “A Sign of the Times: 'Fear' Language in Books Is on the Rise”\nhttp://www.healthline.com/health-news/mental-fear-words-becoming-more-common-in-literature-032013\n\nPublication: Hindustan Times \nTitle: “Books becoming less emotional? - Hindustan Times”\nhttp://www.hindustantimes.com/Books/Chunk-HT-UI-BooksSectionPage-LiteraryBuzz/Books-becoming-less-emotional/Article1-1029948.aspx\n\nPublication: Jezebel \nTitle: “Literature Trends Show That No One Wants to Feel Anything But Scared”\nhttp://jezebel.com/5991715/literature-trends-show-that-no-one-wants-to-feel-anything-but-scared\n\nPublication: Nature \nTitle: “Text mining uncovers British reserve and US emotion : Nature News & Comment”\nhttp://www.nature.com/news/text-mining-uncovers-british-reserve-and-us-emotion-1.12642\n\nPublication: Pacific Standard \nTitle: “Study Finds Less Anger, Disgust and Surprise in 20th Century Books”\nhttp://www.psmag.com/blogs/news-blog/less-emotion-british-english-american-books-literature-54182/\n\nPublication: Press Release \nTitle: “Bristol University | News from the University | Emotion in books”\nhttp://bristol.ac.uk/news/2013/9223.html\n\nPublication: Science A Go Go \nTitle: “Emotional content of books diverging by country, say language sleuths”\nhttp://www.scienceagogo.com/news/20130221221652data_trunc_sys.shtml\n\nPublication: Servicio de Información y Noticias Científicas \nTitle: “Las palabras asociadas con el miedo han aumentado en los libros más recientes / Noticias / SINC - Servicio de Información y Noticias Científicas”\nhttp://www.agenciasinc.es/Noticias/Las-palabras-asociadas-con-el-miedo-han-aumentado-en-los-libros-mas-recientes\n\nPublication: SWNS \nTitle: “British language in books has become LESS emotional, say researchers”\nhttp://swns.com/news/british-language-books-emotional-researchers-32944/\n\nPublication: The Atlantic \nTitle: “Britain's Stiff Upper Lip Is Real - at Least in Literature - Olga Khazan - The Atlantic”\nhttp://www.theatlantic.com/international/archive/2013/03/britains-stiff-upper-lip-is-real-at-least-in-literature/274180/\n\nPublication: The Telegraph \nTitle: “British literature 'has become less emotional' - Telegraph”\nhttp://www.telegraph.co.uk/culture/books/9943798/British-literature-has-become-less-emotional.html\n\nIf you see any additional coverage of this paper in the press or blogosphere, please reply to this thread and add the link to the article.", "isRemoved"=>false, "created"=>"2013-03-23T00:17:07Z", "lastModified"=>"2013-03-23T00:17:07Z", "creator"=>{"userId"=>"80539"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>true, "body"=>"PLOS ONE Staff"}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pone.0059030", "state"=>"published", "journals"=>{"PLoSONE"=>{"journalKey"=>"PLoSONE", "eIssn"=>"1932-6203", "title"=>"PLOS ONE"}}}, "replyTreeSize"=>5, "mostRecentActivity"=>"2013-06-22T15:28:06Z", "replies"=>[{"type"=>"REPLY", "parentID"=>63253, "annotationUri"=>"info:doi/10.1371/reply/493f52dc-823b-4a68-803f-15cf68853efa", "title"=>"RE: Media Coverage of This Article", "body"=>"The following article represents some of the media coverage that has occurred for this paper:\n\nPublication: MinnPost \nTitle: “American books have become more 'emotional' than British ones, study finds”\nhttp://www.minnpost.com/second-opinion/2013/03/american-books-have-become-more-emotional-british-ones-study-finds\n\nPublication: Mother Board \nTitle: “OMG! Literature Study Says Americans Are More Emotional Writers than the British”\nhttp://motherboard.vice.com/blog/omg-literature-study-americans-are-more-emotional-writers-than-the-british\n\nPublication: New York Times blogs Arts Beat \nTitle: “Fold Up Your Handkerchiefs: Books Have Gotten Less 'Emotional,' Study Says”\nhttp://artsbeat.blogs.nytimes.com/2013/03/25/fold-up-your-handkerchiefs-books-have-gotten-less-emotional-study-says/\n\nPublication: Auto Straddle \nTitle: “Autostraddle - Study Claims Literature Becoming Less Emotional, But Maybe It's Actually Just Less \"Moody\"”\nhttp://www.autostraddle.com/study-claims-literature-becoming-less-emotional-but-maybe-its-actually-just-less-moody-169669/\n\nIf you see any additional coverage of this paper in the press or blogosphere, please reply to this thread and add the link to the article. \n", "isRemoved"=>false, "created"=>"2013-04-01T19:10:58Z", "lastModified"=>"2013-04-01T19:10:58Z", "creator"=>{"userId"=>"80539"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>true, "body"=>"PLOS ONE Staff"}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pone.0059030", "state"=>"published", "journals"=>{"PLoSONE"=>{"journalKey"=>"PLoSONE", "eIssn"=>"1932-6203", "title"=>"PLOS ONE"}}}, "replyTreeSize"=>4, "mostRecentActivity"=>"2013-06-22T15:28:06Z", "replies"=>[{"type"=>"REPLY", "parentID"=>63741, "annotationUri"=>"info:doi/10.1371/reply/23bf94ce-66a4-4eb3-9ccf-58aa8d14cc7b", "title"=>"RE: RE: Media Coverage of This Article", "body"=>"The following article represents some of the media coverage that has occurred for this paper:\n\nPublication: NPR \nTitle: “Mining Books To Map Emotions Through A Century : Shots - Health News : NPR”\nhttp://www.npr.org/blogs/health/2013/04/01/175584297/mining-books-to-map-emotions-through-a-century\n\nIf you see any additional coverage of this paper in the press or blogosphere, please reply to this thread and add the link to the article.", "isRemoved"=>false, "created"=>"2013-04-10T18:04:53Z", "lastModified"=>"2013-04-10T18:04:53Z", "creator"=>{"userId"=>"80539"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>true, "body"=>"PLOS ONE Staff"}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pone.0059030", "state"=>"published", "journals"=>{"PLoSONE"=>{"journalKey"=>"PLoSONE", "eIssn"=>"1932-6203", "title"=>"PLOS ONE"}}}, "replyTreeSize"=>3, "mostRecentActivity"=>"2013-06-22T15:28:06Z", "replies"=>[{"type"=>"REPLY", "parentID"=>64093, "annotationUri"=>"info:doi/10.1371/reply/a7f3e8ed-c4aa-48d1-8e07-0279302938fb", "title"=>"RE: RE: RE: Media Coverage of This Article", "body"=>"The following article represents some of the media coverage that has occurred for this paper:\n\nPublication: EveryONE PLOS ONE Community Blog \nTitle: “Announcing the PLOS Text Mining Collection | EveryONE”\nhttp://blogs.plos.org/everyone/2013/04/17/announcing-the-plos-text-mining-collection/\n\nIf you see any additional coverage of this paper in the press or blogosphere, please reply to this thread and add the link to the article.", "isRemoved"=>false, "created"=>"2013-04-22T16:22:05Z", "lastModified"=>"2013-04-22T16:22:05Z", "creator"=>{"userId"=>"80539"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>true, "body"=>"PLOS ONE Staff"}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pone.0059030", "state"=>"published", "journals"=>{"PLoSONE"=>{"journalKey"=>"PLoSONE", "eIssn"=>"1932-6203", "title"=>"PLOS ONE"}}}, "replyTreeSize"=>2, "mostRecentActivity"=>"2013-06-22T15:28:06Z", "replies"=>[{"type"=>"REPLY", "parentID"=>64597, "annotationUri"=>"info:doi/10.1371/reply/92fa1d79-fbe1-4e30-9578-a4c2e2833668", "title"=>"RE: RE: RE: RE: Media Coverage of This Article", "body"=>"Publication: Huffington Post\nTitle: \"The History of Our Emotions in Millions of Books\"\nhttp://www.huffingtonpost.com/alberto-acerbi/human-emotion-books-history_b_3084869.html", "isRemoved"=>false, "created"=>"2013-04-22T17:42:48Z", "lastModified"=>"2013-04-22T17:42:48Z", "creator"=>{"userId"=>"122231"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pone.0059030", "state"=>"published", "journals"=>{"PLoSONE"=>{"journalKey"=>"PLoSONE", "eIssn"=>"1932-6203", "title"=>"PLOS ONE"}}}, "replyTreeSize"=>1, "mostRecentActivity"=>"2013-06-22T15:28:06Z", "replies"=>[{"type"=>"REPLY", "parentID"=>64661, "annotationUri"=>"info:doi/10.1371/reply/b7198b73-ff36-4efd-aa54-121ec1d3c4f7", "title"=>"RE: Media Coverage of This Article", "body"=>"A podcast about this work from WAMC NPR's show \"Academic Minute\".\n\nhttp://www.wamc.org/post/dr-vasileios-lampos-university-sheffield-analyzing-digitized-literature", "isRemoved"=>false, "created"=>"2013-06-22T15:28:06Z", "lastModified"=>"2013-06-22T15:28:06Z", "creator"=>{"userId"=>"320505"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pone.0059030", "state"=>"published", "journals"=>{"PLoSONE"=>{"journalKey"=>"PLoSONE", "eIssn"=>"1932-6203", "title"=>"PLOS ONE"}}}, "replyTreeSize"=>0, "mostRecentActivity"=>"2013-06-22T15:28:06Z", "replies"=>[]}]}]}]}]}]}
• {"type"=>"COMMENT", "annotationUri"=>"info:doi/10.1371/annotation/d6cdde49-451b-4c9a-a23e-0d8533d61d5f", "title"=>"Contrary response", "body"=>"The graph illustrates a contrary response to the times to achieve social equilibrium. As can be seen in the graph when financial burdens become less words to downgrade the mood of the nation are put out. When economic conditions worsen for the masses the media begins to try and lighten the hardships with uplifting words. A reversal can be shown after the 1929 turn down until the New Deal was put in place. Of course, the 1941 reversal occurred when the war began for the American nation. ", "isRemoved"=>false, "created"=>"2013-04-05T15:23:35Z", "lastModified"=>"2013-04-05T15:23:35Z", "creator"=>{"userId"=>"326537"}, "highlightedText"=>"", "competingInterestStatement"=>{"creatorWasPrompted"=>true, "hasCompetingInterests"=>false}, "parentArticle"=>{"doi"=>"info:doi/10.1371/journal.pone.0059030", "state"=>"published", "journals"=>{"PLoSONE"=>{"journalKey"=>"PLoSONE", "eIssn"=>"1932-6203", "title"=>"PLOS ONE"}}}, "replyTreeSize"=>0, "mostRecentActivity"=>"2013-04-05T15:23:35Z", "replies"=>[]}

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• {"id"=>"314480188878639106", "text"=>"a new paper from Alex Bentley, @prgarnett , @lampos and me just out in PloS One http://t.co/awoYuk0c8Z", "created_at"=>"2013-03-20T20:54:54Z", "user"=>"acerbialberto", "user_name"=>"Alberto Acerbi", "user_profile_image"=>"http://a0.twimg.com/profile_images/2732663923/aac31d625c3ca2d8ac0b015a5d8c1b78_normal.jpeg"}
• {"id"=>"314482378791849984", "text"=>"\"The Expression of Emotions in 20th Century Books\" http://t.co/1uQqEIa2v0 | Our latest work [@acerbialberto et al.] just out in PLoS ONE!", "created_at"=>"2013-03-20T21:03:36Z", "user"=>"lampos", "user_name"=>"Bill Lampos", "user_profile_image"=>"http://a0.twimg.com/profile_images/3371830780/46f565a971686d79463a65a453d5aa69_normal.png"}
• {"id"=>"314486341889044480", "text"=>"RT @acerbialberto: a new paper from Alex Bentley, @prgarnett , @lampos and me just out in PloS One http://t.co/awoYuk0c8Z", "created_at"=>"2013-03-20T21:19:21Z", "user"=>"JeremyKendal", "user_name"=>"Jeremy Kendal", "user_profile_image"=>"http://a0.twimg.com/profile_images/2295876707/yjhac2yobnebz2jjg3jx_normal.jpeg"}
• {"id"=>"314487418868858880", "text"=>"RT @acerbialberto: a new paper from Alex Bentley, @prgarnett , @lampos and me just out in PloS One http://t.co/awoYuk0c8Z", "created_at"=>"2013-03-20T21:23:38Z", "user"=>"PLOSONE", "user_name"=>"PLOS ONE", "user_profile_image"=>"http://a0.twimg.com/profile_images/2429958559/mzjl6as5u2m09r2erof6_normal.jpeg"}
• {"id"=>"314495679143763968", "text"=>"Abstract\n\nPLOS ONE: The Expression of Emotions in 20th Century Books 'We report here trends in the usage of... http://t.co/YLeTm8zpsc", "created_at"=>"2013-03-20T21:56:27Z", "user"=>"DNApesBlog", "user_name"=>"DNApes Blog", "user_profile_image"=>"http://a0.twimg.com/profile_images/1396845879/29484_109676082412236_107101806002997_70784_7625234_n_normal.jpg"}
• {"id"=>"314508992506363904", "text"=>"«American English has become decidedly more “emotional” than British English in the last half-century» http://t.co/N4NjjJzzBN", "created_at"=>"2013-03-20T22:49:21Z", "user"=>"gedankenstuecke", "user_name"=>"Bastian Greshake", "user_profile_image"=>"http://a0.twimg.com/profile_images/2466316198/7D66C55E-2643-4F71-8115-B524A7B8E72F_normal"}
• {"id"=>"314517755258863616", "text"=>"Link to the full article... #PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/6hGJqWO6Ar", "created_at"=>"2013-03-20T23:24:10Z", "user"=>"prgarnett", "user_name"=>"Philip Garnett", "user_profile_image"=>"http://a0.twimg.com/profile_images/1554456734/Stick_Me_normal.png"}
• {"id"=>"314520823899762689", "text"=>"RT @acerbialberto: a new paper from Alex Bentley, @prgarnett , @lampos and me just out in PloS One http://t.co/awoYuk0c8Z", "created_at"=>"2013-03-20T23:36:22Z", "user"=>"prgarnett", "user_name"=>"Philip Garnett", "user_profile_image"=>"http://a0.twimg.com/profile_images/1554456734/Stick_Me_normal.png"}
• {"id"=>"314572599881498624", "text"=>"Diferencias en la evolución del inglés americano y británico:más emocional el primero,acorde período histórico-social http://t.co/Sna7rbUTDP", "created_at"=>"2013-03-21T03:02:06Z", "user"=>"eleyeyati", "user_name"=>"elena levy yeyati", "user_profile_image"=>"http://a0.twimg.com/profile_images/3130474613/50a71918e7f213df56e34a69d29e9344_normal.jpeg"}
• {"id"=>"314574545774333954", "text"=>"#DíaDeLaFelicidad La infelicidad de posguerra imprimió diferencias en la evolución del inglés británico.Acerbi et al. http://t.co/Sna7rbUTDP", "created_at"=>"2013-03-21T03:09:50Z", "user"=>"eleyeyati", "user_name"=>"elena levy yeyati", "user_profile_image"=>"http://a0.twimg.com/profile_images/3130474613/50a71918e7f213df56e34a69d29e9344_normal.jpeg"}
• {"id"=>"314602099084255232", "text"=>"Analysing the language used in books in the 20th Century, shows books are getting less emotional, but scarier http://t.co/QyUt4BsP2A @PLOS", "created_at"=>"2013-03-21T04:59:20Z", "user"=>"AusSMC", "user_name"=>"Au Science Media Ctr", "user_profile_image"=>"http://a0.twimg.com/profile_images/700391083/twitter_logo_normal.jpg"}
• {"id"=>"314615005108641792", "text"=>"RT @acerbialberto: a new paper from Alex Bentley, @prgarnett , @lampos and me just out in PloS One http://t.co/awoYuk0c8Z", "created_at"=>"2013-03-21T05:50:37Z", "user"=>"etologen", "user_name"=>"Johan Lind", "user_profile_image"=>"http://a0.twimg.com/profile_images/2932777244/a6ddab1f54067d0fc019be00fe2d3f7a_normal.jpeg"}
• {"id"=>"314650045330911233", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/2Lxt8AZsjt\n\n@socionomics @SocialMoodWatch", "created_at"=>"2013-03-21T08:09:51Z", "user"=>"markdegrauw", "user_name"=>"mark de grauw", "user_profile_image"=>"http://a0.twimg.com/profile_images/1133798678/image_normal.jpg"}
• {"id"=>"314661423663968258", "text"=>"\"The Expression of Emotions in 20th Century Books\". PLoS ONE 8(3): e59030. http://t.co/W1qYQtXHcP via @plosblogs", "created_at"=>"2013-03-21T08:55:04Z", "user"=>"geschichtenpost", "user_name"=>"O. Bothe", "user_profile_image"=>"http://a0.twimg.com/profile_images/2425933705/aonuoo0alj2okbigphob_normal.jpeg"}
• {"id"=>"314674152588058625", "text"=>"Intriguing study of changes in the frequency of emotion words in UK and US books in the 20th century http://t.co/umNZKv5SQH", "created_at"=>"2013-03-21T09:45:38Z", "user"=>"elenasemino", "user_name"=>"Elena Semino", "user_profile_image"=>"http://a0.twimg.com/profile_images/2862415223/81d2e2c9b3661a97699665868a0dd305_normal.jpeg"}
• {"id"=>"314700792210812931", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/QaA5z95iMT", "created_at"=>"2013-03-21T11:31:30Z", "user"=>"egaltmann", "user_name"=>"Eduardo G. Altmann", "user_profile_image"=>"http://a0.twimg.com/profile_images/2657990774/dac6973e3b8c6df5a135d812e1847b6f_normal.png"}
• {"id"=>"314712022698835968", "text"=>"Loosening up the stiff upperlip: American English has become more emotional than British English, study finds. http://t.co/TvdLUSUiKk", "created_at"=>"2013-03-21T12:16:07Z", "user"=>"RolfZwaan", "user_name"=>"Rolf Zwaan", "user_profile_image"=>"http://a0.twimg.com/profile_images/3384501392/99f9d35d82b9923a248ff18a05a05b54_normal.jpeg"}
• {"id"=>"314722676444909568", "text"=>"MT @rolfzwaan: Loosening the stiff upper lip: AmEnglish has become more emotional than BritEnglish. http://t.co/zwe4AXp8cs", "created_at"=>"2013-03-21T12:58:27Z", "user"=>"TheSfEP", "user_name"=>"SfEP Official", "user_profile_image"=>"http://a0.twimg.com/profile_images/1333503663/SfEP_Twitter_normal.jpg"}
• {"id"=>"314733990324101120", "text"=>"The Expression of Emotions in 20th Century Books http://t.co/ygCONXeIlL", "created_at"=>"2013-03-21T13:43:25Z", "user"=>"ZkrA2tka", "user_name"=>"ZkrA2tka", "user_profile_image"=>"http://a0.twimg.com/profile_images/869475075/logo-a2-2009_normal.jpg"}
• {"id"=>"314737316486864896", "text"=>"Google's #Ngram shows modern literature is less emotional than in the past with one exception, there's more fear. http://t.co/pvw6U4mIUm", "created_at"=>"2013-03-21T13:56:38Z", "user"=>"toekneesan", "user_name"=>"Tony Sanfilippo", "user_profile_image"=>"http://a0.twimg.com/profile_images/3312668474/313a8595ed589d743c76e945abea8066_normal.jpeg"}
• {"id"=>"314741701157744640", "text"=>"Is American English more emotional than British English? http://t.co/oRch43F3xv via @rolfzwaan #English #UK #US", "created_at"=>"2013-03-21T14:14:03Z", "user"=>"headbloom", "user_name"=>"Alan Headbloom", "user_profile_image"=>"http://a0.twimg.com/profile_images/1423853994/HeadbloomLogo_normal.png"}
• {"id"=>"314744434027802628", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/niBRyAMX49", "created_at"=>"2013-03-21T14:24:55Z", "user"=>"daimonion", "user_name"=>"daimonion", "user_profile_image"=>"http://a0.twimg.com/profile_images/847670208/dvc_normal.png"}
• {"id"=>"314762792261529604", "text"=>"RT @elenasemino: Intriguing study of changes in the frequency of emotion words in UK and US books in the 20th century http://t.co/umNZKv5SQH", "created_at"=>"2013-03-21T15:37:52Z", "user"=>"MsNoorBaizura", "user_name"=>"Noor Baizura", "user_profile_image"=>"http://a0.twimg.com/profile_images/3386217745/fdb7482fede339781d176e49c06a9080_normal.jpeg"}
• {"id"=>"314798773719150592", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/b7RKoZpCeM", "created_at"=>"2013-03-21T18:00:50Z", "user"=>"ibridazioni", "user_name"=>"Gianandrea Giacoma", "user_profile_image"=>"http://a0.twimg.com/profile_images/1137913653/by_cat_frog_design_maggio_2010_normal.JPG"}
• {"id"=>"314817004429275136", "text"=>"@felicitycallard You know this is 'Tipping Points' data? http://t.co/2JxfOeGXCu You were drinking w/ Phil last night! #peerreviewedcocktails", "created_at"=>"2013-03-21T19:13:17Z", "user"=>"WillViney", "user_name"=>"William Viney", "user_profile_image"=>"http://a0.twimg.com/profile_images/2492516471/nfmrqgn5ue78dgpjig1t_normal.jpeg"}
• {"id"=>"314820464230928385", "text"=>"The #culturomics emotion study is by @durham_uni's 'Tipping Points' project (thanks @WillViney for letting me know) http://t.co/XFmBSZjE5S", "created_at"=>"2013-03-21T19:27:02Z", "user"=>"felicitycallard", "user_name"=>"Felicity Callard", "user_profile_image"=>"http://a0.twimg.com/profile_images/3096231335/31e5b77e4f741667bce5b5d7bc3860a4_normal.jpeg"}
• {"id"=>"314837786471587841", "text"=>"#PLOSONE finds evidence for a general decrease in the use of emotion-related words in books through time. http://t.co/lE7oqF3y68", "created_at"=>"2013-03-21T20:35:52Z", "user"=>"guernica_ed", "user_name"=>"Guernica Editions", "user_profile_image"=>"http://a0.twimg.com/profile_images/2225064653/imagesCA55RM18_normal.jpg"}
• {"id"=>"314858447361429504", "text"=>"RT @markdegrauw: #PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/2Lxt8AZsjt\n\n@socionomics @SocialMoodWatch", "created_at"=>"2013-03-21T21:57:58Z", "user"=>"SocialMoodWatch", "user_name"=>"Social Mood Watch", "user_profile_image"=>"http://a0.twimg.com/profile_images/3047515311/5a1abe9264b2a7eaf657658c1edb5f21_normal.jpeg"}
• {"id"=>"314858972270178305", "text"=>"RT @markdegrauw: #PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/2Lxt8AZsjt\n\n@socionomics @SocialMoodWatch", "created_at"=>"2013-03-21T22:00:03Z", "user"=>"Kaesous", "user_name"=>"Benson Hall", "user_profile_image"=>"http://a0.twimg.com/profile_images/1377703916/220407_649771790402_44102313_34887796_1874137_o_normal.jpg"}
• {"id"=>"314896092481335296", "text"=>"英語の本にある情動表現の経年変化。The Expression of Emotions in 20th Century Books http://t.co/C2husIgAyX", "created_at"=>"2013-03-22T00:27:33Z", "user"=>"uranus_2", "user_name"=>"マーキュリー２世", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_5_normal.png"}
• {"id"=>"314898954707947520", "text"=>"英語の本にある情動表現の経年変化。情動表現は減少傾向で、アメリカ英語の方がイギリス英語より情動的。The Expression of Emotions in 20th Century Books http://t.co/C2husIgAyX …", "created_at"=>"2013-03-22T00:38:55Z", "user"=>"uranus_2", "user_name"=>"マーキュリー２世", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_5_normal.png"}
• {"id"=>"314901933515210753", "text"=>"PLOS ONE: The Expression of Emotions in 20th Century Books http://t.co/fgX7Vlnsq2 #bd #ca #ql #ps #sc", "created_at"=>"2013-03-22T00:50:46Z", "user"=>"michaelgill1969", "user_name"=>"Michael Gill", "user_profile_image"=>"http://a0.twimg.com/profile_images/1143902490/Michael-Charicature_normal.jpg"}
• {"id"=>"314917949850939392", "text"=>"American #English has become more emotional than British English, study finds http://t.co/d9wnrZblJF via @RolfZwaan #language", "created_at"=>"2013-03-22T01:54:24Z", "user"=>"OzGrrl09", "user_name"=>"Oz Grrl", "user_profile_image"=>"http://a0.twimg.com/profile_images/402622543/sign123caution_normal.jpg"}
• {"id"=>"314936623416627200", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/KKrPVS9MJQ", "created_at"=>"2013-03-22T03:08:36Z", "user"=>"aabibliographer", "user_name"=>"Michelle Pearse", "user_profile_image"=>"http://a0.twimg.com/profile_images/779243111/twitterProfilePhoto_normal.jpg"}
• {"id"=>"314937178121703424", "text"=>"RT @aabibliographer: #PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/KKrPVS9MJQ", "created_at"=>"2013-03-22T03:10:43Z", "user"=>"rrichard09", "user_name"=>"RC Richards", "user_profile_image"=>"http://a0.twimg.com/profile_images/289522735/guilloche_p-960_normal.gif"}
• {"id"=>"315025903841337344", "text"=>"Emotions expressed in words fluctuating with historical periods via #PLOSONE http://t.co/61C6Uh0hgn #mood #trend #sentiment", "created_at"=>"2013-03-22T09:03:23Z", "user"=>"thecultomnivore", "user_name"=>"Hanne Panne", "user_profile_image"=>"http://a0.twimg.com/profile_images/1752571433/icon_normal.jpg"}
• {"id"=>"315164342687518720", "text"=>"Research allegedly shows decrease use of 'emotion' words over 20thC (google books data, twitter words) http://t.co/L8z42Vfxxb v @brainpicker", "created_at"=>"2013-03-22T18:13:29Z", "user"=>"Eventmechanics", "user_name"=>"Glen Fuller", "user_profile_image"=>"http://a0.twimg.com/profile_images/2591657205/image_normal.jpg"}
• {"id"=>"315175289464422400", "text"=>"Aantal woorden ivm emoties in boeken is gestaag gedaald gedurende 20 ste eeuw.\n http://t.co/gsIewoTa6y", "created_at"=>"2013-03-22T18:56:59Z", "user"=>"MarkNelissen", "user_name"=>"Mark Nelissen", "user_profile_image"=>"http://a0.twimg.com/profile_images/1854899853/mark_nelissen_normal.jpg"}
• {"id"=>"315182161365962752", "text"=>"RT @MarkNelissen: Aantal woorden ivm emoties in boeken is gestaag gedaald gedurende 20 ste eeuw.\n http://t.co/gsIewoTa6y", "created_at"=>"2013-03-22T19:24:17Z", "user"=>"achillevdb", "user_name"=>"achillevandenbranden", "user_profile_image"=>"http://a0.twimg.com/profile_images/1629226849/78189fd88ddd748e74a92b089540aeb8_normal.jpeg"}
• {"id"=>"315183557301637120", "text"=>"The Expression of Emotions in 20th Century Books http://t.co/FZMx79Bxv4 | the actual study behind that last RT.", "created_at"=>"2013-03-22T19:29:50Z", "user"=>"NellaLou", "user_name"=>"uoLallɘN", "user_profile_image"=>"http://a0.twimg.com/profile_images/3331728892/4feff5a6ffffaaf8cc524e3d63452233_normal.jpeg"}
• {"id"=>"315186545856507904", "text"=>"\"Amer. English more 'emotional' than Brit. English in last half-century...[more talk about fear.]\" http://t.co/yUxlFPhwg6", "created_at"=>"2013-03-22T19:41:43Z", "user"=>"byrd_nick", "user_name"=>"Nick Byrd", "user_profile_image"=>"http://a0.twimg.com/profile_images/2890675805/85dcbd3353b4fb4a79c001935bc08d35_normal.png"}
• {"id"=>"315187907105284096", "text"=>"I never know what these studies are getting at. http://t.co/wvEnXyvgiK", "created_at"=>"2013-03-22T19:47:07Z", "user"=>"meganigannon", "user_name"=>"Megan Gannon", "user_profile_image"=>"http://a0.twimg.com/profile_images/3059797008/f96ec65c28b27e2ca0d829a1228c10aa_normal.jpeg"}
• {"id"=>"315287406674845696", "text"=>"PLOS ONE: The Expression of Emotions in 20th Century Books http://t.co/YeBleOhc3s", "created_at"=>"2013-03-23T02:22:30Z", "user"=>"AlexAjaxAlex", "user_name"=>"Stiles Alexander", "user_profile_image"=>"http://a0.twimg.com/profile_images/2836526876/4742b3d667a3af882142e1d002436127_normal.jpeg"}
• {"id"=>"315329188250918913", "text"=>"MAN ALIVE | #PLOSONE: The Expression of Emotions in 20th Century Books | http://t.co/9RDPayRlOC", "created_at"=>"2013-03-23T05:08:31Z", "user"=>"Renatus84", "user_name"=>"Hola, ¿uno? · ルネ", "user_profile_image"=>"http://a0.twimg.com/profile_images/3408831569/c0f71055d1bee2ec9bea373cd09f6ff7_normal.jpeg"}
• {"id"=>"315393892839206913", "text"=>"Interesting study on the decrease of emotional words within 20th Century literature: http://t.co/LMbKOKTmCG", "created_at"=>"2013-03-23T09:25:38Z", "user"=>"ScottofWindsor", "user_name"=>"Scott Rance Johnson", "user_profile_image"=>"http://a0.twimg.com/profile_images/1650147413/DSCF3289_normal.JPG"}
• {"id"=>"315409020024393729", "text"=>"http://t.co/kjCldWBKtL \njoy- sadness results", "created_at"=>"2013-03-23T10:25:45Z", "user"=>"jowitq", "user_name"=>"jowitq", "user_profile_image"=>"http://a0.twimg.com/profile_images/3405517459/3990827f674fc50b9d61530d9ff748c2_normal.jpeg"}
• {"id"=>"315412560289599488", "text"=>"RT @ScottofWindsor: Interesting study on the decrease of emotional words within 20th Century literature: http://t.co/LMbKOKTmCG", "created_at"=>"2013-03-23T10:39:49Z", "user"=>"AdrianHolme", "user_name"=>"Adrian Holme", "user_profile_image"=>"http://a0.twimg.com/profile_images/2902256219/d3f0f1f4fab3e178140138df3937e0a8_normal.jpeg"}
• {"id"=>"315426082906054656", "text"=>"Mooi. \"Historical periods of positive and negative moods.\" #stats http://t.co/OafWa0hC4j", "created_at"=>"2013-03-23T11:33:33Z", "user"=>"fabiobruna", "user_name"=>"Fabio", "user_profile_image"=>"http://a0.twimg.com/profile_images/3228565794/c734799958f9d223199355285b814a10_normal.jpeg"}
• {"id"=>"315426808734576640", "text"=>"RT @fabiobruna: Mooi. \"Historical periods of positive and negative moods.\" #stats http://t.co/OafWa0hC4j", "created_at"=>"2013-03-23T11:36:26Z", "user"=>"bertboerland", "user_name"=>"bert boerland", "user_profile_image"=>"http://a0.twimg.com/profile_images/721473302/twitterProfilePhoto_normal.jpg"}
• {"id"=>"315500514412474368", "text"=>"Los libros publicados en inglés en los últimos 50 años reflejan ↓progresiva de palabras de “emociones” http://t.co/SBv5VwOAvv #ymásdemiedo", "created_at"=>"2013-03-23T16:29:19Z", "user"=>"mangola", "user_name"=>"Bartolomé Ramírez", "user_profile_image"=>"http://a0.twimg.com/profile_images/2886208974/174c3d5262f19f6c05635bc84354a8f2_normal.jpeg"}
• {"id"=>"315532818279174145", "text"=>"@zoevenditozzi: A recent study says American literature has become more emotional and British books less so: http://t.co/yxBYZ56tTQ.", "created_at"=>"2013-03-23T18:37:40Z", "user"=>"LadyGavGav", "user_name"=>"Gavin Cruickshank", "user_profile_image"=>"http://a0.twimg.com/profile_images/2349701533/mrib6xoimtfoevaawpam_normal.gif"}
• {"id"=>"315578516903178240", "text"=>"The Expression of Emotions in 20th Century Books http://t.co/vgIba6xoJb (@harryfear cc @bodyspacesoc @jliyi) #bigdata #nlproc #textmining", "created_at"=>"2013-03-23T21:39:16Z", "user"=>"metacode", "user_name"=>"metacode", "user_profile_image"=>"http://a0.twimg.com/profile_images/1508368366/metacode01_normal.png"}
• {"id"=>"315621817651961857", "text"=>"Similar #analyitcs on #Twitter? MT @metacode Emotions - 20th Century Books http://t.co/RYnbcGDpWP (@harryfear @bodyspacesoc @jliyi) #bigdata", "created_at"=>"2013-03-24T00:31:19Z", "user"=>"mjcavaretta", "user_name"=>"Michael Cavaretta", "user_profile_image"=>"http://a0.twimg.com/profile_images/2648688508/48b2add713c9fef1269ca87e536d3899_normal.jpeg"}
• {"id"=>"315763633130983425", "text"=>"Is British fiction becoming less emotional? Great research study: The Expression of Emotions in 20th Century Books http://t.co/gwoD9xPN1B", "created_at"=>"2013-03-24T09:54:51Z", "user"=>"MargretGeraghty", "user_name"=>"Margret Geraghty", "user_profile_image"=>"http://a0.twimg.com/profile_images/2736463085/bf498b8eeb46254b1d51a13542e87ed4_normal.jpeg"}
• {"id"=>"315798056345944064", "text"=>"PLOS ONE: The Expression of Emotions in 20th Century Books http://t.co/aUELrklZ9P #bigdata", "created_at"=>"2013-03-24T12:11:38Z", "user"=>"sml8bigdata", "user_name"=>"sml8bigdata", "user_profile_image"=>"http://a0.twimg.com/profile_images/2763590972/32d521370f54728535b1842e9f83a53a_normal.png"}
• {"id"=>"315885474705182720", "text"=>"Analysis of 5 million books reveal US authors are increasingly more “emotional” than British ones http://t.co/NNGWat05m8 v/@metacode", "created_at"=>"2013-03-24T17:59:00Z", "user"=>"bodyspacesoc", "user_name"=>"Antonio A. Casilli", "user_profile_image"=>"http://a0.twimg.com/profile_images/1760010225/Antonio_A_Casilli_normal.jpg"}
• {"id"=>"316011658671710209", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/mHZQLMqpqP", "created_at"=>"2013-03-25T02:20:25Z", "user"=>"mobilepixel", "user_name"=>"Mircea Trifan", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_6_normal.png"}
• {"id"=>"316301660957847553", "text"=>"#materialworld on @BBCRadio4 is excellent - from giant squid to digital language analysis http://t.co/OxCwiZNYuc", "created_at"=>"2013-03-25T21:32:47Z", "user"=>"An_Old_Hand", "user_name"=>"An Old Hand", "user_profile_image"=>"http://a0.twimg.com/profile_images/1670336126/a_rose_normal.JPG"}
• {"id"=>"316306102117621761", "text"=>"\"American English has become decidedly more “emotional” than British English in the last half-century\" http://t.co/L9FSJrvtTK #words #psych", "created_at"=>"2013-03-25T21:50:26Z", "user"=>"futureful", "user_name"=>"futureful", "user_profile_image"=>"http://a0.twimg.com/profile_images/2844506393/48f8ceee4dd3029a1e2442ceb162ebc8_normal.png"}
• {"id"=>"316343007018373122", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/ZNHWYHqyGW via @newscientist", "created_at"=>"2013-03-26T00:17:04Z", "user"=>"TomWSGallacher", "user_name"=>"Tom Gallacher", "user_profile_image"=>"http://a0.twimg.com/profile_images/3319771840/b433d3882ce4730cf9e23ad8554dcb84_normal.jpeg"}
• {"id"=>"316386365631770624", "text"=>"You may find it interesting to know that American English has become more emotional than British English according to http://t.co/hIe9KKxwhb", "created_at"=>"2013-03-26T03:09:22Z", "user"=>"Bitstixs", "user_name"=>"BITSTIXS", "user_profile_image"=>"http://a0.twimg.com/profile_images/2854080619/4e16958d7eeb06360f91bc6eedf4c04b_normal.jpeg"}
• {"id"=>"316485607624937472", "text"=>"10 Things You Need to Know - #1: http://t.co/dxCDmH8zV5", "created_at"=>"2013-03-26T09:43:43Z", "user"=>"MumbyatMovies", "user_name"=>"Daniel Mumby", "user_profile_image"=>"http://a0.twimg.com/profile_images/3355049688/f6c23658f370c9fb9912c94d1e82aa37_normal.png"}
• {"id"=>"316514531671162880", "text"=>"American English has become more emotional than British English in books: http://t.co/7mP4L5IN8H", "created_at"=>"2013-03-26T11:38:39Z", "user"=>"Moq72", "user_name"=>"Mogens Larsen", "user_profile_image"=>"http://a0.twimg.com/profile_images/3430071500/e424b8db7ae8786ea4d5a1d8779b3ed6_normal.jpeg"}
• {"id"=>"316576877856817152", "text"=>"Graphing emotions in 20th century books http://t.co/tpvTf41BnJ", "created_at"=>"2013-03-26T15:46:24Z", "user"=>"ruthstarkman", "user_name"=>"Ruth Starkman", "user_profile_image"=>"http://a0.twimg.com/profile_images/3433479710/03e886c03253aecc3b6f4815cfb74c2e_normal.jpeg"}
• {"id"=>"316609556732080128", "text"=>"Report from @PLoS: \"In books, American English has become decidedly more 'emotional' than British English\" http://t.co/uvvjDmM3Vu #reading", "created_at"=>"2013-03-26T17:56:15Z", "user"=>"QueensLibrary", "user_name"=>"Queens Library", "user_profile_image"=>"http://a0.twimg.com/profile_images/1617351498/4454-128x128_normal.jpg"}
• {"id"=>"316793844035362816", "text"=>"The Expression of Emotions in 20th Century Books: http://t.co/d2uzWsVKbe", "created_at"=>"2013-03-27T06:08:32Z", "user"=>"grokwell", "user_name"=>"Micah Monserrat", "user_profile_image"=>"http://a0.twimg.com/profile_images/3214136180/67760d93a0e7fa1cb7d970987398a9d7_normal.jpeg"}
• {"id"=>"316931015849418753", "text"=>"American books have been becoming more emotional than British books over the last century. http://t.co/dXO0gX6NSi", "created_at"=>"2013-03-27T15:13:37Z", "user"=>"secboffin", "user_name"=>"Graham Lee", "user_profile_image"=>"http://a0.twimg.com/profile_images/2728789195/7a9b59c46d83e9648e002dce52f192cd_normal.jpeg"}
• {"id"=>"316981024955445248", "text"=>"if you hadn't seen it already, the study of mood words in 20th-c. literature: http://t.co/t18O8MxdSt", "created_at"=>"2013-03-27T18:32:20Z", "user"=>"david_wescott", "user_name"=>"David Wescott", "user_profile_image"=>"http://a0.twimg.com/profile_images/3415145304/ce2d193c760b46d2cfd7541fb9c635dc_normal.jpeg"}
• {"id"=>"317031655023972352", "text"=>"Literary mood swings - explore a century of emotional trends in books: http://t.co/Gdd1HjAs3M. Paper: http://t.co/WrOuS4Nh4a @PLOSONE", "created_at"=>"2013-03-27T21:53:31Z", "user"=>"algaebarnacle", "user_name"=>"allison barner", "user_profile_image"=>"http://a0.twimg.com/profile_images/3122876464/f782c0ef0d6aa0f69b49e94c5a62aa70_normal.jpeg"}
• {"id"=>"317056652870316032", "text"=>"http://t.co/95AeSzrKvV So reference to emotions is going down, while US to UK use of mood words is going up, though down overall.", "created_at"=>"2013-03-27T23:32:51Z", "user"=>"JoshuaKnight76", "user_name"=>"Joshua Knight", "user_profile_image"=>"http://a0.twimg.com/profile_images/2449175035/hyizsfwrj604u6tqnqsg_normal.jpeg"}
• {"id"=>"317075652991909889", "text"=>"20th Century Books: American English has become more “emotional” than British English in the last half-century. http://t.co/eiiX4V5Hxn", "created_at"=>"2013-03-28T00:48:21Z", "user"=>"LTProfessionals", "user_name"=>"David Paul", "user_profile_image"=>"http://a0.twimg.com/profile_images/2565828109/LTP_normal.jpg"}
• {"id"=>"317149493701259265", "text"=>"Decline in emotional expression in books across the 20th C http://t.co/qfuHsbiPfw big data meets literature and psychology!", "created_at"=>"2013-03-28T05:41:46Z", "user"=>"tomstafford", "user_name"=>"tomstafford", "user_profile_image"=>"http://a0.twimg.com/profile_images/68803364/tom_normal.jpg"}
• {"id"=>"317162063678017536", "text"=>"RT @tomstafford: Decline in emotional expression in books across the 20th C http://t.co/qfuHsbiPfw big data meets literature and psychology!", "created_at"=>"2013-03-28T06:31:43Z", "user"=>"Rayabi", "user_name"=>"Barbara Auger", "user_profile_image"=>"http://a0.twimg.com/profile_images/2961784618/353e1c387e5bc251a0f187e425985255_normal.jpeg"}
• {"id"=>"317167660460818434", "text"=>"RT @tomstafford: Decline in emotional expression in books across the 20th C http://t.co/qfuHsbiPfw big data meets literature and psychology!", "created_at"=>"2013-03-28T06:53:57Z", "user"=>"MattChallacombe", "user_name"=>"Matt Challacombe", "user_profile_image"=>"http://a0.twimg.com/profile_images/1458886938/shikamaru_normal.png"}
• {"id"=>"317188798008143872", "text"=>"RT @tomstafford: Decline in emotional expression in books across the 20th C http://t.co/qfuHsbiPfw big data meets literature and psychology!", "created_at"=>"2013-03-28T08:17:57Z", "user"=>"PlymCogInst", "user_name"=>"PlymCogInst", "user_profile_image"=>"http://a0.twimg.com/profile_images/2580237513/logoTiny_normal.jpg"}
• {"id"=>"317191359373127680", "text"=>"RT @tomstafford: Decline in emotional expression in books across the 20th C http://t.co/qfuHsbiPfw big data meets literature and psychology!", "created_at"=>"2013-03-28T08:28:07Z", "user"=>"ian_hocking", "user_name"=>"Ian Hocking", "user_profile_image"=>"http://a0.twimg.com/profile_images/3124212674/dcbcdee77b92f70d1969dd8eb3867505_normal.jpeg"}
• {"id"=>"317204691442339840", "text"=>"RT @tomstafford: Decline in emotional expression in books across the 20th C http://t.co/qfuHsbiPfw big data meets literature and psychology!", "created_at"=>"2013-03-28T09:21:06Z", "user"=>"DomeniiNebunie", "user_name"=>"DomeniiNebunie", "user_profile_image"=>"http://a0.twimg.com/profile_images/2919552603/f8ec45f8b9171f4ce90a45a0fd32bab9_normal.jpeg"}
• {"id"=>"317234388284878848", "text"=>"RT @tomstafford: Decline in emotional expression in books across the 20th C http://t.co/qfuHsbiPfw big data meets literature and psychology!", "created_at"=>"2013-03-28T11:19:06Z", "user"=>"ScienceGateway", "user_name"=>"Science Gateway", "user_profile_image"=>"http://a0.twimg.com/profile_images/1575166011/ECC_72_dpi_normal.jpg"}
• {"id"=>"317289769988153344", "text"=>"@valenzine Claro! http://t.co/TbgrOFXgJu", "created_at"=>"2013-03-28T14:59:10Z", "user"=>"e_gleich", "user_name"=>"Eze Gleichgerrcht", "user_profile_image"=>"http://a0.twimg.com/profile_images/1701044082/zektw_normal.jpg"}
• {"id"=>"317289816670748672", "text"=>"@CGCossioM Este es el paper, publicado esta semana http://t.co/TbgrOFXgJu", "created_at"=>"2013-03-28T14:59:21Z", "user"=>"e_gleich", "user_name"=>"Eze Gleichgerrcht", "user_profile_image"=>"http://a0.twimg.com/profile_images/1701044082/zektw_normal.jpg"}
• {"id"=>"317299225572540416", "text"=>"@aflichten @santisiri Paper original acá, salió esta semana http://t.co/TbgrOFXgJu", "created_at"=>"2013-03-28T15:36:45Z", "user"=>"e_gleich", "user_name"=>"Eze Gleichgerrcht", "user_profile_image"=>"http://a0.twimg.com/profile_images/1701044082/zektw_normal.jpg"}
• {"id"=>"317354342896254976", "text"=>"via @JeffPatterson11, a study of mood words in English-language books: http://t.co/OqxyQwEy8k", "created_at"=>"2013-03-28T19:15:46Z", "user"=>"eruditeogre", "user_name"=>"John E.O. Stevens ", "user_profile_image"=>"http://a0.twimg.com/profile_images/3090729225/16edfa055f5d9b41f11a48f2e92ecc4f_normal.jpeg"}
• {"id"=>"317552288178786304", "text"=>"'American English has become more 'emotional' than British English over last half-century' http://t.co/gN4h4vyJMc", "created_at"=>"2013-03-29T08:22:19Z", "user"=>"emotionshistory", "user_name"=>"emotionshistoryblog", "user_profile_image"=>"http://a0.twimg.com/profile_images/1576507656/emotionstwitter_normal.jpg"}
• {"id"=>"317577343050862592", "text"=>"RT @emotionshistory: 'American English has become more 'emotional' than British English over last half-century' http://t.co/gN4h4vyJMc", "created_at"=>"2013-03-29T10:01:53Z", "user"=>"newaudiencesold", "user_name"=>"Dr Penelope Woods", "user_profile_image"=>"http://a0.twimg.com/profile_images/1846125423/Pen_Head_Shot_small_normal.jpg"}
• {"id"=>"317719270823968768", "text"=>"RT @emotionshistory: 'American English has become more 'emotional' than British English over last half-century' http://t.co/gN4h4vyJMc", "created_at"=>"2013-03-29T19:25:51Z", "user"=>"PrsGodBarebones", "user_name"=>"Patrick Waite", "user_profile_image"=>"http://a0.twimg.com/profile_images/3413571135/8221b4715b869a200958d63bc93ae609_normal.jpeg"}
• {"id"=>"317828366726201345", "text"=>"RT @emotionshistory: 'American English has become more 'emotional' than British English over last half-century' http://t.co/gN4h4vyJMc", "created_at"=>"2013-03-30T02:39:22Z", "user"=>"annegalloway", "user_name"=>"Anne Galloway", "user_profile_image"=>"http://a0.twimg.com/profile_images/2769863152/77ae37acbf99ca005961a43d431d206e_normal.jpeg"}
• {"id"=>"317906737543921664", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/Z633VQ3LmC <~ So you guys are writing a lot more clit lit? Well done", "created_at"=>"2013-03-30T07:50:47Z", "user"=>"Oleuanna", "user_name"=>"Oleuanna", "user_profile_image"=>"http://a0.twimg.com/profile_images/2508980995/vn8dkzz394qea43cmc0r_normal.jpeg"}
• {"id"=>"317909711255109633", "text"=>"RT @emotionshistory: 'American English has become more 'emotional' than British English over last half-century' http://t.co/gN4h4vyJMc", "created_at"=>"2013-03-30T08:02:36Z", "user"=>"Amparo", "user_name"=>"Amparo", "user_profile_image"=>"http://a0.twimg.com/profile_images/3228909930/d1c2cc4d38fdb5d870d6fb2bd1120fca_normal.jpeg"}
• {"id"=>"317922279503835136", "text"=>"#social #media #analytics \"You know what? I'am happy!\" - \"The Expression of Emotions in 20th Century Books\" : http://t.co/8MN7gvYCM2", "created_at"=>"2013-03-30T08:52:32Z", "user"=>"phisab", "user_name"=>"Philippe Verstichel", "user_profile_image"=>"http://a0.twimg.com/profile_images/1221975016/PV_Vignette_crop_normal.jpg"}
• {"id"=>"318079246134292480", "text"=>"Interesting Google Ngram data suggesting literature is getting less emotional. http://t.co/5rzVbh01cj", "created_at"=>"2013-03-30T19:16:16Z", "user"=>"Daryl_Clark1", "user_name"=>"Daryl Clark", "user_profile_image"=>"http://a0.twimg.com/profile_images/3202021330/69555f7bd737f2a774985612222f29bc_normal.jpeg"}
• {"id"=>"318168864200482819", "text"=>"\"American English has become decidedly more 'emotional' than British English in the last half-century\" http://t.co/kQ37BTO5Od", "created_at"=>"2013-03-31T01:12:23Z", "user"=>"microform", "user_name"=>"Maria G", "user_profile_image"=>"http://a0.twimg.com/profile_images/2245277438/photo_wheel_normal.jpg"}
• {"id"=>"318565188951494656", "text"=>"PLOS ONE: The Expression of Emotions in 20th Century Books - http://t.co/fBjh1EGNfL", "created_at"=>"2013-04-01T03:27:14Z", "user"=>"biodagar", "user_name"=>"Biodagar", "user_profile_image"=>"http://a0.twimg.com/profile_images/3326675252/a5bd279c08bf5388aacf34b661bf14d2_normal.jpeg"}
• {"id"=>"318774913597046785", "text"=>"PLOS ONE: The Expression of Emotions in 20th Century Books http://t.co/kmyXxKRUrD", "created_at"=>"2013-04-01T17:20:36Z", "user"=>"erhanBLC", "user_name"=>"Erhan BLC", "user_profile_image"=>"http://a0.twimg.com/profile_images/2297117101/k3uensx5kgondyhgnrq5_normal.jpeg"}
• {"id"=>"318801414044413952", "text"=>"Etter å ha analysert 5 mill. bøker er resultatet noe skremmende. Vi bruker færre og færre emosjonelt-rel. ord http://t.co/zOXgn8ZG9n", "created_at"=>"2013-04-01T19:05:54Z", "user"=>"BlaaOyne", "user_name"=>"Anniken Blå Øyne", "user_profile_image"=>"http://a0.twimg.com/profile_images/2859717073/1482dbd64892cfbbd9fb68ba1e9b1f5b_normal.jpeg"}
• {"id"=>"318902549887467520", "text"=>"Currently Reading: http://t.co/EzHmv2TcUO", "created_at"=>"2013-04-02T01:47:47Z", "user"=>"RSUTHER", "user_name"=>"RSUTHER", "user_profile_image"=>"http://a0.twimg.com/profile_images/3094837514/d633a384c8c595f2540b709686f324be_normal.png"}
• {"id"=>"318927250210832384", "text"=>"Lo mejor del día --> The Expression of Emotions in 20th Century Books http://t.co/W3q572QCtZ", "created_at"=>"2013-04-02T03:25:56Z", "user"=>"PPmerino", "user_name"=>"José Merino", "user_profile_image"=>"http://a0.twimg.com/profile_images/2803169387/c8b099f9cae6b7523a81d9af71edc955_normal.jpeg"}
• {"id"=>"318933716518989824", "text"=>"RT @PPmerino: Lo mejor del día --> The Expression of Emotions in 20th Century Books http://t.co/W3q572QCtZ", "created_at"=>"2013-04-02T03:51:38Z", "user"=>"DOrtega15", "user_name"=>"D Ortega", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_0_normal.png"}
• {"id"=>"319031324021227521", "text"=>"For some reason this has my spider-senses tingling: @PLOSONE 'The Expression of Emotions in 20th Century Books' http://t.co/wveCrFJZi6", "created_at"=>"2013-04-02T10:19:29Z", "user"=>"j_w_baker", "user_name"=>"James Baker", "user_profile_image"=>"http://a0.twimg.com/profile_images/1679158153/meplates_normal.jpg"}
• {"id"=>"319073701977014274", "text"=>"@Ted_Underwood I feel like I missed reactions to last weeks 20thc. sentiment analysis article,good pieces out there? http://t.co/j9midnw67l", "created_at"=>"2013-04-02T13:07:53Z", "user"=>"MitchFraas", "user_name"=>"Mitch Fraas", "user_profile_image"=>"http://a0.twimg.com/profile_images/2731915607/7099cf6ecc6f50af2a348129ddbf8656_normal.jpeg"}
• {"id"=>"319077735442046976", "text"=>"\"The Expression of Emotions in 20th Century Books\" http://t.co/TG0hHspPEM", "created_at"=>"2013-04-02T13:23:54Z", "user"=>"billwolff", "user_name"=>"Bill Wolff", "user_profile_image"=>"http://a0.twimg.com/profile_images/224212988/Photo_40_normal.jpg"}
• {"id"=>"319104462989975552", "text"=>"This is great - using Google NGram to plot the emotional mood of the 20th Century. http://t.co/XxFvuG5vHR - disgust falls, fear rises!", "created_at"=>"2013-04-02T15:10:07Z", "user"=>"BrainJuicer", "user_name"=>"BrainJuicer", "user_profile_image"=>"http://a0.twimg.com/profile_images/671540828/square-signature-size_normal.jpg"}
• {"id"=>"319104617571024896", "text"=>"RT @BrainJuicer: This is great - using Google NGram to plot the emotional mood of the 20th Century. http://t.co/XxFvuG5vHR - disgust fal ...", "created_at"=>"2013-04-02T15:10:44Z", "user"=>"tomewing", "user_name"=>"Tom Ewing", "user_profile_image"=>"http://a0.twimg.com/profile_images/542441082/sockicon_normal.jpg"}
• {"id"=>"319135199457837056", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/ZKTX9H1XMd #npr #100yearsofemotions", "created_at"=>"2013-04-02T17:12:15Z", "user"=>"HereticJack", "user_name"=>"Jack aka Sparky ", "user_profile_image"=>"http://a0.twimg.com/profile_images/3280415584/18be01141157f5580ce1c287aab915c1_normal.jpeg"}
• {"id"=>"319167213829517312", "text"=>"An interesting story about mining books to learn about the emotions though time. NPR http://t.co/VZJNqNzKYt and PLOS http://t.co/Qw4sLbpXoF", "created_at"=>"2013-04-02T19:19:28Z", "user"=>"aimee_geewhiz", "user_name"=>"Aimee Gillespie", "user_profile_image"=>"http://a0.twimg.com/profile_images/1341951605/Mills_cat_normal.jpg"}
• {"id"=>"319180769643855873", "text"=>"The Expression of Emotions in 20th Century Books (open access research paper): http://t.co/vQeKFVv80v", "created_at"=>"2013-04-02T20:13:20Z", "user"=>"liza", "user_name"=>"Liza Daly", "user_profile_image"=>"http://a0.twimg.com/profile_images/1448591106/liza-headshot-light-square_normal.jpg"}
• {"id"=>"319183166986407936", "text"=>"Interesting-- The Expression of Emotions in 20th Century Books http://t.co/1eVygpn9o8", "created_at"=>"2013-04-02T20:22:51Z", "user"=>"Prof_Han", "user_name"=>"Dr. Gang (Kevin) Han", "user_profile_image"=>"http://a0.twimg.com/profile_images/1766573198/image_normal.jpg"}
• {"id"=>"319191844124758016", "text"=>"Historical periods of positive/negative moods through books. Sadness scores rising. http://t.co/IJrqePfS66 http://t.co/IqT4YRFHur", "created_at"=>"2013-04-02T20:57:20Z", "user"=>"aartiparikh", "user_name"=>"Aarti Parikh", "user_profile_image"=>"http://a0.twimg.com/profile_images/3443686461/f64e641bd8a0fc30013786d8dbbfaaef_normal.jpeg"}
• {"id"=>"319342082764455936", "text"=>"RT @liza: The Expression of Emotions in 20th Century Books (open access research paper): http://t.co/vQeKFVv80v", "created_at"=>"2013-04-03T06:54:20Z", "user"=>"Akerbos", "user_name"=>"Raphael R.", "user_profile_image"=>"http://a0.twimg.com/profile_images/558176817/dog_normal.png"}
• {"id"=>"319386534807752704", "text"=>"RT @BrainJuicer: This is great - using Google NGram to plot the emotional mood of the 20th Century. http://t.co/XxFvuG5vHR - disgust fal ...", "created_at"=>"2013-04-03T09:50:58Z", "user"=>"pspear", "user_name"=>"peter spear", "user_profile_image"=>"http://a0.twimg.com/profile_images/1291333199/pete-3-sept-5-2010small_normal.jpg"}
• {"id"=>"319387760521789440", "text"=>"RT @BrainJuicer: This is great - using Google NGram to plot the emotional mood of the 20th Century. http://t.co/XxFvuG5vHR - disgust fal ...", "created_at"=>"2013-04-03T09:55:50Z", "user"=>"eimearfarrell", "user_name"=>"Eimear Farrell", "user_profile_image"=>"http://a0.twimg.com/profile_images/3449336936/16039bc3c7bf1a15b49fa907dab7e4ca_normal.jpeg"}
• {"id"=>"319478719150428161", "text"=>"PLOS ONE: The Expression of Emotions in 20th Century Books - http://t.co/XGhPnADWjg", "created_at"=>"2013-04-03T15:57:16Z", "user"=>"hackademiker", "user_name"=>"Hackademiker", "user_profile_image"=>"http://a0.twimg.com/profile_images/3306317751/00fe7b404f1c3ea2b7abdba32c2657fa_normal.jpeg"}
• {"id"=>"319494193888239617", "text"=>"Check out @acerbialberto in The Expression of Emotions in 20th Century Books http://t.co/97w6Q8S8CR", "created_at"=>"2013-04-03T16:58:46Z", "user"=>"NovellaLite", "user_name"=>"NovellaLite", "user_profile_image"=>"http://a0.twimg.com/profile_images/3466678930/c0aa09fb51a03b4584f6389b127c0dbf_normal.jpeg"}
• {"id"=>"319511119725211649", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/ndK8pIWLsJ", "created_at"=>"2013-04-03T18:06:01Z", "user"=>"SlowConversatio", "user_name"=>"TheSlowConversation", "user_profile_image"=>"http://a0.twimg.com/profile_images/3346349433/85ce21c91d6872368cb49d22b49a25bc_normal.jpeg"}
• {"id"=>"319839745347833856", "text"=>"The rise of fear, ofwel: het bewijs dat angst sinds 1980 de snelst groeiende emotie is. Populisme voor beginners: http://t.co/kTKpFbbnz9", "created_at"=>"2013-04-04T15:51:52Z", "user"=>"tomjanmeeus", "user_name"=>"Tom-Jan Meeus", "user_profile_image"=>"http://a0.twimg.com/profile_images/3310891758/a58fa5bbab429495165f95bb8a0798fc_normal.jpeg"}
• {"id"=>"320263229404221440", "text"=>"The Expression of Emotions in 20th Century Books http://t.co/HW5dNq6zQy", "created_at"=>"2013-04-05T19:54:38Z", "user"=>"a_blank_slate", "user_name"=>"Vishal", "user_profile_image"=>"http://a0.twimg.com/profile_images/545179648/P1000104_normal.jpg"}
• {"id"=>"320457354493714433", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/efHdEqG4ji", "created_at"=>"2013-04-06T08:46:01Z", "user"=>"jtthede", "user_name"=>"Jan", "user_profile_image"=>"http://a0.twimg.com/profile_images/2585265423/pro2_normal.jpg"}
• {"id"=>"320466027966255104", "text"=>"Litteraturvidenskab: The Expression of Emotions in 20th Century Books http://t.co/44ugOX4wuh", "created_at"=>"2013-04-06T09:20:29Z", "user"=>"erikgahner", "user_name"=>"Erik Gahner Larsen", "user_profile_image"=>"http://a0.twimg.com/profile_images/2954236073/f245075f7756c7d634a8eac60329a28c_normal.png"}
• {"id"=>"320582669777907712", "text"=>"\"a ‘sad’ peak corresponding to Second World War, and two ‘happy’ peaks, one in the 1920s and the other in the 1960s\" http://t.co/sMdZxI7Dso", "created_at"=>"2013-04-06T17:03:59Z", "user"=>"logotrope", "user_name"=>"P. Nightly Philpott", "user_profile_image"=>"http://a0.twimg.com/profile_images/3246623298/7ac8db79f4b3446d4e60c3dd80139532_normal.png"}
• {"id"=>"320602987586260993", "text"=>"RT @emotionshistory: 'American English has become more 'emotional' than British English over last half-century' http://t.co/gN4h4vyJMc", "created_at"=>"2013-04-06T18:24:43Z", "user"=>"mrdarnley", "user_name"=>"Trish Holmes", "user_profile_image"=>"http://a0.twimg.com/profile_images/2489917430/1m3yve3nkrcg3yseaw4o_normal.gif"}
• {"id"=>"320703771212673024", "text"=>"@asiangrrlMN NPR discussed this study. Found that 'fear' in print inc since 70's http://t.co/pheKnnFbsX\n @dvnix @JustCindeh @HoneybadgerLA", "created_at"=>"2013-04-07T01:05:12Z", "user"=>"LLLGeorge", "user_name"=>"L George", "user_profile_image"=>"http://a0.twimg.com/profile_images/3049265065/b7e763e862c13191d8c09e0da31a1593_normal.jpeg"}
• {"id"=>"320911812839211008", "text"=>"The Expression of Emotions in 20th Century Books |PlosOne http://t.co/ObxldKUgFK Fear Up, Disgust Down", "created_at"=>"2013-04-07T14:51:53Z", "user"=>"Keith_Laws", "user_name"=>"Keith R Laws", "user_profile_image"=>"http://a0.twimg.com/profile_images/3338516269/0a3f633c7702d6e7a70fd6f1482e9e1a_normal.jpeg"}
• {"id"=>"321265125342474242", "text"=>"(12 et X/X) données comme un outil de recherche. Voici l’article : http://t.co/p1AOGvVU4T", "created_at"=>"2013-04-08T14:15:49Z", "user"=>"GarrettWhite3", "user_name"=>"Garrett White", "user_profile_image"=>"http://a0.twimg.com/profile_images/3095802185/853616e1e34267d861e27eff1572d092_normal.jpeg"}
• {"id"=>"321570874589339648", "text"=>"@PaulGrahamRaven Sorry, no. But this says American English has become more emotional, which is interesting: http://t.co/NoI9ELUuaB", "created_at"=>"2013-04-09T10:30:45Z", "user"=>"annegalloway", "user_name"=>"Anne Galloway", "user_profile_image"=>"http://a0.twimg.com/profile_images/2769863152/77ae37acbf99ca005961a43d431d206e_normal.jpeg"}
• {"id"=>"322701601112485888", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/V0TbypVUeC", "created_at"=>"2013-04-12T13:23:51Z", "user"=>"mandyboyle", "user_name"=>"Mandy Boyle", "user_profile_image"=>"http://a0.twimg.com/profile_images/3053251355/d77bb613e964147f3560611ca97c63a5_normal.jpeg"}
• {"id"=>"323717180036374528", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/aERPUQDLFF", "created_at"=>"2013-04-15T08:39:24Z", "user"=>"monzoneta", "user_name"=>"Esther Monzó", "user_profile_image"=>"http://a0.twimg.com/profile_images/3478964398/75e514f3cda7a2884fea9f42087886ec_normal.jpeg"}
• {"id"=>"324098978805325824", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/279B1wZkhq", "created_at"=>"2013-04-16T09:56:32Z", "user"=>"occupf", "user_name"=>"OCC-UPF", "user_profile_image"=>"http://a0.twimg.com/profile_images/533819020/Logo_OCC-UPF_normal.png"}
• {"id"=>"324192644781703168", "text"=>"An interesting use of Google data to determine the use of emotion in 20th century books.\nhttp://t.co/XA1f5CYx6a", "created_at"=>"2013-04-16T16:08:44Z", "user"=>"rmawani", "user_name"=>"Rizwan Mawani", "user_profile_image"=>"http://a0.twimg.com/profile_images/1624822088/Rizwan_Mawani_-_Headshot_normal.jpg"}
• {"id"=>"324235094934040576", "text"=>"'The Expression of Emotions in 20th Century Books' http://t.co/P3jNlm25Z3 via @plosone #books", "created_at"=>"2013-04-16T18:57:25Z", "user"=>"MattAsher", "user_name"=>"Matt Asher / SFP", "user_profile_image"=>"http://a0.twimg.com/profile_images/3531437172/dd40606bdfcd71ae220a86826a7f0cff_normal.jpeg"}
• {"id"=>"324288830834368513", "text"=>"@j2bryson great! i'll read it. we published a couple of weeks ago http://t.co/awoYuk0c8Z", "created_at"=>"2013-04-16T22:30:56Z", "user"=>"acerbialberto", "user_name"=>"Alberto Acerbi", "user_profile_image"=>"http://a0.twimg.com/profile_images/2732663923/aac31d625c3ca2d8ac0b015a5d8c1b78_normal.jpeg"}
• {"id"=>"324453468737773569", "text"=>"Great research: Emotional trends by century via @PLOS #BigData #literature http://t.co/jYYr7TIkVi", "created_at"=>"2013-04-17T09:25:09Z", "user"=>"AnnikaBunse", "user_name"=>"Annika Bunse", "user_profile_image"=>"http://a0.twimg.com/profile_images/3028616515/9def1ca0cf5fbd5de783d61705a6e6f6_normal.jpeg"}
• {"id"=>"324502078527520768", "text"=>"The Digital History of Our Emotions in Millions of Books! http://t.co/DYjya0OFGm via @HuffPostScience,Research Paper: http://t.co/VlnbhUhCUI", "created_at"=>"2013-04-17T12:38:19Z", "user"=>"HelsinkiGLAM", "user_name"=>"Samir Bhowmik", "user_profile_image"=>"http://a0.twimg.com/profile_images/3037999594/9b91f7d15898e5d07dcb5983647c38b3_normal.jpeg"}
• {"id"=>"324629969575759872", "text"=>"@alanhitt http://t.co/m7VUP4rfSb", "created_at"=>"2013-04-17T21:06:30Z", "user"=>"lmshirley", "user_name"=>"Lauren Shirley", "user_profile_image"=>"http://a0.twimg.com/profile_images/122227501/me_crop_normal.jpg"}
• {"id"=>"324814056424865792", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/66xvFNZpbQ", "created_at"=>"2013-04-18T09:18:00Z", "user"=>"lshlj", "user_name"=>"SangHoon Lee", "user_profile_image"=>"http://a0.twimg.com/profile_images/3147951490/51d4ec9f82f0ccbd057f6a69190e2bfc_normal.jpeg"}
• {"id"=>"324916279582552064", "text"=>"Totally fascinating study for word nerds: http://t.co/T1okIYemRC", "created_at"=>"2013-04-18T16:04:12Z", "user"=>"Lbartsch", "user_name"=>"Lynn Bartsch", "user_profile_image"=>"http://a0.twimg.com/profile_images/3161950406/d9a930a447542146f9523b50aa61d435_normal.jpeg"}
• {"id"=>"325142348805849090", "text"=>"Fascinating! #PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/3TrGzrywnh", "created_at"=>"2013-04-19T07:02:31Z", "user"=>"WowEmOnceMore", "user_name"=>"N.", "user_profile_image"=>"http://a0.twimg.com/profile_images/3117778751/3a0b748aa651cef547b0ff90ac15ea04_normal.jpeg"}
• {"id"=>"329584755198808065", "text"=>"PLOS ONE: The Expression of Emotions in 20th Century Books http://t.co/o8KBdTwly3", "created_at"=>"2013-05-01T13:15:03Z", "user"=>"joarderm", "user_name"=>"KAMAL Joarder", "user_profile_image"=>"http://a0.twimg.com/profile_images/962059791/jmmk_normal.jpg"}
• {"id"=>"329782871051091969", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/fyPly5vbqm", "created_at"=>"2013-05-02T02:22:18Z", "user"=>"martha_clayton", "user_name"=>"martha clayton", "user_profile_image"=>"http://a0.twimg.com/profile_images/3593770025/bea793b315b0a8733448e4b797d765cc_normal.jpeg"}
• {"id"=>"330352915279650816", "text"=>"面白いけど、こういう論文が書き散らかされている気がする。The Expression of Emotions in 20th Century Books, PLoS ONE (2013) http://t.co/qw8YRLQejf", "created_at"=>"2013-05-03T16:07:27Z", "user"=>"soramame0518", "user_name"=>"soramame0518", "user_profile_image"=>"http://a0.twimg.com/profile_images/593081602/SlimeCat_normal.png"}
• {"id"=>"330639076896153601", "text"=>"Interesting paper that analyzes the usage trends of emotional words in XXth century books\nhttp://t.co/bTKPbKTxhF http://t.co/YasuCl8D34", "created_at"=>"2013-05-04T11:04:33Z", "user"=>"alexeymakarin", "user_name"=>"Alexey Makarin", "user_profile_image"=>"http://a0.twimg.com/profile_images/1607837640/x_d8cfac88_normal.jpg"}
• {"id"=>"330644480971653120", "text"=>"RT @alexeymakarin: Interesting paper that analyzes the usage trends of emotional words in XXth century books\nhttp://t.co/bTKPbKTxhF http://…", "created_at"=>"2013-05-04T11:26:02Z", "user"=>"googoogeejoob", "user_name"=>"Владимир Павлов", "user_profile_image"=>"http://a0.twimg.com/profile_images/1736594068/Obey_Giant_Logo5_normal.jpg"}
• {"id"=>"330705622658068480", "text"=>"RT @alexeymakarin: Interesting paper that analyzes the usage trends of emotional words in XXth century books\nhttp://t.co/bTKPbKTxhF http://…", "created_at"=>"2013-05-04T15:28:59Z", "user"=>"ks1v", "user_name"=>"Andrew Kiselev", "user_profile_image"=>"http://a0.twimg.com/profile_images/1850919804/cat_550p_normal.jpg"}
• {"id"=>"330787383157063681", "text"=>"report here trends usage of “mood” words, acerbi, lampos from google books ngrams http://t.co/KdXhPKasyQ", "created_at"=>"2013-05-04T20:53:52Z", "user"=>"DwuLab", "user_name"=>"Dwu Lab", "user_profile_image"=>"http://a0.twimg.com/profile_images/2486546922/fowco2q9chkpr6za0eus_normal.png"}
• {"id"=>"331023924559233024", "text"=>"RT @alexeymakarin: Interesting paper that analyzes the usage trends of emotional words in XXth century books\nhttp://t.co/bTKPbKTxhF http://…", "created_at"=>"2013-05-05T12:33:48Z", "user"=>"onixIT", "user_name"=>"Vadim Ne.", "user_profile_image"=>"http://a0.twimg.com/profile_images/3194634674/f9b689341b201a358b7de49f89a2a88d_normal.png"}
• {"id"=>"331045383709003776", "text"=>"@eduardospohr Você ja ouviu falar dessa pesquisa sobre emoções nos livros durante o século 20? http://t.co/Qaa3ocmqs4 Achei bem interessante", "created_at"=>"2013-05-05T13:59:04Z", "user"=>"lfmendes", "user_name"=>"Luiz Felipe Mendes", "user_profile_image"=>"http://a0.twimg.com/profile_images/2478403598/8lm4m4f6y14idkf30t91_normal.jpeg"}
• {"id"=>"331297297692512256", "text"=>"The Expression of Emotions in 20th Century Books\nhttp://t.co/e3X9GYxAEu\n\n@YasserAlbaty", "created_at"=>"2013-05-06T06:40:05Z", "user"=>"MazenShawosh", "user_name"=>"Mazen Shawosh - مازن", "user_profile_image"=>"http://a0.twimg.com/profile_images/3381439526/86163e287a7a363d4f68db17bc91c70f_normal.jpeg"}
• {"id"=>"331498816475910144", "text"=>"How emotional expression has changed in books during 20th century - using data methods: http://t.co/kweiErHXDw", "created_at"=>"2013-05-06T20:00:51Z", "user"=>"dondini", "user_name"=>"dondini", "user_profile_image"=>"http://a0.twimg.com/profile_images/1447882003/twitter_pic_normal.jpg"}
• {"id"=>"331523744810029057", "text"=>"This is REALLY cool: data mining to evaluate emotions in 20TH century books (with free tools): http://t.co/x4JKQCwZSt", "created_at"=>"2013-05-06T21:39:54Z", "user"=>"arturo_caissut", "user_name"=>"Arturo Caissut", "user_profile_image"=>"http://a0.twimg.com/profile_images/1342546108/20th_normal.jpg"}
• {"id"=>"332710653548691456", "text"=>"@hegutfer recuerdas la construcción del índice http://t.co/pHH032TJa2", "created_at"=>"2013-05-10T04:16:15Z", "user"=>"econucv", "user_name"=>"Pedro", "user_profile_image"=>"http://a0.twimg.com/profile_images/2823032493/57b949f85a789f8578405f77b8f8789c_normal.jpeg"}
• {"id"=>"333585300137840642", "text"=>"Un análisis de las palabras usadas en los libros del Siglo XX: http://t.co/dloYLXWTf4 Interesante y curioso.", "created_at"=>"2013-05-12T14:11:47Z", "user"=>"adambarreiro", "user_name"=>"Adam Barreiro", "user_profile_image"=>"http://a0.twimg.com/profile_images/3642067496/cacdcecdbfc4ca5f4149e37292f123c0_normal.jpeg"}
• {"id"=>"333813988259405824", "text"=>"The Expression of Emotions in 20th Century Books: http://t.co/aSqeVNgYNc", "created_at"=>"2013-05-13T05:20:31Z", "user"=>"ESA_Soc_Emotion", "user_name"=>"Sociology Emotions", "user_profile_image"=>"http://a0.twimg.com/profile_images/1539867122/botticelli_crop_11-1024x162_normal.jpg"}
• {"id"=>"333816339288440832", "text"=>"RT @ESA_Soc_Emotion: The Expression of Emotions in 20th Century Books: http://t.co/aSqeVNgYNc", "created_at"=>"2013-05-13T05:29:51Z", "user"=>"elpadrinortega", "user_name"=>"Adolfo Ortega", "user_profile_image"=>"http://a0.twimg.com/profile_images/3487972302/165290ffce97563482a334cf16c87950_normal.jpeg"}
• {"id"=>"333938031906136065", "text"=>"RT @ESA_Soc_Emotion: The Expression of Emotions in 20th Century Books: http://t.co/aSqeVNgYNc", "created_at"=>"2013-05-13T13:33:25Z", "user"=>"kimberlybrogers", "user_name"=>"Kimberly B. Rogers", "user_profile_image"=>"http://a0.twimg.com/profile_images/3628405559/637974d0b51c7aea12d423e392483a87_normal.jpeg"}
• {"id"=>"334172502391672832", "text"=>"\"in books, American English has become decidedly more “emotional” than British English in the last half-century\" http://t.co/qiI3GQB5FR", "created_at"=>"2013-05-14T05:05:07Z", "user"=>"Andreas_Spath", "user_name"=>"Andreas Spath", "user_profile_image"=>"http://a0.twimg.com/profile_images/91854429/Dre_Ben_normal.jpg"}
• {"id"=>"336815279294279681", "text"=>"The Expression of Emotions in 20th Century Books \nhttp://t.co/eCIKkuyi16 http://t.co/zWMulohjTT", "created_at"=>"2013-05-21T12:06:34Z", "user"=>"WongIngHo", "user_name"=>"웡잉호", "user_profile_image"=>"http://a0.twimg.com/profile_images/3606235811/b2c4c906e95956ceed4f194fbce51025_normal.jpeg"}
• {"id"=>"337133200470073345", "text"=>"#PLOSONE: The Expression of #Emotions in 20th Century Books http://t.co/AQMHEhHrJu #bigdata #literature", "created_at"=>"2013-05-22T09:09:53Z", "user"=>"fabeor", "user_name"=>"Minollo' Hunter", "user_profile_image"=>"http://a0.twimg.com/profile_images/2851780845/7585293abdfbc1e7d4d29a0b582e8891_normal.jpeg"}
• {"id"=>"337133872691179520", "text"=>"Grafici ed emozioni: The Expression of Emotions in 20th Century Books - http://t.co/17yTpqWluf (segnalato da Davide Coppo su @RivistaStudio)", "created_at"=>"2013-05-22T09:12:33Z", "user"=>"Lotto_49", "user_name"=>"Agenzia Lotto 49", "user_profile_image"=>"http://a0.twimg.com/profile_images/3009911665/8aa5c43b7a7cdd4a82eab8820867298b_normal.jpeg"}
• {"id"=>"337493920583913472", "text"=>"@fabeor @RivistaStudio Grazie mille! Se hai tempo questo e' l'articolo: http://t.co/awoYuk0c8Z", "created_at"=>"2013-05-23T09:03:15Z", "user"=>"acerbialberto", "user_name"=>"Alberto Acerbi", "user_profile_image"=>"http://a0.twimg.com/profile_images/2732663923/aac31d625c3ca2d8ac0b015a5d8c1b78_normal.jpeg"}
• {"id"=>"341244867634159618", "text"=>"\"We find evidence for distinct historical periods of positive and negative moods\" http://t.co/3MZeeTkfVm", "created_at"=>"2013-06-02T17:28:11Z", "user"=>"Mangan150", "user_name"=>"Mangan", "user_profile_image"=>"http://a0.twimg.com/profile_images/3258558239/6bc3e5a90e191f6bac5085fae471549c_normal.jpeg"}
• {"id"=>"341244999196884992", "text"=>"\"American English has become decidedly more “emotional” than British English in the last half-century\" http://t.co/3MZeeTkfVm", "created_at"=>"2013-06-02T17:28:42Z", "user"=>"Mangan150", "user_name"=>"Mangan", "user_profile_image"=>"http://a0.twimg.com/profile_images/3258558239/6bc3e5a90e191f6bac5085fae471549c_normal.jpeg"}
• {"id"=>"341577022679699456", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/jnQUAQXJSu", "created_at"=>"2013-06-03T15:28:03Z", "user"=>"DI_Tsomokos", "user_name"=>"D.I. Tsomokos", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_4_normal.png"}
• {"id"=>"342255502383788032", "text"=>"Mapping positive and negative human emotions through the 20th century using Google Books Ngram Viewer and WordNet. http://t.co/JoSqavKX7q", "created_at"=>"2013-06-05T12:24:05Z", "user"=>"easylight_ro", "user_name"=>"Easylight România", "user_profile_image"=>"http://a0.twimg.com/profile_images/3507534451/78607665f78506b2648228ee2723e9e2_normal.png"}
• {"id"=>"342255756013338624", "text"=>"Mapping positive and negative human emotions through the 20th century using Google Books Ngram Viewer and WordNet. http://t.co/SuE12QJJBO", "created_at"=>"2013-06-05T12:25:05Z", "user"=>"dmargoi", "user_name"=>"Dragos Margoi", "user_profile_image"=>"http://a0.twimg.com/profile_images/1680803372/Dragos_Margoi_normal.jpg"}
• {"id"=>"345536109008281600", "text"=>"PLOS ONE: The Expression of Emotions in 20th Century Books http://t.co/YoxNvjJ4Nr", "created_at"=>"2013-06-14T13:40:02Z", "user"=>"gokcen", "user_name"=>"gokcen", "user_profile_image"=>"http://a0.twimg.com/profile_images/57661736/profil_normal.jpg"}
• {"id"=>"349795960957837312", "text"=>"The Expression of Emotions in 20th Century Books http://t.co/EhM9gZSB7W", "created_at"=>"2013-06-26T07:47:10Z", "user"=>"chdecultot", "user_name"=>"CH Decultot", "user_profile_image"=>"http://a0.twimg.com/profile_images/378800000041175980/b77b0483aac276dba8e9720b6de3209e_normal.jpeg"}
• {"id"=>"351831016085790720", "text"=>"Somos hijos de la tristeza. http://t.co/luFpGbo77Z", "created_at"=>"2013-07-01T22:33:45Z", "user"=>"amelrame", "user_name"=>"Amelrame", "user_profile_image"=>"http://a0.twimg.com/profile_images/378800000011011592/2e0e0873c650497b76e7822b2bb41a27_normal.jpeg"}
• {"id"=>"355599333560815616", "text"=>"The Expression of Emotions in 20th Century Books: http://t.co/dd8bIqGQgy", "created_at"=>"2013-07-12T08:07:42Z", "user"=>"ESA_Soc_Emotion", "user_name"=>"Sociology Emotions", "user_profile_image"=>"http://a0.twimg.com/profile_images/1539867122/botticelli_crop_11-1024x162_normal.jpg"}
• {"id"=>"355600506183364608", "text"=>"RT @ESA_Soc_Emotion: The Expression of Emotions in 20th Century Books: http://t.co/dd8bIqGQgy", "created_at"=>"2013-07-12T08:12:22Z", "user"=>"sociographie", "user_name"=>"fredP.", "user_profile_image"=>"http://a0.twimg.com/profile_images/1418641194/sociographie_net_normal.png"}
• {"id"=>"355601446525353985", "text"=>"RT @ESA_Soc_Emotion: The Expression of Emotions in 20th Century Books: http://t.co/dd8bIqGQgy", "created_at"=>"2013-07-12T08:16:06Z", "user"=>"WelfareUpdate", "user_name"=>"Welfare Update", "user_profile_image"=>"http://a0.twimg.com/profile_images/2875134428/26c7e11c3e2febfd4a5d76578ee6692f_normal.jpeg"}
• {"id"=>"360026511320948739", "text"=>"Expression of Emotions in 20th Century Books. Interesting graphs. @acerbialberto in @PLOSONE via @librarycongress http://t.co/YnfvnhqUh9", "created_at"=>"2013-07-24T13:19:43Z", "user"=>"amyleerobinson", "user_name"=>"Amy Robinson", "user_profile_image"=>"http://a0.twimg.com/profile_images/1145193701/amy_normal.jpg"}
• {"id"=>"360714038952468481", "text"=>"\"Expression of Emotions in 20th Century Books\"- Plos One article http://t.co/b7Yz1mZ9mR http://t.co/BsTLaJr0tp", "created_at"=>"2013-07-26T10:51:43Z", "user"=>"ic_network", "user_name"=>"internet citizen", "user_profile_image"=>"http://a0.twimg.com/profile_images/1470995873/Logo_normal.jpg"}
• {"id"=>"360726202144661505", "text"=>"\"Expression of Emotions in 20th Century Books\"- using 4% of all published books - Plos One article #digitalhumanities http://t.co/hl4HCy0xK7", "created_at"=>"2013-07-26T11:40:03Z", "user"=>"manovich", "user_name"=>"manovich", "user_profile_image"=>"http://a0.twimg.com/profile_images/378800000117704943/4d443c3c6ef50726b2c70c502ff7b17a_normal.jpeg"}
• {"id"=>"360729069773524992", "text"=>"The expression of emotions in 20th century books, http://t.co/s1IbmWV9Qq via @manovich", "created_at"=>"2013-07-26T11:51:26Z", "user"=>"EASAinfo", "user_name"=>"EASA", "user_profile_image"=>"http://a0.twimg.com/profile_images/1469140256/easa_logo_whitebgd_sm_normal.jpg"}
• {"id"=>"360729071841316864", "text"=>"The expression of emotions in 20th century books, http://t.co/Xqb7viGeKq via @manovich", "created_at"=>"2013-07-26T11:51:27Z", "user"=>"acorsin", "user_name"=>"Alberto Corsín", "user_profile_image"=>"http://a0.twimg.com/profile_images/553387390/foto_movil_normal.jpg"}
• {"id"=>"360736077046226946", "text"=>"RT @EASAinfo: The expression of emotions in 20th century books, http://t.co/s1IbmWV9Qq via @manovich", "created_at"=>"2013-07-26T12:19:17Z", "user"=>"UNaue", "user_name"=>"Ursula Naue", "user_profile_image"=>"http://a0.twimg.com/profile_images/3702313084/d810ab99a9d572fdc887e15a555eab2b_normal.jpeg"}
• {"id"=>"367376446622150656", "text"=>"@JonHaidt I wonder if one could track moral sentiment over time for your model using a technique like this: http://t.co/36HhCe64FO", "created_at"=>"2013-08-13T20:05:45Z", "user"=>"Tjosephsohn", "user_name"=>"Thomas Josephsohn", "user_profile_image"=>"http://a0.twimg.com/profile_images/2673520440/cb53428bd51b07bbcc7508182d7005ea_normal.jpeg"}
• {"id"=>"369456729508941824", "text"=>"@arbesman @washingtonpost @mims @pkedrosky We tried with (relatively) long data for social phenomena: http://t.co/zm2iiMjl8C", "created_at"=>"2013-08-19T13:52:03Z", "user"=>"acerbialberto", "user_name"=>"Alberto Acerbi", "user_profile_image"=>"http://a0.twimg.com/profile_images/2732663923/aac31d625c3ca2d8ac0b015a5d8c1b78_normal.jpeg"}
• {"id"=>"371625904612470784", "text"=>"New study says fewer \"emotion\" words used in books now than before: Expression of Emotions in 20th Century Books http://t.co/pQGkWDuc5v", "created_at"=>"2013-08-25T13:31:34Z", "user"=>"inspired1983", "user_name"=>"Jessica Brown", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_0_normal.png"}
• {"id"=>"376954647841230848", "text"=>"\"The Expression of Emotions in 20th Century Books\" http://t.co/g0bw92Ksv6 | #PLOSONE", "created_at"=>"2013-09-09T06:26:06Z", "user"=>"sumdp", "user_name"=>"dp", "user_profile_image"=>"http://a0.twimg.com/profile_images/378800000181791750/f9abdc5b224a300db15c717e6b5e953f_normal.jpeg"}
• {"id"=>"377090272582057986", "text"=>"The Expression of Emotions in 20th Century Books http://t.co/pEsr7OfE1V", "created_at"=>"2013-09-09T15:25:01Z", "user"=>"kimberlybrogers", "user_name"=>"Kimberly B. Rogers", "user_profile_image"=>"http://a0.twimg.com/profile_images/3655480399/880a148a58078579543562172329c31a_normal.jpeg"}
• {"id"=>"382188098626813952", "text"=>". @lampos @prgarnett >40K readers for our @PLOSONE \"Expression of emotions\" paper! http://t.co/FHKl0RRvLl", "created_at"=>"2013-09-23T17:01:58Z", "user"=>"acerbialberto", "user_name"=>"Alberto Acerbi", "user_profile_image"=>"http://a0.twimg.com/profile_images/2732663923/aac31d625c3ca2d8ac0b015a5d8c1b78_normal.jpeg"}
• {"id"=>"382866448856543232", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/UL7dMrgPHm mmm...", "created_at"=>"2013-09-25T13:57:29Z", "user"=>"petrucci_fra", "user_name"=>"Francesca", "user_profile_image"=>"http://a0.twimg.com/profile_images/378800000335548637/cf52037812c0bbf8f462fa22efbb82ea_normal.jpeg"}
• {"id"=>"421331258149310464", "text"=>"http://t.co/en7Bsx1enn looks interesting, too. Love this kind of statistical lens on culture.", "created_at"=>"2014-01-09T17:22:54Z", "user"=>"cgranade", "user_name"=>"Chris Granade", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1970167371/c-grenade_normal.png"}
• {"id"=>"421340436565737472", "text"=>"RT @cgranade: http://t.co/en7Bsx1enn looks interesting, too. Love this kind of statistical lens on culture.", "created_at"=>"2014-01-09T17:59:22Z", "user"=>"bobpoekert", "user_name"=>"Bob (╥﹏╥)", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000785003118/3333d1b9423c50bf777715db8136a3ca_normal.jpeg"}
• {"id"=>"421362860170567680", "text"=>"American English diverging from British English and becoming more \"emotional\". I believe that. http://t.co/IXlGd0izKR via @MargRev", "created_at"=>"2014-01-09T19:28:29Z", "user"=>"octavio_medina", "user_name"=>"Octavio Medina", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3065862122/89e2184927cb20b61eb3240fff6e01bd_normal.png"}
• {"id"=>"421452145117134848", "text"=>"this jawn from nearly a year ago (using big data to trace mood of ppl) is just now appearing in the nyt http://t.co/1HXoRVtmHF", "created_at"=>"2014-01-10T01:23:16Z", "user"=>"sdq0218", "user_name"=>"مولود صادق", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3597582535/b5302ce4530fc21da4ca39d82a18fac2_normal.jpeg"}
• {"id"=>"422206138872901632", "text"=>"American English has become more “emotional” than British English in the last half-century. http://t.co/gkto4EuFgz", "created_at"=>"2014-01-12T03:19:22Z", "user"=>"rivefuentes", "user_name"=>"Ricardo FuentesNieva", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000263608513/bf56102a36f50b5f53ce4b23f44a0363_normal.jpeg"}
• {"id"=>"423127068700708866", "text"=>"@escritoraloca RT #PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/BvYlZbhj7C", "created_at"=>"2014-01-14T16:18:49Z", "user"=>"CricketsonBoats", "user_name"=>"W. Davis", "user_profile_image"=>"http://pbs.twimg.com/profile_images/413836509167370241/Y4J5KmDU_normal.jpeg"}
• {"id"=>"430090496505966592", "text"=>"The Expression of #Emotions in 20th Century Books -1920s were the happiest times @LisaAppignanesi @carmitstead http://t.co/PoBNRlgsik", "created_at"=>"2014-02-02T21:28:59Z", "user"=>"BravePassion", "user_name"=>"Giovanni Frazzetto", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000761871031/4269271b14dade7f835035ed1a10790e_normal.jpeg"}
• {"id"=>"431029815014346752", "text"=>"amazing! @BravePassion: #Emotions in 20th Century Books -1920s were the happiest times @LisaAppignanesi @carmitstead http://t.co/Oam0QzLM8H”", "created_at"=>"2014-02-05T11:41:30Z", "user"=>"LisaAppignanesi", "user_name"=>"Lisa Appignanesi", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000778249295/fb589b5fb1ab507981fc09f3406dbe17_normal.jpeg"}
• {"id"=>"431031105232588800", "text"=>"The Expression of #Emotions in 20th Century Books http://t.co/Oam0QzLM8H” @philosophybites @george_szirtes Think you'll like this.", "created_at"=>"2014-02-05T11:46:38Z", "user"=>"LisaAppignanesi", "user_name"=>"Lisa Appignanesi", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000778249295/fb589b5fb1ab507981fc09f3406dbe17_normal.jpeg"}
• {"id"=>"431031845472706560", "text"=>"RT @LisaAppignanesi: The Expression of #Emotions in 20th Century Books http://t.co/Oam0QzLM8H” @philosophybites @george_szirtes Think you'…", "created_at"=>"2014-02-05T11:49:34Z", "user"=>"IRISHTHERAPISTS", "user_name"=>"Irish Counselling ", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2421741893/s2bxu8yx1vt9ezefjaru_normal.jpeg"}
• {"id"=>"431035553501696000", "text"=>"RT @LisaAppignanesi: amazing! @BravePassion: #Emotions in 20th Century Books -1920s were the happiest times @LisaAppignanesi @carmitstead h…", "created_at"=>"2014-02-05T12:04:18Z", "user"=>"bawdynan", "user_name"=>"Natalie Steed", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3430798069/9e2f2233d9f26fc5a7992dcd225767f4_normal.jpeg"}
• {"id"=>"431045454944813056", "text"=>"This is fab. Tks @LisaAppignanesi:@BravePassion: #Emotions in 20th Century Books -1920s were the happiest times http://t.co/PCDoTiknxz”", "created_at"=>"2014-02-05T12:43:39Z", "user"=>"carmitstead", "user_name"=>"Claire Armitstead", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000867303186/As4Oi30l_normal.jpeg"}
• {"id"=>"431066751389143040", "text"=>"RT @carmitstead: This is fab. Tks @LisaAppignanesi:@BravePassion: #Emotions in 20th Century Books -1920s were the happiest times http://t.…", "created_at"=>"2014-02-05T14:08:17Z", "user"=>"sgediting", "user_name"=>"Susan Greenberg", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1277475817/Portrait2_normal.jpg"}
• {"id"=>"431181849193639936", "text"=>"RT @carmitstead: This is fab. Tks @LisaAppignanesi:@BravePassion: #Emotions in 20th Century Books -1920s were the happiest times http://t.…", "created_at"=>"2014-02-05T21:45:38Z", "user"=>"MabelDodge", "user_name"=>"MabelDodge", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000730815934/9b8835495399c4c0a400e996ff7524cc_normal.jpeg"}
• {"id"=>"433364316293582849", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/WQ88GovWoa", "created_at"=>"2014-02-11T22:17:59Z", "user"=>"charles__perez", "user_name"=>"charles perez", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000444018184/07a95f8a873dd0d749f844cc14a9f5f1_normal.jpeg"}
• {"id"=>"445820631167143936", "text"=>"@jkfecke for books, see for example: http://t.co/rn9pnIIifT - a similar trick can be done with song lyrics", "created_at"=>"2014-03-18T07:14:56Z", "user"=>"sherifffruitfly", "user_name"=>"SheriffFruitfly", "user_profile_image"=>"http://pbs.twimg.com/profile_images/430388471367098368/0iUlbz39_normal.jpeg"}
• {"id"=>"448861831285993473", "text"=>"The Expression of #Emotions in 20th Century Books.\nhttp://t.co/kKk0uCiebe", "created_at"=>"2014-03-26T16:39:34Z", "user"=>"ginomartorelli", "user_name"=>"Gino", "user_profile_image"=>"http://pbs.twimg.com/profile_images/418328782336819200/BiLc77ay_normal.jpeg"}
• {"id"=>"471027527067385856", "text"=>"RT @manovich: \"Expression of Emotions in 20th Century Books\"- using 4% of all published books - Plos One article #digitalhumanities http://…", "created_at"=>"2014-05-26T20:38:08Z", "user"=>"DigitalSchol14", "user_name"=>"DigitalScholars2014 ", "user_profile_image"=>"http://pbs.twimg.com/profile_images/445689847873679360/LT06JISk_normal.jpeg"}
• {"id"=>"478911402808463360", "text"=>"Decrease in the use of emotion-related words in 20th century books, http://t.co/tmZsz3YzxG", "created_at"=>"2014-06-17T14:45:50Z", "user"=>"GerhardLauer", "user_name"=>"Gerhard Lauer", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1609730246/_ZYX8314_PopArt_7_normal.jpg"}
• {"id"=>"484575615203278849", "text"=>"The trends showing Expression of Emotions in 20th Century English language books, some kickass stuff there #analytics http://t.co/isIIpZZOSG", "created_at"=>"2014-07-03T05:53:24Z", "user"=>"AlcoholicOberoi", "user_name"=>"Ankit Oberoi", "user_profile_image"=>"http://pbs.twimg.com/profile_images/481458782686294016/VDFAxqmm_normal.jpeg"}
• {"id"=>"485776716506628096", "text"=>"50K views for our paper “The Expression of Emotions in 20th Century Books” http://t.co/1uQqEIaARA at @PLOSONE", "created_at"=>"2014-07-06T13:26:09Z", "user"=>"lampos", "user_name"=>"V Lampos", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3371830780/46f565a971686d79463a65a453d5aa69_normal.png"}
• {"id"=>"485785654241284096", "text"=>"RT @lampos: 50K views for our paper “The Expression of Emotions in 20th Century Books” http://t.co/1uQqEIaARA at @PLOSONE", "created_at"=>"2014-07-06T14:01:40Z", "user"=>"acerbialberto", "user_name"=>"Alberto Acerbi", "user_profile_image"=>"http://pbs.twimg.com/profile_images/482444875938267137/uXe1_5P1_normal.jpeg"}
• {"id"=>"485837730262548481", "text"=>"RT @lampos: 50K views for our paper “The Expression of Emotions in 20th Century Books” http://t.co/1uQqEIaARA at @PLOSONE", "created_at"=>"2014-07-06T17:28:36Z", "user"=>"fusaroli", "user_name"=>"Riccardo Fusaroli", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000829262066/67cb71d9f4900aa0d5035380291bd615_normal.jpeg"}
• {"id"=>"486156478928011264", "text"=>"RT @lampos: 50K views for our paper “The Expression of Emotions in 20th Century Books” http://t.co/1uQqEIaARA at @PLOSONE", "created_at"=>"2014-07-07T14:35:11Z", "user"=>"PLOSONE", "user_name"=>"PLOS ONE", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2429958559/mzjl6as5u2m09r2erof6_normal.jpeg"}
• {"id"=>"486163711153827840", "text"=>"Via @lampos: “The Expression of Emotions in 20th Century Books” http://t.co/M3yh86VK9K at @PLOSONE ; check this @pjux @ThastheHash", "created_at"=>"2014-07-07T15:03:55Z", "user"=>"vjjan91", "user_name"=>"Vijay Ramesh", "user_profile_image"=>"http://pbs.twimg.com/profile_images/464827398207201280/zNyjCILD_normal.jpeg"}
• {"id"=>"486177591787651074", "text"=>"Data Science for Literati - The Expression of Emotions in 20th Century Books - http://t.co/O2kJ4mLmOW", "created_at"=>"2014-07-07T15:59:05Z", "user"=>"mparaz", "user_name"=>"Miguel Paraz", "user_profile_image"=>"http://pbs.twimg.com/profile_images/144071960/3297_78989745571_558000571_2450819_6808358_n_normal.jpg"}
• {"id"=>"486287566841204736", "text"=>"RT @lampos: 50K views for our paper “The Expression of Emotions in 20th Century Books” http://t.co/1uQqEIaARA at @PLOSONE", "created_at"=>"2014-07-07T23:16:05Z", "user"=>"georginalaidlaw", "user_name"=>"Georgina Laidlaw", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1865557713/me_normal.png"}
• {"id"=>"490629738898006016", "text"=>"#PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/RSH5m0QsYL", "created_at"=>"2014-07-19T22:50:19Z", "user"=>"reyesandres", "user_name"=>"Andres Reyes", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2546694869/6s5b2ilfkr2jp490ms6i_normal.jpeg"}
• {"id"=>"503541725629906945", "text"=>"The Expression of Emotions in 20th Century Books http://t.co/yQ3Hq5Vg9d #DataScience", "created_at"=>"2014-08-24T13:57:57Z", "user"=>"heshaaam", "user_name"=>"Hesham", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000294917092/7c075934244274e25e372e8d5e4a3568_normal.jpeg"}
• {"id"=>"503598664460156930", "text"=>"RT @heshaaam: The Expression of Emotions in 20th Century Books http://t.co/yQ3Hq5Vg9d #DataScience", "created_at"=>"2014-08-24T17:44:12Z", "user"=>"DrBuM7ammad", "user_name"=>"Bu Mohammed #غزة", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2240327402/syriaflag_normal.png"}
• {"id"=>"509638963527942144", "text"=>"American English has become decidedly more “emotional” than British English in the last half-century. http://t.co/8QAGOBl6Ng", "created_at"=>"2014-09-10T09:46:12Z", "user"=>"indoeditor", "user_name"=>"IndoEditor", "user_profile_image"=>"http://pbs.twimg.com/profile_images/428227726189674496/bPhg9lL0_normal.jpeg"}
• {"id"=>"509641806662082560", "text"=>"RT @indoeditor: American English has become decidedly more “emotional” than British English in the last half-century. http://t.co/FJRORHE3Ob", "created_at"=>"2014-09-10T09:57:30Z", "user"=>"jahkarta", "user_name"=>"jahkarta", "user_profile_image"=>"http://pbs.twimg.com/profile_images/503612637591003140/UTOh4-K7_normal.jpeg"}
• {"id"=>"509642296048889856", "text"=>"RT @jahkarta: RT @indoeditor: American English has become decidedly more “emotional” than British English in the last half-century. http://…", "created_at"=>"2014-09-10T09:59:26Z", "user"=>"pandhusotya_", "user_name"=>"Pandhu Sotya Dewanto", "user_profile_image"=>"http://pbs.twimg.com/profile_images/495517543457492992/LDeTlzz1_normal.jpeg"}
• {"id"=>"534728716291555329", "text"=>"I love finding interdisciplinary links in unusual spaces #PLOSONE: The Expression of Emotions in 20th Century Books http://t.co/sndGi5tAqz", "created_at"=>"2014-11-18T15:23:55Z", "user"=>"DebSarlin", "user_name"=>"deb sarlin", "user_profile_image"=>"http://pbs.twimg.com/profile_images/490254490562723841/_NonBp_E_normal.jpeg"}
• {"id"=>"552508316841041920", "text"=>"PLOS ONE: The Expression of Emotions in 20th Century Books http://t.co/cqOSNoqkON", "created_at"=>"2015-01-06T16:53:42Z", "user"=>"JackieOMoleski", "user_name"=>"Jacqueline O Moleski", "user_profile_image"=>"http://pbs.twimg.com/profile_images/509862684456538112/c2LoLTr2_normal.jpeg"}
• {"id"=>"611218696707506176", "text"=>"#DSSG2015 Bill Howe's talk mentioned http://t.co/gaYwzw6rRZ http://t.co/Uw7ef5G1NA https://t.co/BWqgvZO0Ot all are cool and new to me :)", "created_at"=>"2015-06-17T17:07:47Z", "user"=>"scichris", "user_name"=>"Christopher", "user_profile_image"=>"http://pbs.twimg.com/profile_images/650994568/1112_4364_1_normal.jpg"}
• {"id"=>"611226641310851072", "text"=>"RT @scichris: #DSSG2015 Bill Howe's talk mentioned http://t.co/gaYwzw6rRZ http://t.co/Uw7ef5G1NA https://t.co/BWqgvZO0Ot all are cool and …", "created_at"=>"2015-06-17T17:39:21Z", "user"=>"uwescience", "user_name"=>"UW eScience", "user_profile_image"=>"http://pbs.twimg.com/profile_images/557624820699914240/nelm8_ah_normal.png"}
• {"id"=>"686220687355342848", "text"=>"The decade delay btw emotional events &their publication?=the time it takes to get new ideas accepted https://t.co/77OHs38fYJ @acerbialberto", "created_at"=>"2016-01-10T16:18:55Z", "user"=>"j2bryson", "user_name"=>"Joanna J Bryson", "user_profile_image"=>"http://pbs.twimg.com/profile_images/678607050901839872/qQyxU6nq_normal.jpg"}
• {"id"=>"686238055699734529", "text"=>"RT @j2bryson: The decade delay btw emotional events &their publication?=the time it takes to get new ideas accepted https://t.co/77OHs38fYJ…", "created_at"=>"2016-01-10T17:27:56Z", "user"=>"acerbialberto", "user_name"=>"Alberto Acerbi", "user_profile_image"=>"http://pbs.twimg.com/profile_images/549511045836845056/gDyLMnGc_normal.jpeg"}
• {"id"=>"738070966727741441", "text"=>"This is the century of social sciences: The Expression of Emotions in 20th Century Books https://t.co/PHB3ZwPC7I https://t.co/O3bsHehNM3", "created_at"=>"2016-06-01T18:13:25Z", "user"=>"alvaroff", "user_name"=>"Alvaro Dalloz", "user_profile_image"=>"http://pbs.twimg.com/profile_images/591281893502484482/bvgE-Sy-_normal.jpg"}
• {"id"=>"801007011844526081", "text"=>"@acerbialberto They basically present same findings from our previous studies: emotional decrease in English books https://t.co/MFXcYLRsNK", "created_at"=>"2016-11-22T10:18:48Z", "user"=>"acerbialberto", "user_name"=>"Alberto Acerbi", "user_profile_image"=>"http://pbs.twimg.com/profile_images/782242835407962112/dx1PPBr__normal.jpg"}
• {"id"=>"812870767398580224", "text"=>"hmmm https://t.co/RYIJa77e8J https://t.co/KwEZhXZXWR", "created_at"=>"2016-12-25T04:01:08Z", "user"=>"SpacaB", "user_name"=>"SpacaB", "user_profile_image"=>"http://pbs.twimg.com/profile_images/612494286945259521/vpbjgJo5_normal.jpg"}
• {"id"=>"812870884025319424", "text"=>"RT @SpacaB: hmmm https://t.co/RYIJa77e8J https://t.co/KwEZhXZXWR", "created_at"=>"2016-12-25T04:01:35Z", "user"=>"SpaceTranquil", "user_name"=>"jac", "user_profile_image"=>"http://pbs.twimg.com/profile_images/797631751111708672/F8oVZEAa_normal.jpg"}
• {"id"=>"814014794084839425", "text"=>"RT @SpacaB: hmmm https://t.co/RYIJa77e8J https://t.co/KwEZhXZXWR", "created_at"=>"2016-12-28T07:47:05Z", "user"=>"badgalreka", "user_name"=>"Beard Whisperer", "user_profile_image"=>"http://pbs.twimg.com/profile_images/813248848508387328/-3CXEP-G_normal.jpg"}
• {"id"=>"842005283194978304", "text"=>"interesting study: expression of emotions in 20th century books white paper: https://t.co/zJCj0vOqER #sentiments", "created_at"=>"2017-03-15T13:31:17Z", "user"=>"TarasNovak", "user_name"=>"Taras", "user_profile_image"=>"http://pbs.twimg.com/profile_images/831859135092236288/F1K_byWH_normal.jpg"}
• {"id"=>"898834929399869440", "text"=>"Our @PLOS ONE articles among the top 10% & 25% most cited\n\n[1] https://t.co/BR3PInvvlX\n[2] https://t.co/A6PLXcAULE\n\n#CompSocSci #DataScience", "created_at"=>"2017-08-19T09:12:01Z", "user"=>"lampos", "user_name"=>"Bill Lampos", "user_profile_image"=>"http://pbs.twimg.com/profile_images/853330050728513536/XOkDl-zK_normal.jpg"}
• {"id"=>"898864977452253185", "text"=>"RT @lampos: Our @PLOS ONE articles among the top 10% & 25% most cited\n\n[1] https://t.co/BR3PInvvlX\n[2] https://t.co/A6PLXcAULE\n\n#CompSocSci…", "created_at"=>"2017-08-19T11:11:25Z", "user"=>"zimmermann_st", "user_name"=>"Stefan Zimmermann", "user_profile_image"=>"http://pbs.twimg.com/profile_images/465831746672795649/wXtWG3vl_normal.jpeg"}
• {"id"=>"898895787110813696", "text"=>"RT @lampos: Our @PLOS ONE articles among the top 10% & 25% most cited\n\n[1] https://t.co/BR3PInvvlX\n[2] https://t.co/A6PLXcAULE\n\n#CompSocSci…", "created_at"=>"2017-08-19T13:13:50Z", "user"=>"Xprtly", "user_name"=>"Xprtly!", "user_profile_image"=>"http://pbs.twimg.com/profile_images/684432497065590785/dZpPb_5c_normal.jpg"}

Wikipedia | Further Information

• {"title"=>"Culturomics", "url"=>"http://en.wikipedia.org/wiki/Culturomics", "timestamp"=>"2019-02-22T01:55:27Z"}

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Figshare

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• {"files"=>["https://ndownloader.figshare.com/files/992711"], "description"=>"<p>Difference between -scores in American English and British English for years from 1900 to 2000 (raw data and smoothed trend). A: Emotion terms. B: Content-free words. C: Random sample. D: 100 largest urban agglomerations in the world. Values are smoothed using Friedman's ‘super smoother’ through R function supsmu() <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0059030#pone.0059030-R1\" target=\"_blank\">[47]</a>.</p>", "links"=>[], "tags"=>["american", "english", "british"], "article_id"=>656342, "categories"=>["Information And Computing Sciences"], "users"=>["Alberto Acerbi", "Vasileios Lampos", "Philip Garnett", "R. Alexander Bentley"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0059030.g003", "stats"=>{"downloads"=>3, "page_views"=>32, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Differences_between_American_English_and_British_English_/656342", "title"=>"Differences between American English and British English.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-03-21 03:02:17"}

PMC Usage Stats | Further Information

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Relative Metric

{"start_date"=>"2013-01-01T00:00:00Z", "end_date"=>"2013-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences/Behavior", "average_usage"=>[306, 490, 611, 718, 817, 916, 999, 1091, 1185, 1258, 1341, 1412, 1476]}, {"subject_area"=>"/Biology and life sciences/Psychology", "average_usage"=>[284, 458, 579, 688, 782, 879, 957, 1048, 1126, 1204, 1280, 1357, 1415]}, {"subject_area"=>"/Computer and information sciences", "average_usage"=>[297, 488, 616, 724, 828, 939, 1038, 1127, 1223, 1311, 1393, 1479, 1556]}, {"subject_area"=>"/Social sciences", "average_usage"=>[289, 475, 593, 703, 805, 902, 990, 1078, 1158, 1250, 1336, 1417, 1482]}, {"subject_area"=>"/Social sciences/Psychology", "average_usage"=>[294, 460, 580, 683, 777, 868, 957, 1044, 1124, 1202, 1276, 1356, 1422]}]}

F1000Prime