#openaccess, Twitter, 5/3/2019 4:47:55 PM, 195571


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#openaccess Twitter NodeXL SNA Map and Report for Friday, 03 May 2019 at 12:33 UTC
#openaccess Twitter NodeXL SNA Map and Report for Friday, 03 May 2019 at 12:33 UTC
From:
SMRFoundation
Uploaded on:
May 03, 2019
Short Description:
#openaccess via NodeXL http://bit.ly/2H7IDZV
@erictopol
@gkalinkat
@lancetdigitalh
@ferli90
@oaetc
@science_open
@benchsci
@grawoig
@jisc
@openresleeds

Top hashtags:
#openaccess
#openscience
#ai
#lancetdigitalhealth
#new
#free
#oa
#research
#oer
#predatory

Description:
Description
The graph represents a network of 8,878 Twitter users whose recent tweets contained "#openaccess", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 10,000 tweets. The network was obtained from Twitter on Friday, 03 May 2019 at 13:42 UTC.

The tweets in the network were tweeted over the 8-day, 1-hour, 9-minute period from Thursday, 25 April 2019 at 11:23 UTC to Friday, 03 May 2019 at 12:32 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 9085
Unique Edges : 18281
Edges With Duplicates : 9672
Total Edges : 27953
Number of Edge Types : 4
Mentions : 18304
Replies to : 593
Retweet : 7103
Tweet : 1953
Self-Loops : 2058
Reciprocated Vertex Pair Ratio : 0.0411003945637878
Reciprocated Edge Ratio : 0.0789556795452153
Connected Components : 749
Single-Vertex Connected Components : 222
Maximum Vertices in a Connected Component : 6295
Maximum Edges in a Connected Component : 22144
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.668121
Graph Density : 0.000230200268659878
Modularity : 0.619169
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[89] https://journals.sagepub.com/doi/10.1177/0308518X19846514?cookieSet=1
[73] https://landing.benchsci.com/academic?utm_campaign=Academic%20Scientist%20Acquisition&utm_source=twitter&utm_medium=paidsocial&utm_content=refined-aud-m
[65] https://journals.sagepub.com/doi/full/10.1177/2053951719842540?cookieSet=1
[61] http://ow.ly/aL9P30oyoOA
[43] https://files.fm/
[42] https://bmjopensem.bmj.com/content/5/1/e000528
[34] https://academic.oup.com/ehjcimaging/advance-article/doi/10.1093/ehjci/jez041/5418560?esctwitter
[31] http://e-learning-teleformacion.blogspot.com/2019/04/the-digital-turn-pathways-for-higher.html
[26] https://onlinelibrary.wiley.com/doi/toc/10.1111/(ISSN)1600-0587.radar-aeroecology?cookieSet=1
[23] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-01349-6

Top URLs in Tweet in G1:
[20] https://ec.europa.eu/info/news/ec-launch-new-tender-open-access-publishing-platform-2019-apr-24_en
[13] https://blog.doaj.org/2019/04/25/swiss-consortium-pledges-216000-eur-to-doaj-and-sherpa-romeo/
[12] https://www.bbc.co.uk/programmes/m0004l7k
[11] http://langsci-press.org/catalog/book/197
[10] https://about.lens.org/news/release-6-0-0/
[9] https://www.jisc.ac.uk/news/jisc-and-springer-nature-renew-transformational-deal-26-apr-2019
[9] https://files.fm/
[8] https://casuhal2019.sciencesconf.org/resource/page/id/5
[7] https://twitter.com/ZBW_MediaTalk/status/1118469290896834560
[6] https://open-access.net/community/open-access-tage/open-access-tage-2019/call-for-proposals-open-access-tage-2019

Top URLs in Tweet in G2:
[20] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell-metabolism%2Ffulltext%2FS1550-4131%2819%2930185-8&rc=0
[19] https://advances.sciencemag.org/content/5/4/eaau6792
[9] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.ejcancer.com%2Farticle%2FS0959-8049%2819%2930221-7%2Ffulltext&rc=0
[7] https://journals.plos.org/plosbiology/article?id=10.1371/journal.pbio.3000224
[7] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flandig%2Fissue%2Fcurrent&rc=0
[6] https://www.iasp-pain.org/GlobalYear?utm_campaign=iasp&utm_content=1551129657&utm_medium=social&utm_source=twitter
[4] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41467-019-09851-1
[4] https://journals.sagepub.com/doi/full/10.1177/2053951719842540?cookieSet=1
[4] http://biorxiv.org/lookup/doi/10.1101/423475
[3] https://www.ebiomedicine.com/article/S2352-3964(19)30159-8/fulltext?utm_campaign=EBM%20-%20Editor%27s%20Choice%20-%20Social&utm_content=90394686&utm_medium=social&utm_source=twitter&hss_channel=tw-2550149892

Top URLs in Tweet in G3:
[18] https://www.4open-sciences.org/10.1051/fopen/2018001
[15] http://doi.wiley.com/10.1111/head.12818
[12] https://linkinghub.elsevier.com/retrieve/pii/S0022510X16301058
[12] https://linkinghub.elsevier.com/retrieve/pii/S0306452217302634
[11] https://arxiv.org/about/donate?source=twitter
[10] https://linkinghub.elsevier.com/retrieve/pii/S2049080113700359
[10] https://linkinghub.elsevier.com/retrieve/pii/S0016510717323155
[10] https://linkinghub.elsevier.com/retrieve/pii/S0165614716300037
[7] https://linkinghub.elsevier.com/retrieve/pii/S0003999317300114
[6] http://link.springer.com/10.1007/s11948-014-9595-z

Top URLs in Tweet in G4:
[15] https://files.fm/
[10] http://ua.medpharm.co.za/login
[4] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-01349-6
[4] https://www.westminsterforumprojects.co.uk/conference/open-access-policy-19
[3] https://www.tandfonline.com/toc/RJTR20/current
[3] http://www.feas.org/
[2] https://twitter.com/Sci_Hub/status/1121397571539357697
[2] https://www.the-scientist.com/news-opinion/elsevier-and-norway-agree-on-new-open-access-deal-65789
[2] https://www.eldesconcierto.cl/2019/03/02/acceso-abierto-universidad-de-california-rompe-contrato-con-editorial-cientifica-elsevier-y-apuesta-por-la-divulgacion-gratuita-de-publicaciones-academicas/
[2] https://twitter.com/LancetDigitalH/status/1122795157353639937

Top URLs in Tweet in G5:
[60] https://journals.sagepub.com/doi/full/10.1177/2053951719842540?cookieSet=1
[6] https://www.mja.com.au/journal/2019/210/8/traumatic-spinal-cord-injury-victoria-2007-2016
[5] https://www.mja.com.au/podcast/210/8/mja-podcasts-2019-episode-17-influenza-immunisation-young-children-dr-frank-beard
[5] https://www.mja.com.au/journal/2019/210/8/dancing-way-self-care
[5] https://www.mja.com.au/journal/2019/211/1/acute-kidney-injury-indigenous-australians-kimberley-age-distribution-and
[5] https://insightplus.mja.com.au/2019/16/elective-caesareans-in-private-health-insurers-crosshairs/
[5] https://insightplus.mja.com.au/2019/16/research-news-in-brief-94/
[5] https://insightplus.mja.com.au/2019/16/tracking-end-of-life-decisions-a-survey/
[3] http://www.europeanpapers.eu/en/europeanforum/the-tjebbes-fail
[2] https://insightplus.mja.com.au/2019/15/knowing-when-its-a-time-to-die/

Top URLs in Tweet in G6:
[6] http://blog.csuc.cat/?p=16580
[5] http://blog.csuc.cat/?p=16341
[4] https://openlaw.fr/fonds-de-dotation-open-law
[3] https://cursus.edu/formations/17670/repertoire-des-depots-de-theses-memoires-et-archives-ouvertes
[3] https://zenodo.org/record/2606491#.XMLM8qTLiUk
[2] https://twitter.com/FondsLaw/status/1121717163864264704
[2] http://journals.openedition.org/scolia/
[1] https://durkheim.u-bordeaux.fr/Agenda/Intervention-d-Odile-Contat-sur-le-libre-acces
[1] https://fr.surveymonkey.com/r/JS3RKVH
[1] https://catalogue.univ-lyon3.fr/cgi-bin/koha/opac-detail.pl?biblionumber=95708

Top URLs in Tweet in G7:
[68] https://landing.benchsci.com/academic?utm_campaign=Academic%20Scientist%20Acquisition&utm_source=twitter&utm_medium=paidsocial&utm_content=refined-aud-m
[22] https://landing.benchsci.com/academic?utm_campaign=Academic%20Scientist%20Acquisition&utm_source=twitter&utm_medium=paidsocial&utm_content=refine-aud-1.0
[1] http://www.benchsci.com
[1] https://authorservices.wiley.com/author-resources/Journal-Authors/open-access/affiliation-policies-payments/german-projekt-deal-agreement.html?utm_source=twitter&utm_medium=social_marketing&utm_campaign=projektdeal&social_profile=wileyneurosci&HootpostID=4fefcf10-1069-43b6-9ff5-832d7fc3c6ee
[1] https://authorservices.wiley.com/author-resources/Journal-Authors/open-access/affiliation-policies-payments/german-projekt-deal-agreement.html?utm_source=twitter&utm_medium=social_marketing&utm_campaign=projektdeal&social_profile=wileyneurosci&HootpostID=fa1c7ef8-4e8b-4e2c-9e11-e15f1bfe6ff4

Top URLs in Tweet in G8:
[5] https://royalsocietypublishing.org/doi/10.1098/rspb.2019.0022
[5] https://www.cambridge.org/core/journals/paleobiology/article/morphological-innovation-and-the-evolution-of-hadrosaurid-dinosaurs/4D62321E0AE849C957D5D37BC052D666#.XMnYZ0cLq9U.twitter
[3] https://thorax.bmj.com/content/early/2019/04/06/thoraxjnl-2019-213184
[3] https://twitter.com/kaminskimed/status/1120324980963778561
[1] https://royalsocietypublishing.org/doi/10.1098/rspb.2019.0347?cookieSet=1
[1] https://royalsocietypublishing.org/doi/10.1098/rspb.2019.0347
[1] https://royalsocietypublishing.org/doi/10.1098/rspb.2019.0053
[1] https://espace.library.uq.edu.au/view/UQ:39c96d7
[1] https://europeanjournaloftaxonomy.eu/index.php/ejt/article/view/693
[1] https://link.springer.com/epdf/10.1007/s11252-019-00855-9?author_access_token=FkzWG7cJZ_5atPykelm4Sve4RwlQNchNByi7wbcMAY5LDZ5Kdv67szW1DjRpkGAjhN6shF2wlGZhn9wycmETwJ4NgtMxtbvkgFYFX9R7NuA37HBzJdrTrMk-LkphUaFrFQme_kECge9H1SzXdDwUYw%3D%3D

Top URLs in Tweet in G9:
[4] https://pubs.rsc.org/en/journals/articlecollectionlanding?sercode=sc&themeid=14ecee86-d53b-4996-93ec-c30a0218eee5
[2] https://twitter.com/UoMLibResearch/status/1123189032308047872
[2] https://www.library.manchester.ac.uk/using-the-library/staff/research/my-research-essentials/workshops/details/?event=3852
[1] https://pubs.rsc.org/en/content/articlelanding/2019/cc/c9cc02361e
[1] https://blogs.lse.ac.uk/politicsandpolicy/engaging-the-public-with-the-scrutiny-of-legislation-requires-more-than-just-asking-for-their-views/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed:+BritishPoliticsAndPolicyAtLse+(British+politics+and+policy+at+LSE)
[1] https://twitter.com/cpeedell/statuses/987631714141986816
[1] https://twitter.com/pejthomas/statuses/941698805816332290
[1] https://www.research.manchester.ac.uk/portal/en/publications/reticular-adhesions-are-a-distinct-class-of-cellmatrix-adhesions-that-mediate-attachment-during-mitosis(f889ca9a-3892-45d1-9389-28bb64228711).html
[1] https://www.research.manchester.ac.uk/portal/en/publications/transcriptomic-gene-signatures-associated-with-persistent-airflow-limitation-in-patients-with-severe-asthma(8c8a7ace-76e5-4e68-bd84-80410f7d4ea1).html
[1] https://www.research.manchester.ac.uk/portal/en/publications/tfcbt-and-emdr-for-young-people-with-trauma-and-first-episode-psychosis-using-a-phasic-treatment-approach(bf0b36ab-c4b7-4378-a78e-45f73bf18e22).html

Top URLs in Tweet in G10:
[15] http://eprints.whiterose.ac.uk/110764/
[3] https://www.youtube.com/watch?v=A0NNWpL9cSg&feature=youtu.be

[3] http://eprints.whiterose.ac.uk/cgi/search/archive/simple?screen=Search&dataset=archive&_action_search=Search&meta_merge=ALL&meta=HENRY+AND+obesity&full_merge=ALL&full=&person_merge=ALL&person=&iau_merge=ANY&date=&satisfyall=ALL&order=-date%2Fcreators_name%2Ftitle
[3] https://cjasn.asnjournals.org/content/early/2019/01/13/CJN.09970818
[2] https://www.ncbi.nlm.nih.gov/m/pubmed/26285614/
[2] https://clinicaltrials.gov/ct2/show/NCT03315143
[2] http://eprints.whiterose.ac.uk/136471/
[2] https://www.bbc.co.uk/programmes/m0004l7k
[2] http://eprints.whiterose.ac.uk/128875/
[2] http://eprints.whiterose.ac.uk/132594/

Top Domains
Top Domains in Tweet in Entire Graph:
[499] twitter.com
[311] ac.uk
[262] sagepub.com
[200] wiley.com
[146] springer.com
[143] nature.com
[115] oup.com
[109] tandfonline.com
[106] elsevier.com
[98] benchsci.com

Top Domains in Tweet in G1:
[112] twitter.com
[61] ac.uk
[45] scienceopen.com
[26] co.uk
[20] europa.eu
[19] ac.at
[16] doaj.org
[13] scholasticahq.com
[12] langsci-press.org
[11] iu.edu

Top Domains in Tweet in G2:
[51] elsevierhealth.com
[29] nature.com
[20] sciencemag.org
[15] twitter.com
[12] thelancet.com
[10] birpublications.org
[9] biologists.org
[8] plos.org
[6] sciencedirect.com
[6] iasp-pain.org

Top Domains in Tweet in G3:
[77] elsevier.com
[70] nature.com
[49] wiley.com
[37] springer.com
[32] twitter.com
[18] springernature.com
[18] 4open-sciences.org
[16] plos.org
[13] wikimedia.org
[12] facetsjournal.com

Top Domains in Tweet in G4:
[58] twitter.com
[31] tandfonline.com
[15] files.fm
[13] co.za
[11] emeraldinsight.com
[9] ac.at
[9] wiley.com
[9] sagepub.com
[8] nature.com
[7] edu.au

Top Domains in Tweet in G5:
[61] sagepub.com
[47] com.au
[3] europeanpapers.eu
[1] eui.eu
[1] wiley.com
[1] twitter.com
[1] migrationpolicycentre.eu

Top Domains in Tweet in G6:
[11] openedition.org
[11] csuc.cat
[8] twitter.com
[4] openlaw.fr
[3] cursus.edu
[3] zenodo.org
[1] u-bordeaux.fr
[1] surveymonkey.com
[1] univ-lyon3.fr
[1] ens-lyon.fr

Top Domains in Tweet in G7:
[91] benchsci.com
[2] wiley.com

Top Domains in Tweet in G8:
[8] royalsocietypublishing.org
[5] cambridge.org
[3] bmj.com
[3] twitter.com
[1] edu.au
[1] europeanjournaloftaxonomy.eu
[1] springer.com

Top Domains in Tweet in G9:
[19] ac.uk
[9] twitter.com
[6] rsc.org
[1] biologists.org
[1] biomedcentral.com
[1] cambridge.org
[1] acs.org
[1] co.uk
[1] frontiersin.org

Top Domains in Tweet in G10:
[40] ac.uk
[14] twitter.com
[6] nih.gov
[6] asnjournals.org
[3] wiley.com
[3] youtube.com
[3] sciencedirect.com
[2] clinicaltrials.gov
[2] jiscinvolve.org
[2] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[6172] openaccess
[350] openscience
[199] ai
[185] lancetdigitalhealth
[177] new
[176] free
[173] oa
[164] research
[117] oer
[114] predatory



Top Hashtags in Tweet in G1:
[1160] openaccess
[90] openscience
[55] oa
[55] oamonographs
[49] scoss
[46] doaj
[42] librarians
[41] scienceopen
[39] scholcomm19
[37] us

Top Hashtags in Tweet in G2:
[281] openaccess
[184] ai
[179] lancetdigitalhealth
[67] deeplearning
[45] diabetes
[39] genomics
[34] crispr
[34] mri
[33] radiotherapy
[23] worldmalariaday

Top Hashtags in Tweet in G3:
[497] openaccess
[114] predatory
[112] fjnsoundbite
[95] 365papers
[52] ecology
[38] research
[31] conservation
[25] openscience
[23] ecrchat
[23] academic

Top Hashtags in Tweet in G4:
[303] openaccess
[38] openscience
[29] blockchain
[28] filesfmlibrary
[28] crowdfunding
[15] research
[7] oa
[6] publishing
[6] viafac
[5] sapj

Top Hashtags in Tweet in G5:
[162] openaccess
[16] research
[13] global
[5] flu
[3] cjeu
[2] britsoc19
[1] transnational
[1] mobility
[1] lancetdigitalhealth
[1] wissenschaft

Top Hashtags in Tweet in G6:
[122] openaccess
[19] openscience
[13] revues
[13] lundibook
[11] openthèse
[9] shs
[6] savethedate
[6] gamification
[3] teasing
[3] openthese

Top Hashtags in Tweet in G7:
[163] new
[163] free
[81] openaccess
[75] openscience
[3] phdchat
[3] antibody

Top Hashtags in Tweet in G8:
[100] mesozoic
[100] cenozoic
[95] fossil
[95] mammal
[22] openaccess
[12] procb
[5] machinelearning
[5] bryozoa
[3] climatechange
[2] astrobiology

Top Hashtags in Tweet in G9:
[49] openaccess
[11] iypt2019
[9] mathematicalbiology
[4] preprint
[4] plan_s
[2] asthma
[2] myresearchessentials
[1] openscience
[1] realtimechem
[1] academictwitter

Top Hashtags in Tweet in G10:
[73] openaccess
[25] guidelines
[23] wrro
[6] nephjc
[4] livingdonor
[3] obesity
[3] henryhealth
[2] preprints
[2] ref2021
[1] kidneycon

Top Words
Top Words in Tweet in Entire Graph:
[7962] Words in Sentiment List#1: Positive
[4858] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Your list of keywords
[293666] Non-categorized Words
[306486] Total Words
[10581] #openaccess
[1942] new
[1617] amp
[1402] research
[1311] open

Top Words in Tweet in G1:
[1958] #openaccess
[579] open
[420] access
[396] new
[310] publishing
[256] amp
[251] research
[248] more
[247] #openscience
[214] here

Top Words in Tweet in G2:
[839] #openaccess
[343] #ai
[253] #diabetes
[235] issue
[212] research
[211] now
[201] read
[200] content
[200] #digitalhealth
[199] first

Top Words in Tweet in G3:
[710] #openaccess
[120] #predatory
[118] #fjnsoundbite
[117] new
[116] open
[111] research
[111] access
[103] amp
[99] read
[95] #365papers

Top Words in Tweet in G4:
[303] #openaccess
[38] #openscience
[36] journal
[34] access
[34] amp
[33] open
[32] research
[31] 10
[29] #blockchain
[28] #filesfmlibrary

Top Words in Tweet in G5:
[229] #openaccess
[113] more
[84] new
[66] uniofoxford
[60] eventually
[60] dead
[60] people
[60] facebook
[60] alive
[60] bigdatasoc

Top Words in Tweet in G6:
[243] en
[217] et
[210] #openaccess
[153] vous
[133] le
[129] est
[122] de
[101] des
[97] à
[97] votre

Top Words in Tweet in G7:
[170] #openaccess
[166] search
[166] scientists
[163] #new
[163] antibody
[163] engine
[163] publication
[163] data
[163] #free
[163] online

Top Words in Tweet in G8:
[330] paper
[158] #openaccess
[116] new
[112] visual
[112] abstract
[107] throughout
[106] #procb
[102] phd
[100] disparity
[100] #mesozoic

Top Words in Tweet in G9:
[115] #openaccess
[63] now
[51] published
[26] public
[24] out
[23] legislative
[22] check
[20] amp
[20] early
[20] issue

Top Words in Tweet in G10:
[126] #openaccess
[53] journal
[48] out
[45] research
[36] learning
[36] technology
[32] new
[31] published
[29] available
[29] access

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[854] open,access
[440] #openaccess,#openscience
[430] new,#openaccess
[334] #openaccess,paper
[302] et,al
[244] new,paper
[232] check,out
[210] find,out
[204] read,here
[202] special,issue

Top Word Pairs in Tweet in G1:
[404] open,access
[131] #openaccess,#openscience
[98] são,paulo
[97] paulo,statement
[92] statement,open
[90] social,sciences
[87] read,more
[72] humanities,social
[70] #openscience,#openaccess
[66] more,here

Top Word Pairs in Tweet in G2:
[171] first,issue
[159] now,live
[159] live,featuring
[146] issue,#lancetdigitalhealth
[146] #lancetdigitalhealth,now
[146] featuring,editorial
[146] editorial,plus
[146] plus,research
[146] research,#hiv
[146] #hiv,#diabetes

Top Word Pairs in Tweet in G3:
[112] #fjnsoundbite,#openaccess
[101] #openaccess,#predatory
[98] open,access
[83] et,al
[58] new,#openaccess
[51] al,2019
[38] #openaccess,#oabooks
[37] #365papers,#openaccess
[33] physical,review
[33] #openaccess,#multidisciplinary

Top Word Pairs in Tweet in G4:
[28] #filesfmlibrary,#openscience
[28] #openscience,#openaccess
[28] #openaccess,#crowdfunding
[28] #crowdfunding,#blockchain
[24] open,access
[24] doi,10
[22] 10,1080
[8] #openaccess,#research
[7] #openaccess,journals
[7] #openaccess,article

Top Word Pairs in Tweet in G5:
[60] eventually,more
[60] more,dead
[60] dead,people
[60] people,facebook
[60] facebook,alive
[60] alive,bigdatasoc
[60] bigdatasoc,#openaccess
[60] #openaccess,cj_ohman
[60] cj_ohman,david
[60] david,watson

Top Word Pairs in Tweet in G6:
[87] en,droit
[70] en,#openaccess
[53] #openaccess,#openscience
[53] est,en
[50] votre,thèse
[50] thèse,été
[50] été,soutenue
[47] vous,êtes
[47] êtes,docteur
[47] docteur,en

Top Word Pairs in Tweet in G7:
[163] #new,antibody
[163] antibody,search
[163] search,engine
[163] engine,publication
[163] publication,data
[163] data,#free
[163] #free,online
[163] online,platform
[163] platform,academic
[163] academic,scientists

Top Word Pairs in Tweet in G8:
[116] new,paper
[112] visual,abstract
[100] disparity,throughout
[100] throughout,#mesozoic
[100] #mesozoic,early
[100] early,#cenozoic
[95] here,new
[95] paper,#fossil
[95] #fossil,#mammal
[95] #mammal,disparity

Top Word Pairs in Tweet in G9:
[55] now,#openaccess
[22] check,out
[12] #openaccess,fbmh_uom
[11] early,intervention
[11] issue,chemsocrev
[11] chemsocrev,features
[11] features,especially
[11] especially,#iypt2019
[11] #iypt2019,cover
[11] cover,davin

Top Word Pairs in Tweet in G10:
[36] research,learning
[36] learning,technology
[25] updated,ispd
[25] ispd,#guidelines
[25] #guidelines,creating
[25] creating,maintaining
[25] maintaining,optimal
[25] optimal,peritoneal
[25] peritoneal,dialysis
[25] dialysis,access

Top Replied-To
Top Replied-To in Entire Graph:
@larae_writes
@ivanpuopolo
@peintress1
@jmkorhonen
@maryshew
@romano_polisci
@eliasaarnio
@themacanon
@tutamaw
@jussi7

Top Replied-To in G1:
@deborahsuggryan
@nicolamlow
@jeroenbosman
@biomickwatson
@protohedgehog
@ppandelis
@bernardrentier
@kreeve
@m_rothlisberger
@osmonkey

Top Replied-To in G2:
@thelancetendo
@who
@piotrmiecz
@f2harrell
@dantrifmd
@kenoliviermd
@auntminnie
@seankhozin
@astro_org

Top Replied-To in G3:
@oaindia
@amcanning
@academicchatter
@leonidobusch
@bricslics
@thatpsychprof
@opensciencemooc
@indiaicsi
@pr_moph
@kirchhelle

Top Replied-To in G4:
@adriansysnet
@aplinkkeliai
@surgical_sbd

Top Replied-To in G6:
@fxcoudert
@olive_free
@jancelinfabre
@yvette_lafosse
@macgraveur
@polyharrisson
@herve_this

Top Replied-To in G9:
@uomopenaccess
@wellcometrust
@uomlibrary

Top Replied-To in G10:
@charbel_khoury
@graemeswindles
@palaeoleeds
@nephjc
@leedsrtresearch
@hanolff
@alex_ford12399
@profadamflee
@tombennettlab
@horsburgh_lab

Top Mentioned
Top Mentioned in Entire Graph:
@joonaskiviranta
@mikkolaharry
@jiipeepuro
@escardio
@aleeyun_nvaazun
@devine_freedom
@theamericanlef1
@thomasfines
@nasty_1_
@sonmist7

Top Mentioned in G1:
@bbcradio4
@matthewcobb
@redescielo
@oa2020ini
@ameli_ca
@libereurope
@aosp_africa
@scienceeurope
@uzh_hbz
@officialuom

Top Mentioned in G2:
@lancetdigitalh
@cellcellpress
@nresearchnews
@nature_npj
@thelancet
@cellpressnews
@umkelloggeye
@arvoinfo
@natalieromanov
@aori_lab

Top Mentioned in G3:
@eth
@nicolaspaldin
@apsphysics
@eth_en
@scireports
@arxiv
@springeropen
@plosone
@osframework
@facetsjournal

Top Mentioned in G4:
@forestry_poznan
@lsajournal
@bibliosan20

Top Mentioned in G5:
@uniofoxford
@facebook
@bigdatasoc
@cj_ohman
@oiioxford
@turinginst
@m_vespe
@migrpolcentre
@eu_sciencehub
@edeutschma

Top Mentioned in G6:
@hal_fr
@ensdelyon
@openeditionpro
@ujml
@cecilevast
@csuc_info
@mshlyon
@bulyon3
@fondslaw
@openeditionactu

Top Mentioned in G7:
@benchsci

Top Mentioned in G8:
@cstockey
@martinbrazeau
@synthesyseu
@uq_news
@gemmabenevento
@friedman_lab
@bensonlaboxford
@lhliow
@nhmoslo_science
@sesync

Top Mentioned in G9:
@fbmh_uom
@roysocchem
@uomlibrary
@uom_mhrg
@chemsocrev
@ntusg
@louisevthompson
@estrangeirada
@renwicklaoise
@nmswresearch

Top Mentioned in G10:
@pdiconnect
@wikipedia
@wikiwomeninred
@jamesnovakneph
@kidney_boy
@eu_h2020
@universityleeds
@biolinguistics
@nephjc
@uollibrary

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@isthisab0t
@annemariayritys
@edgametec
@chidambara09
@eraser
@blackphysicists
@whatktdoes_now
@adunlea
@c_coolidge

Top Tweeters in G1:
@pfanderson
@drrimmer
@digitalmaverick
@dorothyk98
@annaanthro
@typhonbaalammon
@kimtairi
@textundblog
@bbcradio4
@protohedgehog

Top Tweeters in G2:
@calcaware
@glaciarblue
@machinelearn_d
@gladeolie
@drferdowsi
@cathcoste
@ar2rototo
@syawal
@jyouhou_syusyu
@akdm_bot

Top Tweeters in G3:
@blackphysicists
@whysharksmatter
@academicchatter
@pandeism
@hatzbymm
@danirabaiotti
@miriboheme
@biorxivpreprint
@openscience
@aleebrahim

Top Tweeters in G4:
@biconnections
@adriansysnet
@biblioblogs
@projectconsult_
@drhelenkara
@digitaldutta
@agnieszkasshoes
@twena
@nevitdilmen
@bioeticaidret

Top Tweeters in G5:
@pash22
@marieco92176893
@ashishchauhan
@aussiecoley
@johnnosta
@drol007
@subatomicdoc
@knellerjune
@lrussellwolpe
@pully8

Top Tweeters in G6:
@cienciaitecn
@remiforall
@petitesaffiches
@sardimperium
@dbourrion
@apokrif1
@pfeuilly
@inhumanite
@calimaq
@dominiquepiau

Top Tweeters in G7:
@phatboislym
@anilsangeeta
@mrbhiyi
@dhovekamp42
@jasonseyi
@ppenatn
@danncita
@banelibero
@metingezmi3
@constidon

Top Tweeters in G8:
@tsmoon56
@bg_grace
@13scidave
@tomholtzpaleo
@ronschuck1
@laelaps
@uq_news
@johnrhutchinson
@yesct
@rsprackland

Top Tweeters in G9:
@robfordmancs
@cfaware
@mental_elf
@lsepoliticsblog
@florindanpopesc
@raj_psyc
@cityalan
@sergiovanog
@thomascaygill
@bbcsounds

Top Tweeters in G10:
@kallmane
@warwicklanguage
@kidney_boy
@suziegeewizz
@umanitoba
@hswapnil
@brosobio
@chri5rowell
@natuurmonument
@staatsbosbeheer


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