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@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature since:2017-03-12 until
@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature since:2017-03-12 until
From:
Harald Meier
Uploaded on:
March 20, 2017
Short Description:
@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature since:2017-03-12 until:2017-03-19 via NodeXL http://bit.ly/2nXyow2
@

Description:
Description
The graph represents a network of 11,613 Twitter users whose recent tweets contained "@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature since:2017-03-12 until:2017-03-19", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 20 March 2017 at 19:11 UTC.

The tweets in the network were tweeted over the 6-day, 23-hour, 57-minute period from Sunday, 12 March 2017 at 00:01 UTC to Saturday, 18 March 2017 at 23:58 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 : 11613
Unique Edges : 19810
Edges With Duplicates : 8205
Total Edges : 28015
Number of Edge Types : 3
Mentions : 26540
Tweet : 497
Replies to : 978
Self-Loops : 497
Reciprocated Vertex Pair Ratio : 0.0174911177917464
Reciprocated Edge Ratio : 0.0343808756379264
Connected Components : 36
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 11564
Maximum Edges in a Connected Component : 27972
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.380238
Graph Density : 0.000165650531394268
Modularity : 0.593849
NodeXL Version : 1.0.1.375

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[251] http://jamanetwork.com/abusenotice
[241] http://nature.com/articles/doi:10.1038/nature21707
[152] http://www.npr.org/2017/03/16/520364036/study-finds-high-temperatures-killing-large-parts-of-great-barrier-reef?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[134] http://www.nature.com/news/how-dare-you-call-us-diplomats-1.21628?WT.mc_id=TWT_NA_1703_FHWVHOWDAREYOU_PORTFOLIO
[127] http://www.nejm.org/doi/full/10.1056/NEJMra1505557
[125] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature21429.html
[105] https://www.theguardian.com/world/2017/mar/15/syria-conflict-study-condemns-weaponisation-of-healthcare
[102] http://annals.org/aim/article/2609290/pharmacologic-therapy-type-2-diabetes-synopsis-2017-american-diabetes-association
[100] http://www.nejm.org/doi/full/10.1056/NEJMoa1700518
[92] http://jamanetwork.com/journals/jama/article-abstract/2607813?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030717

Top URLs in Tweet in G1:
[228] http://nature.com/articles/doi:10.1038/nature21707
[152] http://www.npr.org/2017/03/16/520364036/study-finds-high-temperatures-killing-large-parts-of-great-barrier-reef?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[131] http://www.nature.com/news/how-dare-you-call-us-diplomats-1.21628?WT.mc_id=TWT_NA_1703_FHWVHOWDAREYOU_PORTFOLIO
[77] http://rdcu.be/pX3a
[69] http://www.nature.com/news/how-facebook-fake-news-and-friends-are-warping-your-memory-1.21596?WT.mc_id=TWT_NA_1703_FHNEWSFFACEBOOKANDFAKENEWS_PORTFOLIO
[58] http://rdcu.be/pX2R
[46] http://www.nature.com/articles/doi:10.1038/nature21429.epdf?shared_access_token=Bs42P0Zn2RRTbjftVNzZadRgN0jAjWel9jnR3ZoTv0NqEQh9U3iqYKHqwpjDzi5wu5SHXzApexUSd66kbAtjr5dmo6OKr2MVN74xxYqFVszXfAgbYAqn6jeBehphv-fx3fEE-k2FnVW0Naf7z1IlUzUf2bqcsjNBrnpwbswUNLY%3D
[39] http://dx.doi.org/10.1038/nature21707
[38] http://www.nature.com/news/show-drugs-work-before-selling-them-1.21582?WT.mc_id=TWT_NA_1703_FHCOMMENTSHOWDRUGSWORK_PORTFOLIO
[37] http://www.nature.com/nature/supplements/insights/plants/

Top URLs in Tweet in G2:
[98] http://www.nejm.org/doi/full/10.1056/NEJMra1505557
[88] http://www.nejm.org/doi/full/10.1056/NEJMoa1700518
[69] http://www.nejm.org/doi/full/10.1056/NEJMc1616211
[64] http://www.nejm.org/do/10.1056/NEJMdo005127/full/
[55] http://www.nejm.org/doi/full/10.1056/NEJMp1702362
[53] http://www.nejm.org/image-challenge
[52] http://www.nejm.org/doi/full/10.1056/NEJMoa1613683
[50] http://www.nejm.org/doi/full/10.1056/NEJMoa1615664
[49] https://rewire.news/article/2017/03/03/going-wrong-way-medication-abortion-access/
[47] http://events.nejm.org

Top URLs in Tweet in G3:
[58] http://www.bmj.com/content/356/bmj.j863
[25] http://www.bmj.com/content/356/bmj.j760
[24] http://www.bmj.com/content/356/bmj.j803
[24] http://www.bmj.com/content/356/bmj.j1279
[22] http://blogs.bmj.com/bmj/2017/03/14/jonathan-sleath-why-revalidation-for-older-doctors-needs-to-change/
[22] http://blogs.bmj.com/bmj/2017/03/03/jeffrey-aronson-when-i-use-a-word-gout/
[21] http://www.bmj.com/content/356/bmj.j1251
[20] http://blogs.bmj.com/bmj/2017/03/09/martin-elliott-we-need-to-raise-awareness-of-sudden-death-in-the-young/
[20] https://www.youtube.com/watch?v=vS7ueV0ui5U&feature=youtu.be
[20] http://blogs.bmj.com/bmj/2017/03/14/us-environmental-chief-spreads-climate-change-scepticism/

Top URLs in Tweet in G4:
[220] http://jamanetwork.com/abusenotice
[96] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature21429.html
[92] http://annals.org/aim/article/2609290/pharmacologic-therapy-type-2-diabetes-synopsis-2017-american-diabetes-association
[89] http://jamanetwork.com/journals/jama/article-abstract/2607813?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030717
[30] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2016.20441?utm_source=TWITTER&utm_medium=social_jn&utm_term=830210560&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=35368923
[26] http://jama.jamanetwork.com/article.aspx?articleid=2473495
[23] http://jamanetwork.com/journals/jamadermatology/fullarticle/2596396?utm_source=TWITTER&utm_medium=social_jn&utm_term=830877535&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=35395512
[18] http://jamanetwork.com/journals/jama/fullarticle/2610335?utm_source=TWITTER&utm_medium=social_jn&utm_term=832715594&utm_content=content_engagement|article_engagement&utm_campaign=press_release&linkId=35473271
[17] http://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2608539?utm_source=TWITTER&utm_medium=social_jn&utm_term=832256461&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=35450930
[17] http://jamanetwork.com/journals/jama/fullarticle/2612679?utm_source=FBPAGE&utm_medium=social_jn&utm_term=833443797&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=35500161

Top URLs in Tweet in G5:
[104] https://www.theguardian.com/world/2017/mar/15/syria-conflict-study-condemns-weaponisation-of-healthcare
[51] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fthelancet.com%2Fcommissions%2Fsyria%3Fdgcid%3Dtwitter_social_syria&rc=0&code=lancet-site
[36] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2930758-4%2Ffulltext%3Fdgcid%3Dtwitter_social_syria&rc=0&code=lancet-site
[32] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2930752-3%2Ffulltext&rc=0&code=lancet-site
[31] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2930740-7%2Ffulltext%3Fdgcid%3Dtwitter_social_syria&rc=0&code=lancet-site
[22] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2930740-7%2Ffulltext&rc=0&code=lancet-site
[18] http://thelancet.com/journals/lancet/article/PIIS0140-6736(17)30741-9/fulltext#.WMkeihA6TOY.twitter
[17] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fcommissions%2Fsyria%3Fdgcid%3Dtwitter_social_syria&rc=0&code=lancet-site
[12] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fpdfs%2Fjournals%2Flancet%2FPIIS0140-6736%2817%2930766-3.pdf&rc=0&code=lancet-site
[11] http://www.thelancet.com/journals/lancet/article/PIIS0140-6736(17)30740-7/fulltext

Top URLs in Tweet in G6:
[63] http://www.nejm.org/doi/full/10.1056/NEJMp1613651
[24] http://annals.org/aim/article/2609291/annals-understanding-clinical-research-intention-treat-analysis
[18] http://annals.org/aim/article/2607783/annals-graphic-medicine-something-strange
[14] http://annals.org/article.aspx?articleid=2518955&utm_content=buffere5c5b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] http://redgedaps.blogspot.com.es/2017/03/la-demanda-asistencial-y-los.html?m=1
[7] http://annals.org/aim/article/2609290/pharmacologic-therapy-type-2-diabetes-synopsis-2017-american-diabetes-association
[7] http://annals.org/aim/article/746184/insufficient-sleep-undermines-dietary-efforts-reduce-adiposity?utm_content=buffera5f0c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[7] http://www.nejm.org/doi/full/10.1056/NEJMra1505557
[6] http://annals.org/aim/article/2594953/issues-surrounding-age-adjusted-d-dimer-cutoffs-practicing-physicians-need
[6] http://annals.org/aim/article/1656410/screening-colonoscopy-risk-incident-late-stage-colorectal-cancer-diagnosis-average

Top URLs in Tweet in G7:
[15] https://www.nasa.gov/press-release/nasa-study-confirms-biofuels-reduce-jet-engine-pollution
[6] http://www.nature.com/news/science-journalism-can-be-evidence-based-compelling-and-wrong-1.21591?WT.mc_id=FBK_NatureNews
[5] http://nasa.tumblr.com/post/158442693464/flying-with-fuel-from-plants-the-eco-friendly-way
[4] https://www.canadianbiomassmagazine.ca/biofuel/nasa-study-confirms-biofuels-reduce-jet-engine-pollution-6188
[2] http://www.truman.edu/events/story-significance-periodic-table/
[2] https://link.springer.com/article/10.1007/s10698-017-9277-4
[2] https://journosdiary.com/2017/03/14/controlling-shiv-monkey/
[1] https://twitter.com/i/web/status/842087771007291395
[1] https://www.youtube.com/watch?v=TtcUqIWmTBM&feature=youtu.be
[1] https://twitter.com/i/web/status/842107456889229312

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/842312304570077184
[1] https://twitter.com/i/web/status/843155312395927552
[1] https://calloffthesearch.com/international-development/lessons-life-antarctic-expedition-departs/
[1] https://twitter.com/i/web/status/842273761017638912
[1] https://twitter.com/i/web/status/800748903041744896
[1] https://twitter.com/i/web/status/840037463234138112
[1] https://twitter.com/i/web/status/840037989812228101
[1] https://twitter.com/i/web/status/840037659456225280
[1] https://twitter.com/i/web/status/840037577218494465

Top URLs in Tweet in G9:
[1] http://www.abc.net.au/radionational/programs/scienceshow/placenta-could-offer-clues-about-cancer-genes/8343656
[1] https://www.sciencedaily.com/releases/2017/03/170309141233.htm
[1] http://www.newsobserver.com/news/local/education/article135279789.html
[1] https://www.sciencedaily.com/releases/2017/03/170310183341.htm
[1] https://www.sciencedaily.com/releases/2017/03/170309132800.htm
[1] https://www.sciencedaily.com/releases/2017/03/170313102417.htm
[1] https://www.sciencedaily.com/releases/2017/03/170316151703.htm
[1] https://www.sciencedaily.com/releases/2017/03/170316112147.htm
[1] https://www.sciencedaily.com/releases/2017/03/170317131207.htm
[1] http://thehill.com/policy/healthcare/324304-american-medical-association-urges-gop-to-go-back-to-the-drawing-board?utm_campaign=KHN:%20Daily%20Health%20Policy%20Report&utm_source=hs_email&utm_medium=email&utm_content=46588830&_hsenc=p2ANqtz-_pa29UeAAGAQ1idCyH9uE-kUW3TSnpmRPmTsi0ueBQkMWb6JIowZPDrEovj99PLFGaUzGgKxRC1mk2A5fd8Rhjp6KvRw&_hsmi=46588830

Top URLs in Tweet in G10:
[12] http://www.nejm.org/image-challenge?cookieSet=1
[11] http://jamanetwork.com/abusenotice
[3] http://nature.com/articles/doi:10.1038/nature21058
[3] http://www.nejm.org/doi/full/10.1056/NEJMcpc1613465
[3] http://nature.com/articles/doi:10.1038/nature21420
[2] http://www.nature.com/nature/current_issue.html
[2] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.0076?utm_source=TWITTER&utm_medium=social_jn&utm_term=798370516&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=34117560
[1] https://twitter.com/i/web/status/838757087207428096
[1] https://twitter.com/i/web/status/828034688333737984
[1] http://www.nejm.org/medicine-and-society-data-watch

Top Domains
Top Domains in Tweet in Entire Graph:
[2027] nejm.org
[1604] nature.com
[981] twitter.com
[873] jamanetwork.com
[723] bmj.com
[391] elsevierhealth.com
[269] annals.org
[195] rdcu.be
[154] npr.org
[108] theguardian.com

Top Domains in Tweet in G1:
[1375] nature.com
[225] twitter.com
[182] rdcu.be
[152] npr.org
[59] doi.org
[10] youtube.com
[9] nejm.org
[8] nature.org
[7] facebook.com
[6] naturalcapitalcoalition.org

Top Domains in Tweet in G2:
[1490] nejm.org
[149] twitter.com
[61] jwatch.org
[49] rewire.news
[34] nej.md
[26] jamanetwork.com
[21] nature.com
[17] acc.org
[14] linkis.com
[14] bmj.com

Top Domains in Tweet in G3:
[647] bmj.com
[245] twitter.com
[118] nejm.org
[65] jamanetwork.com
[26] elsevierhealth.com
[21] youtube.com
[18] nature.com
[16] annals.org
[14] co.uk
[11] shareaholic.com

Top Domains in Tweet in G4:
[737] jamanetwork.com
[213] nejm.org
[122] nature.com
[120] annals.org
[89] twitter.com
[24] elsevierhealth.com
[17] bmj.com
[16] linkis.com
[12] modernhealthcare.com
[11] jama.com

Top Domains in Tweet in G5:
[328] elsevierhealth.com
[117] twitter.com
[105] theguardian.com
[94] thelancet.com
[47] nejm.org
[23] bmj.com
[18] nature.com
[14] elsevier.com
[9] sciencedirect.com
[8] jamanetwork.com

Top Domains in Tweet in G6:
[125] nejm.org
[123] annals.org
[38] twitter.com
[14] jamanetwork.com
[11] com.es
[5] bmj.com
[3] nej.md
[3] practiceupdate.com
[3] rospod.org
[2] duke.edu

Top Domains in Tweet in G7:
[15] nasa.gov
[13] nature.com
[10] twitter.com
[5] tumblr.com
[4] canadianbiomassmagazine.ca
[3] truman.edu
[3] springer.com
[2] dlr.de
[2] journosdiary.com
[1] youtube.com

Top Domains in Tweet in G8:
[8] twitter.com
[1] calloffthesearch.com

Top Domains in Tweet in G9:
[7] sciencedaily.com
[1] net.au
[1] newsobserver.com
[1] thehill.com
[1] nejm.org
[1] twitter.com
[1] change.org

Top Domains in Tweet in G10:
[19] nejm.org
[17] jamanetwork.com
[10] nature.com
[5] twitter.com
[1] rdcu.be

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[638] acc17
[609] syria
[340] researchhighlights
[262] diabetes
[196] greatbarrierreef
[177] bmjresponse
[172] coralbleaching
[147] meded
[141] climatechange
[133] publichealth

Top Hashtags in Tweet in G1:
[314] researchhighlights
[196] greatbarrierreef
[171] coralbleaching
[114] reefindanger
[112] climatechange
[91] gbr
[85] sharedit
[43] singlecell
[36] coral
[28] globalwarming

Top Hashtags in Tweet in G2:
[342] acc17
[88] publichealth
[79] cancer
[46] diabetes
[38] gastroenterology
[36] aca
[36] stemcell
[33] rheumatology
[31] medicaid
[22] sicklecell

Top Hashtags in Tweet in G3:
[152] bmjresponse
[96] bmjopinion
[75] bmjeducation
[70] nhs
[51] bmjresearchnews
[51] trump
[50] brexit
[42] bmjresearch
[42] patientsincluded
[40] bmjeditorial

Top Hashtags in Tweet in G4:
[165] acc17
[142] diabetes
[132] meded
[96] dataviz
[94] t2dm
[47] ebola
[33] jnj
[25] cardiomyopathy
[24] exercise
[24] afib

Top Hashtags in Tweet in G5:
[569] syria
[87] acc17
[63] healthworker
[42] health
[36] polypill
[31] acc2017
[27] warm17
[23] notatarget
[23] nomensrea
[18] healthworkers

Top Hashtags in Tweet in G6:
[43] diabetes
[20] journalclub
[19] peerreview
[18] graphicmedicine
[15] acc17
[14] insomnia
[14] cysticfibrosis
[8] cf
[8] exercise
[7] uspstf

Top Hashtags in Tweet in G7:
[27] flynasa
[10] biofuels
[6] climate
[5] klima
[4] night
[4] fox
[2] genetics
[1] flyingless
[1] elderbrothers
[1] medicine

Top Hashtags in Tweet in G8:
[8] sortie
[8] nocturne
[7] photography
[6] photos
[3] wasp
[3] macro
[3] wildlife
[3] blackwasp
[2] nature
[2] sunset

Top Hashtags in Tweet in G10:
[11] sincronizado
[11] ritmocircadiano
[3] hierro
[3] biogeoquímicos
[3] océano
[3] angiografíapulmonar
[3] arteriapulmonar
[2] nature
[2] migraciónhumana
[2] trabajo

Top Words
Top Words in Tweet in Entire Graph:
[6156] Words in Sentiment List#1: Positive
[7341] Words in Sentiment List#2: Negative
[77] Words in Sentiment List#3: Angry/Violent
[242686] Non-categorized Words
[256182] Total Words
[5294] nature
[3518] nejm
[2890] bmj_latest
[1827] jama_current
[1725] thelancet

Top Words in Tweet in G1:
[4483] nature
[768] bleaching
[641] coral
[555] new
[512] research
[504] cover
[461] news
[457] relationship
[444] reefs
[429] science

Top Words in Tweet in G2:
[2581] nejm
[637] article
[456] original
[401] clinical
[342] acc17
[265] patients
[252] perspective
[208] data
[177] medicine
[166] rivaroxaban

Top Words in Tweet in G3:
[2535] bmj_latest
[623] https
[451] health
[262] care
[221] new
[208] want
[206] nejm
[203] t
[174] doctors
[171] clinical

Top Words in Tweet in G4:
[1453] jama_current
[420] erictopol
[418] nejm
[251] patients
[243] https
[217] 2
[195] nature
[188] importance
[165] acc17
[164] diabetes

Top Words in Tweet in G5:
[1483] thelancet
[648] syria
[501] health
[347] care
[221] commission
[213] aub_lebanon
[205] report
[195] new
[189] weaponisation
[169] first

Top Words in Tweet in G6:
[262] annalsofim
[149] nejm
[74] drsarahwakeman
[70] perspective
[69] death
[69] case
[68] another
[68] senseless
[67] diabetes
[65] injection

Top Words in Tweet in G7:
[100] nature
[57] nasaaero
[29] biofuels
[27] flynasa
[20] study
[20] reduce
[20] jet
[19] confirms
[19] engine
[19] pollution

Top Words in Tweet in G8:
[25] nature
[16] natgeophotos
[8] par
[8] ici
[8] les
[8] nouvelles
[8] photos
[8] d'une
[8] sortie
[8] nocturne

Top Words in Tweet in G9:
[9] brasilmagic
[9] profplum15
[8] jama_current
[7] thelancet
[7] amermedicalassn
[6] atheistgoat
[5] nejm
[3] winsorjohn
[2] athe1stp0wer
[2] autism

Top Words in Tweet in G10:
[38] source
[32] vicentelozadab
[25] mariafrau50
[25] nejm
[21] jama_current
[16] le_chujte
[15] docfico
[15] nature
[14] drlapman
[12] diagnosis

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[571] original,article
[552] nejm,original
[423] nature,editorial
[417] health,care
[390] relationship,between
[388] research,reporting
[387] science,news
[385] 3d,structures
[385] ranking,best
[385] best,science

Top Word Pairs in Tweet in G1:
[402] nature,editorial
[371] relationship,between
[369] coral,bleaching
[369] research,reporting
[367] science,news
[366] ranking,best
[366] best,science
[366] news,outlets
[366] outlets,misjudges
[366] misjudges,relationship

Top Word Pairs in Tweet in G2:
[454] original,article
[435] nejm,original
[217] nejm,perspective
[143] urothelial,carcinoma
[133] review,article
[126] nejm,review
[114] venous,thromboembolism
[114] psoriatic,arthritis
[113] extended,treatment
[108] quick,take

Top Word Pairs in Tweet in G3:
[109] don,t
[103] t,want
[94] reporting,implementation
[94] implementation,studies
[90] mental,health
[87] bmj_latest,role
[76] clinical,trials
[72] bmjresponse,https
[70] social,care
[69] standards,reporting

Top Word Pairs in Tweet in G4:
[137] jama_current,lmauksch
[130] importance,listening
[130] patients,jama_current
[125] lmauksch,meded
[123] listening,interrupting
[123] interrupting,patients
[117] erictopol,importance
[117] meded,https
[97] diabetes,2017
[97] published,jama_current

Top Word Pairs in Tweet in G5:
[334] health,care
[184] care,syria
[181] weaponisation,health
[159] first,report
[155] thelancet,weaponisation
[150] commission,aub_lebanon
[146] syria,first
[144] report,commission
[144] aub_lebanon,published
[144] published,today

Top Word Pairs in Tweet in G6:
[69] nejm,perspective
[68] another,senseless
[68] senseless,death
[68] death,case
[64] drsarahwakeman,another
[64] case,supervised
[64] supervised,injection
[63] perspective,drsarahwakeman
[60] injection,facilities
[36] type,2

Top Word Pairs in Tweet in G7:
[19] nasaaero,study
[19] study,nature
[19] nature,confirms
[19] confirms,biofuels
[19] biofuels,reduce
[19] reduce,jet
[19] jet,engine
[19] engine,pollution
[15] pollution,flynasa
[14] nasaaero,nasaaero

Top Word Pairs in Tweet in G8:
[8] par,ici
[8] ici,les
[8] les,nouvelles
[8] nouvelles,photos
[8] photos,d'une
[8] d'une,sortie
[8] sortie,nocturne
[8] nocturne,derpooh2016
[8] derpooh2016,natgeophotos
[8] natgeophotos,netd_news

Top Word Pairs in Tweet in G9:
[9] brasilmagic,profplum15
[3] thelancet,amermedicalassn
[3] profplum15,winsorjohn
[2] profplum15,athe1stp0wer
[2] profplum15,atheistgoat
[2] amermedicalassn,jama_current
[2] jama_current,nejm

Top Word Pairs in Tweet in G10:
[15] source,nejm
[14] mariafrau50,le_chujte
[13] source,jama_current
[13] jama_current,mariafrau50
[12] diagnosis,source
[12] nejm,mariafrau50
[12] le_chujte,docfico
[12] docfico,drlapman
[12] drlapman,medicalce
[11] importancia,estar

Top Replied-To
Top Replied-To in Entire Graph:
@bmj_latest
@nature
@nejm
@thelancet
@laughingscience
@erictopol
@jim_herd
@thereal_truther
@jama_current
@davecurtis314

Top Replied-To in G1:
@nature
@patriciakime
@coreyspowell
@celltypist
@scifri
@aims_gov_au
@profterryhughes
@tan123
@danieljdrucker

Top Replied-To in G2:
@nejm
@erictopol
@skathire
@ggkuhnle
@bmj_latest
@jama_current
@mgtmccartney
@gabotuitero
@mattweedmd
@rvawonk

Top Replied-To in G3:
@bmj_latest
@davecurtis314
@annegulland
@weatherallmw
@mancunianmedic
@drdavidwarriner
@drol007
@clim8resistance
@drem_79
@allisonpearson

Top Replied-To in G4:
@jama_current
@erictopol
@nejm
@jedro_
@davidludwigmd
@csheartresearch
@drkevinhill
@rafavidalperez
@cmichaelgibson
@angioplastyorg

Top Replied-To in G5:
@laughingscience
@thelancet
@kenroth
@unicef
@medical_xpress
@annie_sparrow
@abushybush
@lolaceniza
@nejm
@artl7

Top Replied-To in G6:
@annalsofim
@nejm
@bmj_latest
@drfrieden
@marykcaffrey
@blackpanthersky
@yalepccsm

Top Replied-To in G7:
@nasaaero
@naturenews
@nature
@bbcnewsnight
@bbcradio4
@naturescalendar
@segundoenfoque
@paulmasonnews
@bbciplayer
@benweinthal

Top Replied-To in G8:
@mkupperman
@jason_hankins
@fotografiablog
@natourarte_info
@nature

Top Replied-To in G9:
@amermedicalassn
@news12li

Top Replied-To in G10:
@docfico
@vicentelozadab
@dr_corpse

Top Mentioned
Top Mentioned in Entire Graph:
@nature
@nejm
@bmj_latest
@jama_current
@thelancet
@erictopol
@annalsofim
@aub_lebanon
@profterryhughes
@npr

Top Mentioned in G1:
@nature
@profterryhughes
@chasingcoral
@npr
@coralcoe
@patriciakime
@natureecoevo
@natureplants
@naturesmb
@naturegenet

Top Mentioned in G2:
@nejm
@jama_current
@nature
@jwatch
@lisarosenbaum17
@rewire_news
@bmj_latest
@stanfordmed
@thelancet
@nejmres360

Top Mentioned in G3:
@bmj_latest
@nejm
@jama_current
@mancunianmedic
@thelancet
@garyschwitzer
@richard56
@martinmckee
@garethiacobucci
@nature

Top Mentioned in G4:
@jama_current
@erictopol
@nejm
@nature
@lmauksch
@bmj_latest
@a
@semicyuc
@sportscisum
@thelancet

Top Mentioned in G5:
@thelancet
@aub_lebanon
@unicef
@guardian
@kenroth
@bmj_latest
@nejm
@nature
@who
@erictopol

Top Mentioned in G6:
@annalsofim
@nejm
@drsarahwakeman
@bmj_latest
@jama_current
@acpinternists
@redgdps
@amdiabetesassn
@rospodcast
@lauffenburgerjc

Top Mentioned in G7:
@nature
@nasaaero
@naturenews
@dlr_en
@nasa
@nrc_cnrc
@acspublications
@dlr
@naomioreskes
@m

Top Mentioned in G8:
@nature
@natgeophotos
@derpooh2016
@netd_news
@natgeo
@marmottebleue
@mondedephotos
@natureuk
@greenpeace
@baloxjc

Top Mentioned in G9:
@brasilmagic
@profplum15
@jama_current
@thelancet
@atheistgoat
@amermedicalassn
@nejm
@winsorjohn
@athe1stp0wer
@autism

Top Mentioned in G10:
@vicentelozadab
@mariafrau50
@nejm
@jama_current
@le_chujte
@drlapman
@docfico
@nature
@medicalce
@not

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@loupo85
@qxnews
@rk70534
@frenchredfrog
@kawalpeet
@wwf
@elcurulsimon
@angelakorras
@fredkiesche

Top Tweeters in G1:
@cowboyscifibot
@qxnews
@rk70534
@frenchredfrog
@fredkiesche
@cwharlow
@dclarediane
@norwind
@davidbewart
@plsburydoughboy

Top Tweeters in G2:
@loupo85
@kat4obama
@farmfairycrafts
@yayayarndiva
@semanticearth
@lglwry
@nytimes
@fonlac24
@alazynatural
@semperfelix

Top Tweeters in G3:
@s9tmt
@dr_shibley
@gr8musicvenues
@dominiquevanpee
@g_orl
@telegraph
@boris3324
@pfanderson
@omgsooprecious
@waweru

Top Tweeters in G4:
@baronianconsult
@rigotordoc
@primal
@starpratama
@815wrldtrvlr
@ketaminh
@enfuegoinc
@time
@kimvie
@bulldoghill

Top Tweeters in G5:
@angelakorras
@revolution_fr
@nyspanish
@guardian
@bbcnews
@nata_zahne
@dingalingy55
@bivi_17
@bbcworld
@astwisa

Top Tweeters in G6:
@yannnsud
@pantheralyxx
@pianiste13
@paul_jft
@mlalanda
@buletproofcardi
@jimenezana
@calamitysis
@healthpolicygrp
@kimitakatajimi

Top Tweeters in G7:
@jetcitystar
@kavn
@nationaltrust
@buzzfeed
@miles_wilma
@sabrinaselva1
@cnn
@cbsnews
@afp
@rocketnipponnet

Top Tweeters in G8:
@wwf
@izumiokumura
@anes60982088
@mkupperman
@500px
@natureuk
@greenpeace
@natgeo
@mothernaturenet
@natgeotravel

Top Tweeters in G9:
@athe1stp0wer
@tgranmor
@brasilmagic
@atheistgoat
@profplum15
@atheistdoc
@cr_uk
@ah_science
@news12li
@bccare

Top Tweeters in G10:
@elcurulsimon
@vicentelozadab
@chichodisanto
@mariafrau50
@jesusri29353792
@villanidia
@ap_aurilita
@medicalce
@le_chujte
@medicopediatra