@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature OR foamed, Twitter, 7/30/2017 9:43:51 PM, 117917


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@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature OR foamed Twitter Node
@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature OR foamed Twitter Node
From:
scotpublichealth
Uploaded on:
July 30, 2017
Short Description:
@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature OR foamed via NodeXL http://bit.ly/2hekUgB
@nature
@bmj_latest

Description:
Description
The graph represents a network of 13,102 Twitter users whose recent tweets contained "@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature OR foamed", 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 Sunday, 30 July 2017 at 19:22 UTC.

The tweets in the network were tweeted over the 4-day, 23-hour, 1-minute period from Tuesday, 25 July 2017 at 19:04 UTC to Sunday, 30 July 2017 at 18:06 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 : 13102
Unique Edges : 23263
Edges With Duplicates : 10219
Total Edges : 33482
Self-Loops : 1551
Reciprocated Vertex Pair Ratio : 0.0193725490196078
Reciprocated Edge Ratio : 0.038008771254905
Connected Components : 211
Single-Vertex Connected Components : 100
Maximum Vertices in a Connected Component : 12638
Maximum Edges in a Connected Component : 32893
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.78648
Graph Density : 0.000151436677557827
Modularity : 0.610276
NodeXL Version : 1.0.1.384

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[167] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fpdfs%2Fjournals%2Flancet%2FPIIS0140-6736%2817%2930566-4.pdf&rc=0&code=lancet-site
[133] http://www.nejm.org/doi/full/10.1056/NEJMp1509230
[128] http://www.nejm.org/doi/full/10.1056/NEJMp1708704
[112] http://www.bmj.com/content/358/bmj.j3262
[105] http://www.bmj.com/content/358/bmj.j3418
[92] http://jamanetwork.com/journals/jama/fullarticle/2645104
[86] http://www.nejm.org/doi/full/10.1056/NEJMra1603471
[85] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931922-0%2Ffulltext%3Fdgcid%3Dtwitter_social_world-hep-day17&rc=0&code=lancet-site
[80] https://idp.nature.com/authorize?response_type=cookie&client_id=foxtrot&redirect_uri=http%3A%2F%2Fwww.nature.com%2Fnature%2Fjournal%2Fvaop%2Fncurrent%2Ffull%2Fnature23264.html%3Ffoxtrotcallback%3Dtrue
[77] http://www.bmj.com/content/358/bmj.j1951

Top URLs in Tweet in G1:
[49] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature23264.html?WT.ec_id=NATURE-20170727&spMailingID=54575327&spUserID=OTk0ODcxNjUzMDIS1&spJobID=1204202138&spReportId=MTIwNDIwMjEzOAS2
[49] http://rdcu.be/uynp
[44] http://rdcu.be/uwM6
[42] http://www.nature.com/articles/doi:10.1038/nature22998?sf100677058=1
[38] https://medicalxpress.com/news420285848.html
[32] http://www.nature.com/articles/doi:10.1038/nature23270?sf100460699=1
[27] https://www.nature.com/articles/nature20101.epdf?author_access_token=ImTXBI8aWbYxYQ51Plys8NRgN0jAjWel9jnR3ZoTv0MggmpDmwljGswxVdeocYSurJ3hxupzWuRNeGvvXnoO8o4jTJcnAyhGuZzXJ1GEaD-Z7E6X_a9R-xqJ9TfJWBqz&utm_content=buffer528b7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[27] https://phys.org/news420285359.html
[26] http://www.nature.com/articles/doi:10.1038/nature22998?sf100460662=1
[23] http://www.nature.com/articles/doi:10.1038/nature23269?sf100460694=1

Top URLs in Tweet in G2:
[98] http://www.bmj.com/content/358/bmj.j3262
[71] http://www.bmj.com/content/358/bmj.j3418
[68] http://www.bmj.com/content/358/bmj.j1951
[61] http://www.bmj.com/content/358/bmj.j3522
[37] http://www.bmj.com/content/358/8116
[34] http://www.bmj.com/content/358/bmj.j3609
[33] http://blogs.bmj.com/bmj/2016/06/15/richard-smith-what-will-the-post-journal-world-look-like/
[27] https://twitter.com/DrDavidWarriner/status/890968562814398464
[19] http://www.bmj.com/content/358/bmj.j3527
[17] http://www.bmj.com/content/358/bmj.j3590

Top URLs in Tweet in G3:
[78] http://jamanetwork.com/journals/jama/fullarticle/2645104
[53] https://idp.nature.com/authorize?response_type=cookie&client_id=foxtrot&redirect_uri=http%3A%2F%2Fwww.nature.com%2Fnature%2Fjournal%2Fvaop%2Fncurrent%2Ffull%2Fnature23264.html%3Ffoxtrotcallback%3Dtrue
[43] http://jamanetwork.com/journals/jama/article-abstract/1910118
[36] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.8390?utm_source=TWITTER&utm_medium=social_jn&utm_term=997877002&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=40141470
[33] http://jamanetwork.com/journals/jama/fullarticle/2645740
[31] http://jamanetwork.com/journals/jama/fullarticle/2478208?guestAccessKey=a004da8a-eaf2-450a-b2e1-048b4b012db1&utm_source=TWITTER&utm_medium=social_jn&utm_term=1006482266&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=40345800
[29] http://jamanetwork.com/journals/jama/fullarticle/2645104?utm_source=TWITTER&utm_medium=social_jn&utm_term=999931375&utm_content=content_engagement|article_engagement&utm_campaign=press_release&linkId=40184065
[28] http://www.bmj.com/content/358/bmj.j3418
[26] https://www.theguardian.com/society/2017/jul/26/rule-patients-must-finish-antibiotics-course-wrong-study-says
[24] http://jamanetwork.com/journals/jama/fullarticle/2645089?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=072517#.WXeicfG2zsc.twitter

Top URLs in Tweet in G4:
[69] http://rebelem.com/low-dose-ketamine-for-acute-pain-in-the-ed-iv-push-vs-short-infusion/
[66] https://itunes.apple.com/gb/podcast/the-resus-room/id1090433226?mt=2
[52] http://rebelem.com/importance-reciprocal-changes-avl/
[39] http://www.emdocs.net/emdocs-cases-updates-management-hyperkalemia/
[38] https://www.facebook.com/EssentialsofEM/videos/1480176865396974/
[29] https://dutchresus.com/
[27] https://first10em.com/2017/07/25/em-mindset-not-knowing/
[26] http://theresusroom.co.uk
[25] https://emcrit.org/emcrit/ties-bind-social-capital-psychology-foam-mike-lauria/
[25] http://www.minnesotafutura.org/

Top URLs in Tweet in G5:
[118] http://www.nejm.org/doi/full/10.1056/NEJMp1509230
[111] http://www.nejm.org/doi/full/10.1056/NEJMp1708704
[74] http://www.nejm.org/doi/full/10.1056/NEJMra1603471
[51] http://www.nejm.org/doi/full/10.1056/NEJMra1510092
[50] http://www.nejm.org/doi/full/10.1056/NEJMp1704489
[48] http://www.nejm.org/health-policy-data-watch
[48] http://www.nejm.org/image-challenge
[35] http://www.nejm.org/doi/full/10.1056/NEJMicm1702263
[31] http://www.nejm.org/doi/full/10.1056/NEJMicm1615499
[30] http://www.nejm.org/doi/full/10.1056/NEJMoa1704559

Top URLs in Tweet in G6:
[137] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fpdfs%2Fjournals%2Flancet%2FPIIS0140-6736%2817%2930566-4.pdf&rc=0&code=lancet-site
[71] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931922-0%2Ffulltext%3Fdgcid%3Dtwitter_social_world-hep-day17&rc=0&code=lancet-site
[25] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2873%2992867-5%2Ffulltext&rc=0&code=lancet-site
[25] https://twitter.com/gavi/status/890211435518808065
[24] http://www.nejm.org/doi/full/10.1056/NEJMsr1706626
[23] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2816%2930579-7%2Fabstract%3Fdgcid%3Dtwitter_social_world-hep-day17&rc=0&code=lancet-site
[19] http://www.thelancet.com/commissions/dementia2017?dgcid=twitter_social_dementia-commission
[17] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fpdfs%2Fjournals%2Flancet%2FPIIS0140-6736%2817%2931874-3.pdf&rc=0&code=lancet-site
[17] http://www.sciencedirect.com/science/article/pii/S0140673616305797?showall%3Dtrue%26via%3Dihub
[16] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.8753?utm_source=TWITTER&utm_medium=social_jn&utm_term=997877008&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=40141471

Top URLs in Tweet in G7:
[25] https://radiopaedia.org/cases/ranula-1
[17] https://radiopaedia.org/cases/haemochromatosis-with-hyperdense-liver
[16] http://radiopaedia.org/cases/sarcoidosis-31
[14] https://radiopaedia.org/cases/lisfranc-fracture-dislocation-in-charcot-foot
[12] http://radiopaedia.org/cases/monteggia-fracture-dislocation-2
[10] http://radiopaedia.org/articles/right-sided-aortic-arch
[8] https://radiopaedia.org/cases/bilateral-temporomandibular-joint-dislocation-3
[6] http://radiopaedia.org/cases/diverticulitis-2
[6] http://www.angiologist.com/arterial-disease/coral-renal-stenting-conrtoversy/
[6] https://radiopaedia.org/cases/pulmonary-pseudotumour

Top URLs in Tweet in G8:
[2] http://www.bmj.com/content/358/bmj.j3602
[2] http://www.bmj.com/content/358/bmj.j3334
[2] http://www.bmj.com/content/358/bmj.j3600
[1] https://twitter.com/i/web/status/891352527547105281
[1] https://twitter.com/i/web/status/891059356866936835
[1] https://twitter.com/i/web/status/890571797149753348
[1] http://www.independent.co.uk/news/long_reads/transvaginal-mesh-vaginal-procedure-surgery-tvt-gynaecology-thalidomide-womens-health-psychology-a7862126.html
[1] http://www.bmj.com/content/358/bmj.j3552
[1] https://twitter.com/i/web/status/890316028928032768
[1] https://twitter.com/i/web/status/890334375090565125

Top URLs in Tweet in G9:
[25] http://annals.org/aim/article/2643435/coffee-drinking-mortality-10-european-countries-multinational-cohort-study
[10] http://annals.org/article.aspx?articleid=2547675
[7] http://annals.org/aim/article/2645553/cardiovascular-disease-among-transgender-adults-receiving-hormone-therapy-narrative-review
[5] http://annals.org/aim/article/2643733/sensitivity-analysis-unmeasured-confounding-e-values-observational-studies
[4] http://annals.org/article.aspx?articleid=2546704
[4] http://annals.org/aim/article/2612232/oral-direct-acting-agent-therapy-hepatitis-c-virus-infection-systematic
[4] https://twitter.com/annalsofim/status/889523153998942208
[4] http://annals.org/aim/article/715441/indwelling-urinary-catheters-one-point-restraint
[3] http://annals.org/aim/article/doi/10.7326/M17-0120
[3] http://annals.org/aim/article/2645553/cardiovascular-disease-among-transgender-adults-receiving-hormone-therapy-narrative-review#.WXZok45VIJg.twitter

Top URLs in Tweet in G10:
[7] https://twitter.com/hayasejustin/status/891176934100451328
[2] http://www.nejm.org/doi/full/10.1056/NEJMoa1611925
[2] https://twitter.com/bavaninaicker/status/889449303718191104
[1] http://www.nejm.org/doi/full/10.1056/NEJMoa1704559
[1] http://www.nejm.org/doi/full/10.1056/NEJMicm1615499
[1] https://twitter.com/i/web/status/890598642524016640
[1] https://twitter.com/i/web/status/889886136998309888
[1] https://twitter.com/i/web/status/890999791278149634
[1] http://pulmccm.org/main/2017/critical-care-review/icu-physiology-1000-words-ivc-collapse-revisited-part-2/
[1] http://www.nejm.org/doi/full/10.1056/NEJMp1708704

Top Domains
Top Domains in Tweet in Entire Graph:
[1891] twitter.com
[1363] nejm.org
[852] bmj.com
[826] nature.com
[821] jamanetwork.com
[517] elsevierhealth.com
[212] rebelem.com
[196] radiopaedia.org
[148] sapiensmedicus.org
[126] rdcu.be

Top Domains in Tweet in G1:
[704] nature.com
[246] twitter.com
[119] rdcu.be
[96] phys.org
[96] medicalxpress.com
[45] medx.cc
[19] phy.so
[13] elsevierhealth.com
[12] theguardian.com
[8] radian6.com

Top Domains in Tweet in G2:
[583] bmj.com
[430] twitter.com
[43] nejm.org
[29] co.uk
[29] jamanetwork.com
[11] nature.com
[11] elsevierhealth.com
[10] fb.me
[7] org.uk
[6] theguardian.com

Top Domains in Tweet in G3:
[650] jamanetwork.com
[205] twitter.com
[70] nature.com
[53] nejm.org
[45] bmj.com
[37] beckerinfo.net
[26] theguardian.com
[26] elsevierhealth.com
[16] libsyn.com
[12] ajmc.com

Top Domains in Tweet in G4:
[357] twitter.com
[207] rebelem.com
[118] emdocs.net
[79] apple.com
[69] co.uk
[62] stemlynsblog.org
[48] facebook.com
[48] nih.gov
[48] biomedcentral.com
[45] feedburner.com

Top Domains in Tweet in G5:
[1072] nejm.org
[166] twitter.com
[24] jamanetwork.com
[11] sapiensmedicus.org
[10] nature.com
[10] libsyn.com
[9] bmj.com
[7] gene.com
[6] springer.com
[6] smartbrief.com

Top Domains in Tweet in G6:
[434] elsevierhealth.com
[148] twitter.com
[134] nejm.org
[96] jamanetwork.com
[95] thelancet.com
[77] bmj.com
[19] sciencedirect.com
[16] nature.com
[10] investinme.org
[7] npr.org

Top Domains in Tweet in G7:
[178] radiopaedia.org
[23] twitter.com
[14] diagnologic.com
[6] angiologist.com
[5] slideshare.net
[4] rebelem.com
[4] pscp.tv
[3] bmj.com
[3] nejm.org
[3] apple.com

Top Domains in Tweet in G8:
[15] twitter.com
[10] bmj.com
[1] co.uk
[1] nature.com

Top Domains in Tweet in G9:
[77] annals.org
[21] twitter.com
[13] nejm.org
[4] jwatch.org
[3] elsevierhealth.com
[3] consumerreports.org
[2] jamanetwork.com
[2] bmj.com
[2] cnn.com
[1] pulmccm.org

Top Domains in Tweet in G10:
[13] twitter.com
[6] nejm.org
[1] pulmccm.org
[1] ecg-quiz.com
[1] jamanetwork.com
[1] elsevierhealth.com
[1] pediatricimaging.org
[1] emspocus.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4164] foamed
[714] meded
[512] researchhighlight
[344] foamcc
[332] pocus
[303] cardioed
[253] foamrad
[196] foamems
[178] foamus
[175] acemws17



Top Hashtags in Tweet in G1:
[470] researchhighlight
[64] cells
[59] oa
[39] innovation
[27] ai
[21] electrons
[21] superconductors
[21] onthisday
[19] fractal
[19] retinalimplants

Top Hashtags in Tweet in G2:
[130] amr
[58] nhs
[43] bmjopinion
[43] foamed
[40] bmjanalysis
[37] antibiotics
[35] parkinson
[33] parkinsons
[28] icanpreventdelirium
[21] meded

Top Hashtags in Tweet in G3:
[137] cte
[97] foamed
[80] oa
[57] nfl
[53] statins
[46] cholesterol
[43] proms
[40] us
[36] maternalmortality
[22] medicaldevice

Top Hashtags in Tweet in G4:
[2731] foamed
[324] foamcc
[222] pocus
[193] foamems
[172] acemws17
[171] meded
[151] emconf
[150] cardioed
[122] foamus
[105] ecg

Top Hashtags in Tweet in G5:
[119] transgender
[118] lgbtq
[113] healthcare
[67] foamed
[51] genetics
[41] prostatecancer
[39] meded
[37] healthpolicy
[34] hiv
[30] obgyn

Top Hashtags in Tweet in G6:
[140] microbiome
[120] hepatitis
[69] dementia
[66] worldhepatitisday
[60] ias2017
[51] hiv
[40] globalhealth
[35] publichealth
[34] cancer
[33] opioid

Top Hashtags in Tweet in G7:
[299] foamed
[214] foamrad
[60] meded
[40] periscope
[35] mdchat
[33] rnchat
[28] radiology
[25] radres
[22] fistula
[21] kidney

Top Hashtags in Tweet in G8:
[22] alltrials
[20] nhs
[8] bmjresponse
[7] transparency
[7] pharma
[7] medicaldevices
[7] mhra
[5] openpharma
[5] foamed
[4] meded

Top Hashtags in Tweet in G9:
[29] coffee
[15] statins
[11] transgender
[11] hepatitisc
[4] ehrs
[4] hcv
[4] gerimedjc
[3] icd
[3] statin
[3] foamed

Top Hashtags in Tweet in G10:
[143] foamed
[118] cardioed
[74] pocus
[74] echo
[72] myxoma
[72] pfo
[13] brockenbroughbraunwaldmorrow
[13] hemodynamics
[13] cardiology
[8] neumonia

Top Words
Top Words in Tweet in Entire Graph:
[8374] Words in Sentiment List#1: Positive
[8558] Words in Sentiment List#2: Negative
[60] Words in Sentiment List#3: Angry/Violent
[293055] Non-categorized Words
[309989] Total Words
[4269] foamed
[4031] nature
[3817] bmj_latest
[2158] jama_current
[1883] nejm

Top Words in Tweet in G1:
[3504] nature
[470] researchhighlight
[314] new
[256] study
[250] science
[244] cells
[241] discovered
[240] assembly
[220] dna
[216] lab

Top Words in Tweet in G2:
[2938] bmj_latest
[795] https
[353] doctor_oxford
[343] course
[326] nhs
[324] drs
[321] doctors
[274] drmikefarquhar
[271] health
[261] use

Top Words in Tweet in G3:
[1746] jama_current
[439] players
[360] nfl
[327] cte
[263] study
[255] brain
[242] disease
[239] football
[229] ajplus
[210] high

Top Words in Tweet in G4:
[2765] foamed
[328] foamcc
[235] pocus
[218] srrezaie
[195] foamems
[186] em_resus
[182] https
[172] acemws17
[172] one
[171] meded

Top Words in Tweet in G5:
[1492] nejm
[323] perspective
[290] article
[182] https
[172] s
[160] review
[153] clinical
[138] original
[132] new
[127] first

Top Words in Tweet in G6:
[1249] thelancet
[247] review
[228] jama_current
[217] bmj_latest
[203] new
[189] https
[187] published
[181] human
[171] cases
[164] nejm

Top Words in Tweet in G7:
[299] foamed
[214] foamrad
[186] answer
[178] q
[98] radiologysigns
[67] diagnosis
[60] meded
[51] radiopaedia
[40] periscope
[37] highlights

Top Words in Tweet in G8:
[175] bmj_latest
[69] rebeccacoombes
[54] mesh
[48] policies
[47] data
[46] companies
[45] whitewash
[45] access
[45] trial
[43] https

Top Words in Tweet in G9:
[112] annalsofim
[44] risk
[42] death
[36] reduced
[33] more
[33] studies
[31] coffee
[27] learn
[26] higher
[26] consumption

Top Words in Tweet in G10:
[143] foamed
[118] cardioed
[95] willsuh76
[78] jongordin
[77] drgabe1
[76] shows
[74] pocus
[74] echo
[72] woman
[72] w

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[366] nejm,perspective
[313] foamed,foamcc
[297] meded,foamed
[233] antibiotic,course
[231] nfl,players
[225] study,shows
[222] foamed,meded
[221] brain,disease
[219] nature,science
[219] football,players

Top Word Pairs in Tweet in G1:
[211] nature,science
[208] michele,pagano
[207] assembly,line
[207] line,mentality
[207] quality,quantity
[206] science,abandon
[206] abandon,assembly
[206] mentality,rebuild
[206] rebuild,quality
[206] quantity,argues

Top Word Pairs in Tweet in G2:
[195] nhs,trusts
[193] trusts,still
[193] still,treating
[191] doctor_oxford,https
[188] antibiotic,course
[160] bmj_latest,nhs
[159] course,day
[154] treating,drs
[154] drs,expendable
[154] expendable,time

Top Word Pairs in Tweet in G3:
[221] nfl,players
[219] brain,disease
[193] football,players
[176] former,nfl
[168] jama_current,study
[163] chronic,traumatic
[163] traumatic,encephalopathy
[138] 99,former
[137] players,showed
[137] showed,signs

Top Word Pairs in Tweet in G4:
[295] foamed,foamcc
[132] beware,omega
[132] omega,ω
[132] ω,shaped
[132] shaped,epiglottis
[132] epiglottis,make
[132] make,tube
[132] tube,delivery
[132] delivery,tough
[132] tough,one

Top Word Pairs in Tweet in G5:
[311] nejm,perspective
[130] original,article
[129] review,article
[124] nejm,review
[120] caring,transgender
[120] transgender,troops
[120] troops,negligible
[120] negligible,cost
[120] cost,transition
[120] transition,related

Top Word Pairs in Tweet in G6:
[160] review,thelancet
[140] microbiome,review
[140] thelancet,published
[139] erictopol,looking
[139] looking,big
[139] big,picture
[139] picture,human
[139] human,microbiome
[137] published,one
[137] one,htt

Top Word Pairs in Tweet in G7:
[180] foamrad,foamed
[176] answer,foamrad
[98] radiologysigns,q
[57] diagnosis,answer
[50] radiopaedia,q
[33] mdchat,rnchat
[29] isnkidneycare,highlights
[27] meded,foamed
[26] isneducation,isnkidneycare
[25] q,amphibian

Top Word Pairs in Tweet in G8:
[45] policies,access
[45] access,trial
[45] trial,data
[38] transvaginal,mesh
[26] mesh,implants
[26] highly,variable
[26] variable,between
[26] between,pharma
[26] pharma,companies
[23] bmj_latest,public

Top Word Pairs in Tweet in G9:
[36] reduced,risk
[36] risk,death
[26] higher,coffee
[26] coffee,consumption
[25] two,large
[25] large,studies
[25] studies,link
[25] link,higher
[25] consumption,reduced
[25] death,learn

Top Word Pairs in Tweet in G10:
[72] woman,w
[72] w,multiple
[72] multiple,tia
[72] tia,echo
[72] echo,shows
[72] shows,atrial
[72] atrial,myxoma
[72] myxoma,thru
[72] thru,pfo
[72] pfo,foamed

Top Replied-To
Top Replied-To in Entire Graph:
@bmj_latest
@nejm
@nature
@jama_current
@thelancet
@erictopol
@daaveclarke
@mancunianmedic
@alexandra_nidd
@skathire

Top Replied-To in G1:
@nature
@michaelemann
@physorg_com
@fatimahalhamlan
@daviddye9
@wef
@nataliematosin
@acadenik
@julie_grollier
@rafaelprietoc

Top Replied-To in G2:
@bmj_latest
@daaveclarke
@mancunianmedic
@alexandra_nidd
@mina_el_naguib
@andrewdickins
@drjpgannon
@doctor_oxford
@drmikefarquhar
@helenrcgp

Top Replied-To in G3:
@jama_current
@erictopol
@skathire
@hmkyale
@ajplus
@concernedmom9
@nflobjectors
@ashishkjha
@umichsurgery
@jimh5

Top Replied-To in G4:
@emmanchester
@first10em
@louiseacullen
@ultrasoundmd
@bmj_latest
@samuelbs85
@venkbellamkonda
@iceman_ex
@iwashyna
@uoftpgme

Top Replied-To in G5:
@nejm
@dylan_forest
@farazhmughal
@coachharbold19
@bmj_latest
@erictopol
@pugo2010
@andrewmseaman
@dougsmink
@jimmy08245005

Top Replied-To in G6:
@thelancet
@chasemadar
@nejm
@mental_elf
@bmj_latest
@victorialive
@onisillos
@rebeccasear
@protohedgehog
@nejmgroup

Top Replied-To in G7:
@gdyagra
@ericmoral
@amandameyerphd
@ubkhanna
@manishadassi

Top Replied-To in G8:
@bmj_latest
@tiscooperwoman
@independent
@bengoldacre
@trished
@rrichardh

Top Replied-To in G9:
@annalsofim
@cnn
@masriahmadmd

Top Mentioned
Top Mentioned in Entire Graph:
@nature
@bmj_latest
@jama_current
@nejm
@thelancet
@doctor_oxford
@erictopol
@drmikefarquhar
@srrezaie
@ajplus

Top Mentioned in G1:
@nature
@medical_xpress
@physorg_com
@algore
@aitruthfilm
@michaelemann
@naturegenet
@innovateuk
@einsteinmed
@scireports

Top Mentioned in G2:
@bmj_latest
@doctor_oxford
@drmikefarquhar
@helenrcgp
@rcgp
@aacr
@mancunianmedic
@thebma
@daaveclarke
@jama_current

Top Mentioned in G3:
@jama_current
@ajplus
@nfl
@erictopol
@nature
@bmj_latest
@nytimes
@nejm
@ashishkjha
@ehljama

Top Mentioned in G4:
@srrezaie
@em_resus
@kgridz
@emmanchester
@fluid_academy
@painfreeed
@bmj_latest
@precordialthump
@cara_mercer
@emhighak

Top Mentioned in G5:
@nejm
@jama_current
@fralickmike
@nature
@nejmres360
@bmj_latest
@realdonaldtrump
@bwjones
@thelancet

Top Mentioned in G6:
@thelancet
@jama_current
@bmj_latest
@nejm
@erictopol
@aphp
@who
@nature
@thelancetinfdis
@nih

Top Mentioned in G7:
@radiologysigns
@radiopaedia
@isnkidneycare
@isneducation
@angiologist
@nakoontz
@mike_natter
@bmj_latest
@mayoclinic
@avidwander

Top Mentioned in G8:
@bmj_latest
@rebeccacoombes
@bengoldacre
@krmahtani
@trished
@ionakpoya
@fgodlee
@tiscooperwoman
@mes
@yorklawlondon

Top Mentioned in G9:
@annalsofim
@nejm
@bmj_latest
@clevelandclinic
@jama_current
@thelancet
@nature
@oregonacp
@gerimedjc
@pittcardiology

Top Mentioned in G10:
@willsuh76
@jongordin
@drgabe1
@drmortkern
@ed_alania
@separrespira
@marcdweck
@nejm
@mendez_bailon

Top Tweeters
Top Tweeters in Entire Graph:
@qxnews
@roomeezon
@law1gloria
@independent
@twitlertwit
@libertad717
@sectest9
@wwf
@farmfairycrafts
@spanishny

Top Tweeters in G1:
@qxnews
@roomeezon
@spanishny
@xandaolp
@rcrockett
@nyspanish
@chrisbrey1
@guardian
@mwhalan
@blackphysicists

Top Tweeters in G2:
@law1gloria
@s9tmt
@alevergara78
@stufromoz
@alizardx
@gallimaufrey777
@ottlegalrebels
@kharyp
@roblwilson
@dominiquevanpee

Top Tweeters in G3:
@yayayarndiva
@inabster
@rickyboshe
@paxnostrum
@gen_ago
@nyt
@brettcateley
@menabster
@815wrldtrvlr
@nytimes

Top Tweeters in G4:
@ketaminh
@tekieboard
@saudi_pharma
@chichodisanto
@mdaware
@emergency_life
@aussiecoley
@clifford0584
@drshahrul80
@ffolliet

Top Tweeters in G5:
@libertad717
@sectest9
@farmfairycrafts
@lopezgovlaw
@eigensinn83
@chriskirouac
@foxnews
@drpatfarrell
@securitynews6
@infosecurity99

Top Tweeters in G6:
@john1966olsen
@dr_shibley
@blubdha
@pouceopposable
@croakeyblog
@tawarayasotatsu
@foxyjeepster
@trigorosa
@saludhealthinfo
@abc

Top Tweeters in G7:
@mmbangor
@haneen_maghrabi
@dr_babu
@rabonaldi
@franloachamin
@by_tor
@mayoclinic
@xaviervel
@carol_cisternas
@blacksr20

Top Tweeters in G8:
@independent
@beingexample
@catwoman1979
@tristramwyatt
@benefitvburden
@nycbroadwaybaby
@bengoldacre
@minenorin
@pharmagossip
@jamestitcombe

Top Tweeters in G9:
@cnn
@2healthguru
@clevelandclinic
@eichan4649
@jmanalich
@aradultimmdoc
@nicoledeavilla
@fadelrowaie
@jjcrazydiamond
@cheryl_kernot

Top Tweeters in G10:
@jstragazue
@gerardhough
@famartinez2001
@borgroch
@minhaskh
@mencardio
@treadway_joe
@igormorr
@cardioian
@aalahmadmd