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@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature Twitter NodeXL SNA Map
@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature Twitter NodeXL SNA Map
From:
scotpublichealth
Uploaded on:
September 26, 2017
Short Description:
@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature via NodeXL http://bit.ly/2fPDF77
@nature
@nejm
@bmj_latest

Description:
Description
The graph represents a network of 13,350 Twitter users whose recent tweets contained "@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature", 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 Tuesday, 26 September 2017 at 17:01 UTC.

The tweets in the network were tweeted over the 7-day, 6-hour, 35-minute period from Tuesday, 19 September 2017 at 09:28 UTC to Tuesday, 26 September 2017 at 16:03 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 : 13350
Unique Edges : 22850
Edges With Duplicates : 14233
Total Edges : 37083
Self-Loops : 584
Reciprocated Vertex Pair Ratio : 0.0240968515510173
Reciprocated Edge Ratio : 0.0470597122030442
Connected Components : 45
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 13246
Maximum Edges in a Connected Component : 36993
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.41045
Graph Density : 0.000148572618184869
Modularity : 0.537725
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[558] http://www.nejm.org/doi/full/10.1056/NEJMicm1615038
[267] https://www.nature.com/news/how-the-internet-of-cells-has-biologists-buzzing-1.22645?WT.mc_id=TWT_1709_FHNEWSCELLSHAREINFO_PORTFOLIO
[256] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fthelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2932152-9%2Ffulltext&rc=0&code=lancet-site
[212] http://www.bmj.com/content/358/bmj.j4406
[160] http://www.nejm.org/doi/full/10.1056/NEJMp1712614?query=featured_home&cookieSet=1
[107] http://www.bmj.com/content/358/bmj.j4398
[98] http://www.nejm.org/do/10.1056/NEJMdo005199/full/
[97] http://www.nejm.org/doi/full/10.1056/NEJMoa1700459
[95] http://annals.org/aim/article/2654012/great-gift
[92] http://jamanetwork.com/journals/jama/fullarticle/2654934

Top URLs in Tweet in G1:
[259] https://www.nature.com/news/how-the-internet-of-cells-has-biologists-buzzing-1.22645?WT.mc_id=TWT_1709_FHNEWSCELLSHAREINFO_PORTFOLIO
[80] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature24018.html
[54] https://idp.nature.com/authorize?response_type=cookie&client_id=foxtrot&redirect_uri=http%3A%2F%2Fwww.nature.com%2Fnature%2Fjournal%2Fvaop%2Fncurrent%2Ffull%2Fnature24005.html%3Ffoxtrotcallback%3Dtrue
[47] https://www.nature.com/nature/journal/vaop/ncurrent/full/nature23658.html?sf114333305=1
[41] https://phys.org/news425142092.html
[41] https://idp.nature.com/authorize?response_type=cookie&client_id=foxtrot&redirect_uri=http%3A%2F%2Fwww.nature.com%2Fnature%2Fjournal%2Fvaop%2Fncurrent%2Ffull%2Fnature23889.html%3Ffoxtrotcallback%3Dtrue
[37] http://www.nature.com/nature/journal/v549/n7672/full/549332a.html?WT.mc_id=TWT_NA_1709_FHBOOKSARTSSHERLOCKSCIENCE_PORTFOLIO
[35] http://go.nature.com/nQo1MC
[33] http://rdcu.be/v6vW
[32] https://www.nature.com/nature/journal/vaop/ncurrent/full/nature23902.html?sf114332374=1

Top URLs in Tweet in G2:
[513] http://www.nejm.org/doi/full/10.1056/NEJMicm1615038
[158] http://www.nejm.org/doi/full/10.1056/NEJMp1712614?query=featured_home&cookieSet=1
[84] http://www.nejm.org/doi/full/10.1056/NEJMoa1700459
[73] http://www.nejm.org/do/10.1056/NEJMdo005199/full/
[62] http://www.nejm.org/doi/full/10.1056/NEJMra1700365
[56] http://www.nejm.org/doi/full/10.1056/NEJMp1711886
[55] http://www.nejm.org/
[49] https://resident360.nejm.org/content_items/thrombophilia-testing-and-venous-thrombosis
[46] http://www.nejm.org/doi/full/10.1056/NEJMra1608986
[44] http://www.nejm.org/doi/full/10.1056/NEJMoa1708322

Top URLs in Tweet in G3:
[172] http://www.bmj.com/content/358/bmj.j4406
[86] http://www.bmj.com/content/358/bmj.j4398
[51] http://www.bmj.com/content/358/bmj.j4347
[37] http://www.bmj.com/content/358/bmj.j4340
[24] http://www.bmj.com/content/358/bmj.j4090
[24] http://linkinghub.elsevier.com/retrieve/pii/S0140673617316343?via=sd&cc=y
[22] http://www.bmj.com/content/358/bmj.j4396
[21] http://www.bmj.com/content/358/bmj.j3520
[19] http://www.bmj.com/about-bmj/poll-archive
[19] https://www.nature.com/articles/s41598-017-09895-7

Top URLs in Tweet in G4:
[205] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fthelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2932152-9%2Ffulltext&rc=0&code=lancet-site
[51] https://everylifecounts.ndtv.com/india-prevented-1-million-child-deaths-since-2005-lancet-study-16653?pfrom=home-environment
[26] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fthelancet.com%2Flancet%2Fvisualisations%2Fgbd-SDGs&rc=0&code=lancet-site
[20] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fthelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2932366-8%2Ffulltext&rc=0&code=lancet-site
[18] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2932366-8%2Ffulltext&rc=0&code=lancet-site
[18] http://blogs.bmj.com/bmj/2017/09/20/cervical-cancer-services-are-the-next-frontier-for-universal-healthcare-coverage-in-lmics/
[17] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931928-1%2Ffulltext&rc=0&code=lancet-site
[17] https://www.medicalnewstoday.com/articles/319514.php
[12] http://thelancet.com/journals/lancet/article/PIIS0140-6736(17)32516-3/fulltext?dgcid=etoc-edschoice_email_Sept23&utm_content=buffer7988d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[11] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2932283-3%2Ffulltext&rc=0&code=lancet-site

Top URLs in Tweet in G5:
[92] http://jamanetwork.com/journals/jama/fullarticle/2654934
[60] http://jamanetwork.com/journals/jama/fullarticle/2654784?amp;utm_source=JAMAPublishAheadofPrint&utm_campaign=21-09-2017
[55] http://jamanetwork.com/journals/jama/fullarticle/2654900?amp;utm_source=JAMAPublishAheadofPrint&utm_campaign=20-09-2017
[50] http://www.pcrm.org/health/medNews/faulty-study-methods-explained-by-leading-researchers
[38] http://jamanetwork.com/journals/jama/fullarticle/2644235?utm_source=TWITTER&utm_medium=social_jn&utm_term=976845078&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39681446
[37] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2932104-9%2Ffulltext&rc=0&code=lancet-site
[31] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.8324?utm_source=TWITTER&utm_medium=social_jn&utm_term=1078733251&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=42390996
[31] https://idp.nature.com/authorize?response_type=cookie&client_id=foxtrot&redirect_uri=http%3A%2F%2Fwww.nature.com%2Fnature%2Fjournal%2Fvaop%2Fncurrent%2Ffull%2Fnature23889.html%3Ffoxtrotcallback%3Dtrue
[30] http://jamanetwork.com/journals/jama/article-abstract/2652428
[27] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.12984?utm_source=TWITTER&utm_medium=social_jn&utm_term=1078733223&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=42390990

Top URLs in Tweet in G6:
[79] http://annals.org/aim/article/2654012/great-gift
[10] http://jamanetwork.com/journals/jama/fullarticle/2654372?utm_source=TWITTER&utm_medium=social_jn&utm_term=1081119164&utm_content=content_engagement|article_engagement&utm_campaign=press_release&linkId=42449864
[7] http://annals.org/aim/article/2649297/continuous-glucose-monitoring-versus-usual-care-patients-type-2-diabetes
[5] http://annals.org/aim/article/2653703/diagnostic-reasoning-endangered-competency-internal-medicine-training
[5] http://www.bmj.com/content/358/bmj.j4406
[5] http://www.nejm.org/doi/full/10.1056/NEJMicm1615038
[4] http://annals.org/aim/article/2652566/diagnostic-accuracy-novel-traditional-rapid-tests-influenza-infection-compared-reverse
[4] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fthelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2932152-9%2Ffulltext&rc=0&code=lancet-site
[4] http://annals.org/aim/latest
[4] http://annals.org/aim/article/2653704/patterns-sedentary-behavior-mortality-u-s-middle-aged-older-adults?platform=hootsuite

Top URLs in Tweet in G7:
[3] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931363-6%2Ffulltext&rc=0&code=lancet-site
[2] https://twitter.com/cw4t7abs/status/910662614946127873
[1] https://twitter.com/i/web/status/912704196079693824
[1] http://www.nature.com/nature/journal/v549/n7672/full/549332a.html?WT.mc_id=TWT_NA_1709_FHBOOKSARTSSHERLOCKSCIENCE_PORTFOLIO
[1] https://twitter.com/i/web/status/911047520977121286
[1] https://twitter.com/i/web/status/911049345734266880
[1] https://twitter.com/i/web/status/911271595905310727
[1] https://twitter.com/i/web/status/911280980178194432
[1] https://twitter.com/i/web/status/911770740000804864
[1] https://twitter.com/i/web/status/912634403221905408

Top URLs in Tweet in G8:
[2] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.8324?utm_source=TWITTER&utm_medium=social_jn&utm_term=1078733251&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=42390996
[1] https://twitter.com/i/web/status/906024320215859201
[1] https://twitter.com/i/web/status/910819380396806144
[1] https://twitter.com/i/web/status/910824923760873473
[1] https://twitter.com/i/web/status/910827213028839424
[1] https://twitter.com/i/web/status/910827551530061824
[1] https://twitter.com/i/web/status/910840806688292864
[1] https://twitter.com/i/web/status/910841616449105920
[1] https://twitter.com/i/web/status/910846286777192448
[1] https://twitter.com/i/web/status/910846612431343617

Top URLs in Tweet in G9:
[14] http://jamanetwork.com/journals/jama/fullarticle/2654372?utm_source=TWITTER&utm_medium=social_jn&utm_term=1080703699&utm_content=content_engagement|article_engagement&utm_campaign=press_release&linkId=42440059
[2] https://twitter.com/tanmayjoshi110/status/911642733437059072
[1] https://twitter.com/i/web/status/912707976313663495
[1] https://twitter.com/i/web/status/912640642555183105
[1] https://twitter.com/i/web/status/911204345357758464
[1] https://twitter.com/tanmayjoshi110/status/912555536356278272
[1] https://twitter.com/tanmayjoshi110/status/911639291977015296
[1] https://twitter.com/tanmayjoshi110/status/912186371149721600
[1] https://twitter.com/tanmayjoshi110/status/912243435817492481
[1] https://twitter.com/i/web/status/911637143667097600

Top URLs in Tweet in G10:
[6] http://science.sciencemag.org/content/322/5902/687
[1] https://twitter.com/i/web/status/910261930396459008
[1] https://twitter.com/i/web/status/910307496161669120
[1] https://twitter.com/i/web/status/910307871371513856
[1] https://twitter.com/i/web/status/910310900846006272
[1] https://twitter.com/i/web/status/910368862314680320
[1] https://twitter.com/i/web/status/910369988929835008
[1] https://twitter.com/i/web/status/910497289046839296
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=foxtrot&redirect_uri=http%3A%2F%2Fwww.nature.com%2Fnature%2Fjournal%2Fv455%2Fn7209%2Ffull%2Fnature07234.html%3Ffoxtrotcallback%3Dtrue
[1] https://twitter.com/i/web/status/911200880917204993

Top Domains
Top Domains in Tweet in Entire Graph:
[2286] nejm.org
[2137] twitter.com
[1438] nature.com
[899] bmj.com
[877] jamanetwork.com
[588] elsevierhealth.com
[170] annals.org
[126] phys.org
[108] thelancet.com
[93] medicalxpress.com

Top Domains in Tweet in G1:
[1282] nature.com
[440] twitter.com
[126] phys.org
[87] medicalxpress.com
[47] rdcu.be
[37] medx.cc
[20] nejm.org
[20] abc.es
[16] phy.so
[12] youtube.com

Top Domains in Tweet in G2:
[1850] nejm.org
[216] twitter.com
[38] bmj.com
[21] nature.com
[20] elsevierhealth.com
[18] jwatch.org
[14] jamanetwork.com
[13] practiceupdate.com
[12] blogspot.com
[6] nih.gov

Top Domains in Tweet in G3:
[695] bmj.com
[371] twitter.com
[53] nejm.org
[29] nature.com
[25] elsevier.com
[20] elsevierhealth.com
[12] jamanetwork.com
[6] nih.gov
[5] shareaholic.com
[5] ac.uk

Top Domains in Tweet in G4:
[436] elsevierhealth.com
[309] twitter.com
[92] thelancet.com
[56] bmj.com
[51] ndtv.com
[23] nejm.org
[18] nature.com
[17] medicalnewstoday.com
[16] ctx.ly
[15] jamanetwork.com

Top Domains in Tweet in G5:
[781] jamanetwork.com
[304] twitter.com
[302] nejm.org
[79] elsevierhealth.com
[75] bmj.com
[62] nature.com
[50] pcrm.org
[28] libsyn.com
[22] annals.org
[12] jama.com

Top Domains in Tweet in G6:
[139] annals.org
[72] twitter.com
[29] nejm.org
[22] jamanetwork.com
[9] bmj.com
[8] healio.com
[7] elsevierhealth.com
[6] youtube.com
[4] zoomerradio.ca
[3] libsyn.com

Top Domains in Tweet in G7:
[29] twitter.com
[9] sciencedaily.com
[3] popsci.com
[3] elsevierhealth.com
[2] nature.com
[2] milenio.com
[1] nejm.org
[1] linkedin.com
[1] 3dprintingindustry.com
[1] net.au

Top Domains in Tweet in G8:
[215] twitter.com
[3] jamanetwork.com
[2] bmj.com

Top Domains in Tweet in G9:
[17] twitter.com
[16] jamanetwork.com
[3] nature.com
[1] vimeo.com
[1] nejm.org

Top Domains in Tweet in G10:
[12] twitter.com
[6] sciencemag.org
[2] scientificamerican.com
[1] nature.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[555] gbdstudy
[510] researchhighlight
[283] ncds
[233] microbiome
[138] ai
[136] india
[128] bloodpressure
[116] milliondeathstudy
[105] visualabstract
[100] ajg



Top Hashtags in Tweet in G1:
[467] researchhighlight
[200] microbiome
[84] visualabstract
[84] ajg
[60] ai
[51] scicomm
[47] meded
[41] object
[32] cancer
[26] malaria

Top Hashtags in Tweet in G2:
[82] bariatricsurgery
[62] hematology
[56] grahamcassidy
[51] osteoporosis
[44] radonc
[42] oncology
[38] tuberculosis
[37] cardiology
[33] t1d
[30] acarepeal

Top Hashtags in Tweet in G3:
[60] rapidrec
[55] sorethroat
[50] patient
[45] bmjresearch
[33] bmjpractice
[30] grenfelltower
[29] bmjopinion
[26] hiv
[26] tuberculosis
[23] amr

Top Hashtags in Tweet in G4:
[464] gbdstudy
[230] ncds
[116] india
[101] milliondeathstudy
[92] swasthabharat
[75] rohingya
[72] publichealth
[46] sdgs
[45] otd
[43] globalgoals

Top Hashtags in Tweet in G5:
[107] bloodpressure
[76] ai
[49] delirium
[47] pure
[47] justdoit
[42] lorazepam
[42] haloperidol
[40] gbdstudy
[34] opioid
[34] medhum

Top Hashtags in Tweet in G6:
[49] opioids
[17] triathlon
[13] opioid
[12] ransomware
[9] wimmonth
[9] diabetes
[9] triathlons
[8] bloodpressure
[7] internists
[7] physicianassistedsuicide

Top Hashtags in Tweet in G7:
[2] bringingbrowncordsbackintostyle
[2] cdmx
[1] rail4president
[1] nda
[1] r4today
[1] mexico
[1] earthquakemexico
[1] terremotoenmexico
[1] sismos
[1] científicos

Top Hashtags in Tweet in G8:
[2] patientdanger
[2] clinicaldirector
[2] medhum
[2] apieceofmymind
[1] publication
[1] ai

Top Hashtags in Tweet in G9:
[14] nature
[14] opioid
[12] naturephotography
[8] naturephoto
[3] behaviour
[2] tj_capturr
[2] photography
[1] publichealth
[1] gbdstudy
[1] oldm

Top Hashtags in Tweet in G10:
[1] science
[1] genetics
[1] autism
[1] aging
[1] model
[1] brain

Top Words
Top Words in Tweet in Entire Graph:
[8440] Words in Sentiment List#1: Positive
[7087] Words in Sentiment List#2: Negative
[7] Words in Sentiment List#3: Angry/Violent
[302325] Non-categorized Words
[317852] Total Words
[4985] nature
[3953] nejm
[3472] bmj_latest
[3143] thelancet
[2582] https

Top Words in Tweet in G1:
[4289] nature
[664] human
[467] researchhighlight
[431] cells
[389] full
[379] article
[330] read
[292] protein
[286] news
[284] nanotubes

Top Words in Tweet in G2:
[2992] nejm
[711] eye
[647] year
[636] revealed
[519] trematode
[515] slit
[515] lamp
[515] examination
[504] old
[483] boy

Top Words in Tweet in G3:
[2557] bmj_latest
[751] https
[325] deaths
[320] patients
[285] study
[248] finds
[236] week
[232] days
[227] one
[225] 12

Top Words in Tweet in G4:
[2339] thelancet
[960] 1
[768] deaths
[598] study
[554] https
[464] gbdstudy
[455] prevented
[427] physical
[426] week
[424] activity

Top Words in Tweet in G5:
[1963] jama_current
[625] https
[501] nejm
[418] thelancet
[334] erictopol
[307] bmj_latest
[255] study
[244] patients
[234] new
[190] 1

Top Words in Tweet in G6:
[407] annalsofim
[158] gift
[150] during
[118] https
[105] jama_current
[103] bmj_latest
[95] '
[93] read
[92] deaths
[90] according

Top Words in Tweet in G7:
[24] nature
[19] thelancet
[14] bbcnews
[14] cfda
[14] fiskerofficial
[14] rufautomobile
[14] nejm
[14] nychra
[14] nycmayor
[14] housingworks

Top Words in Tweet in G8:
[216] danielbayley80
[189] amirhannan
[181] maria_dineen
[175] sandydoc79
[173] nejm
[168] drumeshprabhu
[151] doctorcaldwell
[147] profchrisham
[112] donberwick
[104] clivespindley

Top Words in Tweet in G9:
[54] nature
[21] jama_current
[19] life
[19] natgeo
[18] natgeophotos
[16] time
[14] contribution
[14] opioid
[14] related
[14] deaths

Top Words in Tweet in G10:
[73] nature
[71] jbelsner
[62] michaelemann
[48] sciam
[40] sebschmoller
[40] tomcarlpeterson
[40] climatecomms
[40] michaelmann
[36] andy_w_farrell
[32] joyannreid

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[727] 12,deaths
[709] study,https
[612] physical,activity
[569] pure,study
[560] slit,lamp
[560] lamp,examination
[549] year,old
[507] right,eye
[507] 1,12
[506] examination,right

Top Word Pairs in Tweet in G1:
[311] read,full
[309] full,article
[264] news,views
[259] networks,nanotubes
[259] nanotubes,allow
[259] allow,cells
[258] cells,act
[258] act,information
[258] information,highways
[258] highways,read

Top Word Pairs in Tweet in G2:
[515] slit,lamp
[515] lamp,examination
[491] year,old
[467] right,eye
[466] examination,right
[466] eye,17
[466] 17,year
[466] old,boy
[466] boy,revealed
[466] revealed,flattened

Top Word Pairs in Tweet in G3:
[220] 12,deaths
[213] study,https
[179] one,12
[179] 30,minutes
[179] minutes,exercise
[179] exercise,five
[179] five,days
[179] days,week
[178] bmj_latest,one
[175] finds,study

Top Word Pairs in Tweet in G4:
[422] physical,activity
[406] pure,study
[400] 12,deaths
[397] study,https
[393] 1,12
[393] thelancet,physical
[392] activity,approx
[392] approx,1
[392] deaths,1
[392] 1,20

Top Word Pairs in Tweet in G5:
[119] food,industry
[107] svraomd,gcfmd
[106] car,t
[106] physical,activity
[103] jama_current,https
[92] path,getting
[92] getting,patients
[92] patients,control
[92] control,ownership
[92] ownership,medical

Top Word Pairs in Tweet in G6:
[79] erictopol,great
[79] great,gift
[79] gift,short
[79] short,essay
[79] essay,gift
[79] gift,really
[79] really,worth
[79] worth,read
[79] read,jerry
[79] jerry,molitor

Top Word Pairs in Tweet in G7:
[14] nychra,nycmayor
[14] nycmayor,housingworks
[13] profplum15,winsorjohn
[12] cfda,fiskerofficial
[12] rufautomobile,nejm
[12] nejm,phrma
[12] phrma,nychra
[12] housingworks,gmhc
[10] fiskerofficial,rufautomobile
[10] brasilmagic,profplum15

Top Word Pairs in Tweet in G8:
[147] nejm,profchrisham
[130] maria_dineen,drumeshprabhu
[112] profchrisham,donberwick
[108] amirhannan,maria_dineen
[86] drumeshprabhu,nejm
[82] danielbayley80,amirhannan
[68] amirhannan,sandydoc79
[66] sandydoc79,clivespindley
[64] clivespindley,amirhannan
[63] sandydoc79,maria_dineen

Top Word Pairs in Tweet in G9:
[14] natgeo,natgeophotos
[14] jama_current,contribution
[14] contribution,opioid
[14] opioid,related
[14] related,deaths
[14] deaths,change
[14] change,life
[14] life,expectancy
[14] expectancy,u
[14] u,s

Top Word Pairs in Tweet in G10:
[40] sebschmoller,tomcarlpeterson
[40] tomcarlpeterson,climatecomms
[40] climatecomms,sciam
[40] sciam,michaelmann
[39] michaelmann,nature
[39] nature,jbelsner
[36] andy_w_farrell,sebschmoller
[29] scottdougan1,joyannreid
[29] michaelemann,andy_w_farrell
[26] michaelemann,scottdougan1

Top Replied-To
Top Replied-To in Entire Graph:
@nature
@bmj_latest
@nejm
@jama_current
@thelancet
@danielbayley80
@doctorcaldwell
@erictopol
@nanciguestrd
@mmamas1973

Top Replied-To in G1:
@nature
@queenofbeulah1
@j_zelikova
@ksigmason
@hindlesamantha
@lemackz
@nephondemand
@schneiderleonid
@phylogenomics
@jgsda

Top Replied-To in G2:
@nejm
@bmj_latest
@el_internista
@clarkemicah
@kikeor
@1lucy0
@doctorinsulin
@eeroteppo
@mcsassymd
@skathire

Top Replied-To in G3:
@bmj_latest
@trisha_the_doc
@doctorcaldwell
@statsguyuk
@brendonstubbs
@anyadei
@thomasagoritsas
@mancunianmedic
@jaccooper1
@parthaskar

Top Replied-To in G4:
@thelancet
@nanciguestrd
@mohfw_india
@metapredict
@harryrutter
@bmj_latest
@su_js1
@jakelcrosby
@nwfmichael
@salmansoz

Top Replied-To in G5:
@jama_current
@mmamas1973
@anastasiasmihai
@erictopol
@vinayprasad82
@exerciseworks
@bmj_latest
@rahatheart1
@drmarthagulati
@nature

Top Replied-To in G6:
@downrangewithcw
@erictopol
@nuriaq
@bmj_latest
@asamorg
@yalemed
@anupambjena
@fralickmike
@hswapnil
@annalsofim

Top Replied-To in G7:
@cfda
@bbcr4today
@bbcworld
@icomos
@suegreaney
@bbcnews
@profpcdoherty
@dadwithinternet
@gmb
@drjcbenjamin

Top Replied-To in G8:
@danielbayley80
@doctorcaldwell
@draseemmalhotra
@sandydoc79
@willcpowell
@jarmann
@nhswhistleblowr
@amirhannan
@andrewelder
@jadetaylor8

Top Replied-To in G9:
@nature
@sealdiver
@amypearsonmd
@beckstrickland
@abdulhayemehta
@timeslive
@natgeo
@jonhagedornmd
@ispinedoc
@cwnhitch

Top Replied-To in G10:
@michaelemann
@andy_w_farrell
@scottdougan1

Top Mentioned
Top Mentioned in Entire Graph:
@nature
@nejm
@bmj_latest
@thelancet
@jama_current
@annalsofim
@erictopol
@amirhannan
@danielbayley80
@maria_dineen

Top Mentioned in G1:
@nature
@naturemicrobiol
@physorg_com
@andrewmibrahim
@naturegenet
@medical_xpress
@mh_lab
@ipfconline1
@deepmind
@jama_current

Top Mentioned in G2:
@nejm
@lorenadler
@bmj_latest
@nature
@thelancet
@el_internista
@nejmres360
@jama_current
@asmbs
@brookingsinst

Top Mentioned in G3:
@bmj_latest
@thelancet
@nejm
@ceineken
@wesselys
@fgodlee
@who
@mancunianmedic
@mgtmccartney
@rsiemieniuk

Top Mentioned in G4:
@thelancet
@bmj_latest
@jpnadda
@mohfw_india
@nature
@erictopol
@ihme_uw
@euspr
@metapredict
@live_hindustan

Top Mentioned in G5:
@jama_current
@nejm
@thelancet
@erictopol
@bmj_latest
@willsuh76
@drmarthagulati
@rahatheart1
@mmamas1973
@nature

Top Mentioned in G6:
@annalsofim
@jama_current
@bmj_latest
@erictopol
@cnn
@asamorg
@nejm
@acpinternists
@cohenprof
@thelancet

Top Mentioned in G7:
@nature
@thelancet
@fiskerofficial
@rufautomobile
@nejm
@nychra
@nycmayor
@housingworks
@hhcnyc
@brasilmagic

Top Mentioned in G8:
@amirhannan
@maria_dineen
@danielbayley80
@nejm
@drumeshprabhu
@sandydoc79
@profchrisham
@doctorcaldwell
@donberwick
@clivespindley

Top Mentioned in G9:
@nature
@jama_current
@natgeo
@natgeophotos
@time
@divemagazine
@bsacdivers
@defrachiefscien
@life
@naturephotonet

Top Mentioned in G10:
@nature
@jbelsner
@michaelemann
@sciam
@sebschmoller
@tomcarlpeterson
@climatecomms
@michaelmann
@joyannreid
@andy_w_farrell

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@arkangelscrap
@jurylady5
@robre62
@qxnews
@roomeezon
@drdaveanddee
@_spell
@languillem
@sectest9

Top Tweeters in G1:
@arkangelscrap
@qxnews
@_spell
@_redfrog
@kuins
@dominiquevanpee
@pvalsfr
@patrickarrelle
@815wrldtrvlr
@aveashdown44

Top Tweeters in G2:
@farmfairycrafts
@semanticearth
@lizardogramcko
@lopezgovlaw
@cloudwanderer3
@rousseauagnes
@cancercurenow
@xiao_signo028
@lolgop
@upuouo

Top Tweeters in G3:
@jurylady5
@yayayarndiva
@manchuriandevil
@dr_shibley
@youranonrevolt
@labour_zone
@kellyrek
@croakeyblog
@leadfastnow
@kirkmurphy

Top Tweeters in G4:
@robre62
@roomeezon
@john1966olsen
@georgekurian4k
@dhruvbhim
@amoltikam
@56perumal
@ami_tvdfan
@positivelyjoan
@madrynha2012

Top Tweeters in G5:
@drdaveanddee
@clairebotai
@huffpost
@cleaninggirl
@normanbuffong
@utzaake
@nyt
@tvsnext
@kimvie
@nytimes

Top Tweeters in G6:
@sectest9
@lindaleeking
@badjerry_1
@saragomezaranci
@securitynews6
@infosecurity99
@lamhfada
@roscoe1679
@jimenezana
@cnn

Top Tweeters in G7:
@guardian
@dailynation
@bbcnews
@telegraph
@business
@bbcworld
@mailonline
@nationaltrust
@nikkei
@ft

Top Tweeters in G8:
@s9tmt
@jmcefalas
@amcunningham
@drumeshprabhu
@debhazeldine
@nhswhistleblowr
@doctorcaldwell
@smartmedrt
@4adsthepoet
@amirhannan

Top Tweeters in G9:
@northernassist
@time
@abdulhayemehta
@rt_com
@timeslive
@rob_z_31
@afp
@felixfsantistev
@emzorbit
@natures_voice

Top Tweeters in G10:
@markplackett1
@marcvegan
@toxicpath
@joyannreid
@chrisogilviesnr
@dallas4bernie
@lcaciola883
@sciam
@pierparty
@4589roger