FAQ | Problem?

@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature OR foamed since:2017-1
@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature OR foamed since:2017-1
From:
scotpublichealth
Uploaded on:
December 07, 2017
Short Description:
@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature OR foamed since:2017-11-28 until:2017-12-03 via NodeXL http://bit.ly/2AAFtfp
@

Description:
Description
The graph represents a network of 13,725 Twitter users whose recent tweets contained "@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature OR foamed since:2017-11-28 until:2017-12-03", 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 Wednesday, 06 December 2017 at 23:30 UTC.

The tweets in the network were tweeted over the 3-day, 20-hour, 59-minute period from Wednesday, 29 November 2017 at 03:00 UTC to Saturday, 02 December 2017 at 23:59 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 : 13725
Unique Edges : 22679
Edges With Duplicates : 9623
Total Edges : 32302
Self-Loops : 1567
Reciprocated Vertex Pair Ratio : 0.0185997400909682
Reciprocated Edge Ratio : 0.0365202136990671
Connected Components : 364
Single-Vertex Connected Components : 238
Maximum Vertices in a Connected Component : 13039
Maximum Edges in a Connected Component : 31322
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.703885
Graph Density : 0.00013315856338251
Modularity : 0.626441
NodeXL Version : 1.0.1.389

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[2272] http://www.nejm.org/doi/full/10.1056/NEJMc1713344
[186] http://news.xinhuanet.com/english/2017-11/30/c_136788766.htm
[176] http://www.nejm.org/doi/full/10.1056/NEJMra1703100
[126] http://www.nejm.org/doi/full/10.1056/NEJMcp1611090
[125] https://www.nature.com/articles/d41586-017-07291-9?WT.mc_id=TWT_NA_1711_FHNEWSFGENOMETOUR_PORTFOLIO
[100] https://www.weibo.com/ttarticle/p/show?id=2309404176234052511822
[89] http://www.nejm.org/do/10.1056/NEJMdo005225/full/
[84] https://www.reddit.com/r/EarthPorn/comments/7gwdxm/snowyrainy_washington_morning_oc_1080x1350_ig/?utm_source=ifttt
[75] http://www.nejm.org/doi/full/10.1056/NEJMoa1709038
[58] http://www.nejm.org/doi/full/10.1056/NEJMicm1706993

Top URLs in Tweet in G1:
[2168] http://www.nejm.org/doi/full/10.1056/NEJMc1713344
[136] http://www.nejm.org/doi/full/10.1056/NEJMra1703100
[94] http://www.nejm.org/doi/full/10.1056/NEJMcp1611090
[64] http://www.nejm.org/do/10.1056/NEJMdo005225/full/
[54] http://www.nejm.org/doi/full/10.1056/NEJMoa1709038
[40] http://www.nejm.org/doi/full/10.1056/NEJMicm1706993
[39] http://www.nejm.org/image-challenge
[32] http://www.nejm.org/doi/full/10.1056/NEJMra1609337
[30] http://www.nejm.org/doi/full/10.1056/NEJMra1503519
[22] http://www.nejm.org/doi/full/10.1056/NEJMp1714916

Top URLs in Tweet in G2:
[183] http://news.xinhuanet.com/english/2017-11/30/c_136788766.htm
[116] https://www.nature.com/articles/d41586-017-07291-9?WT.mc_id=TWT_NA_1711_FHNEWSFGENOMETOUR_PORTFOLIO
[100] https://www.weibo.com/ttarticle/p/show?id=2309404176234052511822
[84] https://www.reddit.com/r/EarthPorn/comments/7gwdxm/snowyrainy_washington_morning_oc_1080x1350_ig/?utm_source=ifttt
[56] https://www.nature.com/articles/d41586-017-07553-6
[27] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-017-07522-z
[23] https://phys.org/news431171700.html
[21] https://natureecoevocommunity.nature.com/channels/521-behind-the-paper/posts/25646-do-species-age
[19] https://phys.org/news431189719.html
[16] http://www.ansa.it/canale_scienza_tecnica/notizie/tecnologie/2017/11/28/nel-cervello-i-primi-chip-che-controllano-lumore-_567fea60-ad33-4e11-be95-33741b93ae97.html

Top URLs in Tweet in G3:
[36] http://www.thelancet.com/journals/lancet/article/PIIS0140-6736(17)33101-X/fulltext
[36] http://www.thelancet.com/journals/lancet/article/PIIS0140-6736(17)33080-5/fulltext?dgcid=TheLancetTwitter_social_lancet&sf174328829=1
[14] http://www.nejm.org/doi/full/10.1056/NEJMc1713344
[11] https://www.nature.com/articles/d41586-017-07291-9
[8] http://www.thelancet.com/journals/lanhiv/article/PIIS2352-3018(17)30194-7/fulltext?dgcid=twitter_social_lancet&utm_campaign=lancet&utm_content=63878430&utm_medium=social&utm_source=twitter
[7] http://www.cbc.ca/news/health/safe-surgery-unavailable-to-5-billion-people-study-finds-1.3047465
[7] http://www.thelancet.com/action/showFullTextImages?pii=S1470-2045(17)30607-1&utm_content=bufferaaf01&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] http://www.thelancet.com/journals/lancet/article/PIIS0140-6736(17)32913-6/fulltext?dgcid=twitter_social_lancet&utm_campaign=lancet&utm_content=63871443&utm_medium=social&utm_source=twitter
[5] http://www.nature.com/news/rise-in-malaria-cases-sparks-fears-of-a-resurgence-1.23046
[5] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%252817%252931226-6%2Ffulltext&rc=0&code=lancet-site

Top URLs in Tweet in G4:
[27] http://blogs.bmj.com/bmj/2017/11/30/return-failing-drug-and-alcohol-detoxification-services-to-nhs-control/
[26] http://www.bmj.com/content/359/bmj.j5602
[15] http://www.bmj.com/content/359/bmj.j5285
[15] http://www.bmj.com/content/359/bmj.j5596
[15] http://www.nejm.org/doi/full/10.1056/NEJMc1713344
[14] http://www.bmj.com/content/359/bmj.j5395
[13] http://blogs.bmj.com/bmj/2017/11/29/jay-lemery-et-al-we-need-climate-doctors/?platform=hootsuite
[12] http://www.bmj.com/content/337/bmj.a2769
[11] http://www.bmj.com/content/359/bmj.j5332
[10] http://www.bmj.com/content/359/bmj.j5024

Top URLs in Tweet in G5:
[45] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fnature24659
[42] http://jamanetwork.com/journals/jama/fullarticle/2625307
[35] http://www.nejm.org/doi/full/10.1056/NEJMc1713344
[29] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.16691?utm_source=TWITTER&utm_medium=social_jn&utm_term=1181505416&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=45215304
[27] http://www.nejm.org/doi/full/10.1056/NEJMoa1709038?query=featured_home&cookieSet=1
[25] http://traffic.libsyn.com/jamaclinicalreviews/160308-jama-cre-polypharmacy.mp3?dest-id=274040&utm_source=dlvr.it&utm_medium=twitter
[20] https://jamanetwork.com/journals/jama/article-abstract/2545826?guestAccessKey=1b98b487-9f48-46e2-a14e-56d870b8b9e2
[20] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.16722?utm_source=TWITTER&utm_medium=social_jn&utm_term=1181505422&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=45215306
[19] https://newsatjama.jama.com/2017/11/29/jama-forum-housing-as-health/
[18] http://www.mobihealthnews.com/content/depth-rise-digital-clinical-trial?mkt_tok=eyJpIjoiT0RRMU56QTFNalJsTnpkbSIsInQiOiJObVgrbVBNOGVlSEVOaVRyK0tVZ2QwTEZIbnBMeEdhQnhtckUyc1BFbE85citKd1poNEFKRVZ3Zkt0aEptdjBPa1lzbnUwK3NUdHNNS3dGN2drS1lhSWFtNHI0YnJMcXIwYVQ4dzlZRDg1S1krVlZaRHNwd0xmUU9CdmJYbW9TNyJ9

Top URLs in Tweet in G6:
[47] https://itunes.apple.com/gb/podcast/the-resus-room/id1090433226?mt=2
[38] http://www.emdocs.net/acs-mimics-ed-differential-diagnosis-approach-management/
[28] https://radiopaedia.org/cases/monteggia-fracture-dislocation-1
[23] https://radiopaedia.org/articles/h-shaped-vertebra
[20] https://radiopaedia.org/cases/open-book-pelvic-injury
[19] http://stemlynsblog.org/jc-ottawa-sah-rule/
[19] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4429387/
[19] http://theresusroom.co.uk/category/roadside-to-resus
[18] http://www.nejm.org/doi/full/10.1056/NEJMc1713344
[16] https://radiopaedia.org/articles/deep-brain-stimulation

Top URLs in Tweet in G7:
[13] http://www.nejm.org/doi/full/10.1056/NEJMc1713344
[8] https://vimeo.com/165313796
[7] https://emrounds.org/ultrasound-guided-nerve-blocks/
[5] http://www.learntheheart.com/ecg/ecg-quizzes/all-ecg-quiz/quiz-147-answer/
[3] http://www.nejm.org/doi/full/10.1056/NEJMicm1701620
[3] https://www.readbyqxmd.com/read/29182211
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4429387/
[2] https://www.readbyqxmd.com/read/29168046
[1] https://twitter.com/i/web/status/932676138433998848
[1] https://twitter.com/i/web/status/930233774377459712

Top URLs in Tweet in G8:
[2] https://paper.li/NancyBeckley/1335365816?edition_id=ee599420-d6a7-11e7-af79-002590a5ba2d
[2] http://emimdoc.org/dnr-tattoo-presenteeism/
[2] https://paper.li/draguscn/1305963522?edition_id=be5c13d0-d6f0-11e7-a509-0cc47a0d164b
[2] https://panoramascan.com/ultrasound-training/
[2] http://feeds.feedburner.com/~r/FOAMEM/~3/28pH6uoHphY/?utm_source=feedburner&utm_medium=twitter&utm_campaign=EgertonYDavisIV
[1] https://twitter.com/i/web/status/935707781499408388
[1] https://twitter.com/EMManchester/status/935608907518693376
[1] http://regionstraumapro.com/post/167942145765/its-time-to-simplify-cervical-spine-clearance
[1] https://twitter.com/i/web/status/935798438364672000
[1] http://emjreviews.com/therapeutic-area/dermatology/the-main-neonatal-dermatological-findings-a-review/

Top URLs in Tweet in G9:
[6] https://gomerblog.com/2017/12/oral-surgeon-alerts-anesthesia-to-low-bp/?utm_source=TW&utm_campaign=DIRECT
[6] http://bricknerd.com/home/doctor-we-need-you-now-29-2017?utm_content=buffer09490&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.flickr.com/photos/umamen/24074832662/in/album-72157663198561985/?utm_content=buffer6adee&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://gomerblog.com/2017/11/navy-urologist-hands-dick/?utm_source=TW&utm_campaign=DIRECT
[3] https://gomerblog.com/2017/11/da-vinci-robot-sexual-harassment/?utm_source=TW&utm_campaign=DIRECT
[3] https://gomerblog.com/2017/11/millennial-cant-even/?utm_source=TW&utm_campaign=DIRECT
[3] https://gomerblog.com/2017/11/administrator-kudos/?utm_source=TW&utm_campaign=DIRECT
[3] https://www.nngroup.com/articles/qualitative-surveys/?utm_content=buffera584b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://gomerblog.com/2017/11/cdc-holds-mandatory-journal-club-on-vaccines-for-all-americans/?utm_source=TW&utm_campaign=DIRECT
[2] https://gomerblog.com/2017/11/medical-student-dies-of-dysentery-on-interview-trail/?utm_source=TW&utm_campaign=DIRECT

Top URLs in Tweet in G10:
[12] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-017-07522-z
[3] http://www.bmj.com/content/353/bmj.i2468
[2] http://blogs.bmj.com/bmj/2017/11/21/primary-healthcare-disruptive-innovation-and-the-digital-gold-rush/?utm_campaign=shareaholic&utm_medium=twitter&utm_source=socialnetwork
[1] https://twitter.com/i/web/status/933017690096263168
[1] http://andrewgelman.com/2017/11/28/five-ways-fix-statistics/
[1] https://twitter.com/i/web/status/936950810143023104
[1] https://twitter.com/i/web/status/936910659840745474
[1] https://twitter.com/i/web/status/936914221488472065
[1] https://twitter.com/i/web/status/936947188244074496
[1] https://twitter.com/i/web/status/936947888445370368

Top Domains
Top Domains in Tweet in Entire Graph:
[3504] nejm.org
[2461] twitter.com
[527] nature.com
[305] jamanetwork.com
[284] bmj.com
[186] xinhuanet.com
[182] radiopaedia.org
[140] thelancet.com
[119] phys.org
[103] sapiensmedicus.org

Top Domains in Tweet in G1:
[2993] nejm.org
[210] twitter.com
[13] radian6.com
[8] medstro.com
[6] compare-trials.org
[6] jamanetwork.com
[6] trib.al
[5] nature.com
[5] amgen.com
[4] elsevierhealth.com

Top Domains in Tweet in G2:
[413] nature.com
[329] twitter.com
[183] xinhuanet.com
[103] phys.org
[100] weibo.com
[89] reddit.com
[19] nejm.org
[16] ansa.it
[9] abc.es
[4] fb.me

Top Domains in Tweet in G3:
[295] twitter.com
[117] thelancet.com
[45] nejm.org
[34] elsevierhealth.com
[19] nature.com
[8] jamanetwork.com
[7] bmj.com
[7] cbc.ca
[7] healio.com
[3] ac.uk

Top Domains in Tweet in G4:
[325] twitter.com
[241] bmj.com
[55] nejm.org
[10] jamanetwork.com
[4] lww.com
[4] osler.community
[4] libsyn.com
[4] com.au
[3] thelancet.com
[3] nature.com

Top Domains in Tweet in G5:
[283] twitter.com
[266] jamanetwork.com
[256] nejm.org
[72] nature.com
[29] medicalxpress.com
[27] libsyn.com
[21] elsevierhealth.com
[19] jama.com
[19] mobihealthnews.com
[18] thelancet.com

Top Domains in Tweet in G6:
[378] twitter.com
[169] radiopaedia.org
[79] nejm.org
[68] emdocs.net
[61] apple.com
[56] co.uk
[44] stemlynsblog.org
[35] nih.gov
[28] propofology.com
[27] beckerinfo.net

Top Domains in Tweet in G7:
[31] twitter.com
[26] nejm.org
[9] vimeo.com
[7] emrounds.org
[6] readbyqxmd.com
[5] learntheheart.com
[3] nih.gov
[2] bmj.com
[2] anestesiar.org
[1] gomerblog.com

Top Domains in Tweet in G8:
[223] twitter.com
[26] feedburner.com
[20] panoramascan.com
[18] fb.me
[10] paper.li
[7] diagnologic.com
[5] practicalpainmanagement.com
[4] radiopaedia.org
[3] bmj.com
[3] springer.com

Top Domains in Tweet in G9:
[39] gomerblog.com
[7] twitter.com
[6] bricknerd.com
[5] flickr.com
[3] nngroup.com
[1] nejm.org

Top Domains in Tweet in G10:
[28] twitter.com
[12] nature.com
[6] bmj.com
[1] andrewgelman.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2988] foamed
[2272] medicalethics
[720] foamcc
[547] meded
[260] migraine
[223] foamrad
[223] lancetwomen
[201] obesity
[199] pocus
[180] nephrology



Top Hashtags in Tweet in G1:
[2167] medicalethics
[192] migraine
[132] nephrology
[78] obesity
[52] hiv
[23] pediatrics
[21] fluseason
[16] cancer
[16] foamed
[15] meded

Top Hashtags in Tweet in G2:
[100] 十九大
[100] 郭文贵
[100] 丁薛祥
[100] 习近平
[100] 彭丽媛
[100] 特朗普
[100] 王晨
[98] 王沪宁
[98] 刘鹤
[72] researchhighlight

Top Hashtags in Tweet in G3:
[193] lancetwomen
[121] globalhealth
[114] liver
[106] uk
[84] wlgh17
[57] obesity
[50] worldaidsday
[47] malaria
[40] alcohol
[38] pmtct

Top Hashtags in Tweet in G4:
[93] nhs
[62] bmjopinion
[39] bmjresearch
[37] bmjpractice
[26] foamed
[25] bjpsych
[23] globalppinetwork
[15] cancer
[15] medicalethics
[15] lancetwomen

Top Hashtags in Tweet in G5:
[81] microbiome
[58] synbio
[48] dna
[47] migraine
[43] foamed
[35] obesity
[35] medicalethics
[31] hipfracture
[31] meded
[31] nis

Top Hashtags in Tweet in G6:
[1565] foamed
[195] foamrad
[185] pocus
[179] meded
[128] foamcc
[113] emta17
[70] emconf
[53] echofirst
[47] foamems
[41] ifad2017

Top Hashtags in Tweet in G7:
[671] foamed
[566] foamcc
[20] foamems
[17] ems
[17] meded
[16] foaned
[15] cpr
[13] medicalethics
[11] ecg
[10] anestesia

Top Hashtags in Tweet in G8:
[127] foamed
[27] meded
[21] medical
[19] foamus
[16] obgyn
[14] foamrad
[13] ultrasound
[8] radiology
[5] children
[4] health

Top Hashtags in Tweet in G9:
[116] foamed
[37] tistheseason
[36] showmethemoney
[25] blameanesthesia
[20] meded
[19] hcsm
[14] americanairlines
[6] donuts
[6] lego
[5] sciart

Top Hashtags in Tweet in G10:
[3] exercise
[3] pvalues
[1] nis
[1] scicomm
[1] bmjinfographic

Top Words
Top Words in Tweet in Entire Graph:
[10753] Words in Sentiment List#1: Positive
[8228] Words in Sentiment List#2: Negative
[24] Words in Sentiment List#3: Angry/Violent
[291525] Non-categorized Words
[310507] Total Words
[4965] nejm
[3576] nature
[3092] foamed
[2531] patient
[2503] dnr

Top Words in Tweet in G1:
[4057] nejm
[2383] dnr
[2223] tattoo
[2200] patient
[2188] unconscious
[2170] correspondence
[2167] medicalethics
[347] migraine
[289] article
[205] review

Top Words in Tweet in G2:
[3126] nature
[383] poor
[351] https
[344] indianinterest
[341] new
[329] xhnews
[287] asked
[279] influential
[277] reveals
[260] t

Top Words in Tweet in G3:
[1612] thelancet
[579] health
[561] global
[532] women
[411] issue
[403] science
[394] medicine
[386] help
[339] themed
[332] coming

Top Words in Tweet in G4:
[1483] bmj_latest
[216] study
[188] health
[147] cost
[141] nhs
[133] thelancet
[119] being
[118] finds
[114] rcgp
[107] doctors

Top Words in Tweet in G5:
[1101] jama_current
[435] nejm
[218] nature
[206] erictopol
[188] new
[176] treatment
[151] clinical
[149] exercise
[144] thelancet
[135] c

Top Words in Tweet in G6:
[1613] foamed
[203] q
[202] patients
[197] answer
[195] foamrad
[193] pocus
[179] meded
[151] new
[150] 1
[143] medicine

Top Words in Tweet in G7:
[673] foamed
[611] video
[575] em_resus
[575] 1
[575] 2
[566] back
[566] foamcc
[562] love
[561] kovacsgj
[561] crank

Top Words in Tweet in G8:
[155] foamed
[27] meded
[26] new
[26] vive
[25] medical
[24] ultrasound
[19] foamus
[16] health
[16] obgyn
[15] out

Top Words in Tweet in G9:
[116] foamed
[84] gomerblog
[62] breaking
[37] tistheseason
[37] santa
[36] broke
[36] plump
[36] resident
[36] moonlighting
[36] mall

Top Words in Tweet in G10:
[36] trishgreenhalgh
[28] fix
[28] nature
[26] ways
[26] statistics
[25] five
[23] jtleek
[22] elehrwch
[22] maxi_macki
[22] alexanderdoctor

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2304] dnr,tattoo
[2294] patient,dnr
[2292] unconscious,patient
[2272] nejm,correspondence
[2272] correspondence,unconscious
[2270] tattoo,medicalethics
[691] foamed,foamcc
[616] love,video
[616] video,kovacsgj
[616] kovacsgj,1

Top Word Pairs in Tweet in G1:
[2193] dnr,tattoo
[2184] patient,dnr
[2183] unconscious,patient
[2168] correspondence,unconscious
[2168] nejm,correspondence
[2166] tattoo,medicalethics
[201] review,article
[192] nejm,review
[156] chronic,migraine
[133] article,mechanisms

Top Word Pairs in Tweet in G2:
[287] nature,asked
[279] asked,influential
[221] ghaggar,hakra
[221] hakra,palaeochannel
[217] indianinterest,nature
[204] dark,matter
[191] mysterious,signals
[190] debate,rumbles
[190] rumbles,much
[190] much,poor

Top Word Pairs in Tweet in G3:
[451] thelancet,women
[442] global,health
[383] science,medicine
[382] women,science
[376] medicine,global
[339] themed,issue
[329] planned,themed
[327] issue,coming
[327] coming,soon
[327] soon,help

Top Word Pairs in Tweet in G4:
[112] bmj_latest,study
[73] study,finds
[73] finds,apixaban
[73] apixaban,5
[73] 5,mg
[73] mg,twice
[73] twice,daily
[73] daily,highest
[73] highest,probability
[73] probability,being

Top Word Pairs in Tweet in G5:
[126] exercise,preconditioning
[124] preconditioning,triggers
[124] triggers,adaptive
[124] adaptive,responses
[124] responses,heart
[124] heart,coronary
[123] coronary,arteries
[123] arteries,protect
[123] protect,against
[123] jama_current,exercise

Top Word Pairs in Tweet in G6:
[152] foamrad,foamed
[148] answer,foamrad
[139] foamed,meded
[107] foamed,foamcc
[99] medicine,science
[99] science,uncertainty
[99] uncertainty,art
[99] art,probability
[99] probability,william
[99] william,osler

Top Word Pairs in Tweet in G7:
[564] foamed,foamcc
[561] love,video
[561] video,kovacsgj
[561] kovacsgj,1
[561] 1,crank
[561] crank,neck
[561] neck,back
[561] back,2
[561] 2,elevate
[561] elevate,head

Top Word Pairs in Tweet in G8:
[26] vive,foamed
[22] meded,foamed
[20] medical,meded
[19] foamed,foamus
[16] foamus,obgyn
[13] obgyn,ultrasound
[11] foamed,foamrad
[8] foamed,mouth
[6] more,half
[6] children,become

Top Word Pairs in Tweet in G9:
[58] gomerblog,breaking
[36] breaking,broke
[36] broke,plump
[36] plump,resident
[36] resident,moonlighting
[36] moonlighting,mall
[36] mall,santa
[36] santa,showmethemoney
[36] showmethemoney,foamed
[36] foamed,tistheseason

Top Word Pairs in Tweet in G10:
[25] five,ways
[25] ways,fix
[25] fix,statistics
[22] elehrwch,maxi_macki
[22] maxi_macki,alexanderdoctor
[22] alexanderdoctor,trishgreenhalgh
[22] trishgreenhalgh,elliebarry14
[22] elliebarry14,babylonhealth
[22] babylonhealth,gpathand
[15] 4loylobo,elehrwch

Top Replied-To
Top Replied-To in Entire Graph:
@nejm
@bmj_latest
@thelancet
@nature
@xhnews
@jama_current
@nopanaden
@azeem_majeed
@demamasdepapas
@indianinterest

Top Replied-To in G1:
@nejm
@nopanaden
@demamasdepapas
@repasomedico
@dr_bojana
@ashleyverral
@omefoxx
@jonkina
@chadgonczyhpb
@azimidoc

Top Replied-To in G2:
@nature
@xhnews
@indianinterest
@medecinelibre
@p_gral0
@mcollado_chus
@danethy2
@moriahellen
@asa_scipol
@drlmelchor

Top Replied-To in G3:
@thelancet
@azeem_majeed
@feriyde41
@thomasngmorris
@womeningh
@richardhorton1
@profdfrancis
@jocalynclark
@derekaoreilly
@nxtstop1

Top Replied-To in G4:
@bmj_latest
@ianarowe
@eikofried
@ogunyemimd
@thelancet
@victimofmaths
@ioanaa_cristea
@djnicholl
@deb_cohen
@agnesayton

Top Replied-To in G5:
@jama_current
@erictopol
@nejm
@jenabbasi
@bonku
@thelancet
@annalsofim
@a_n_mahmoud_md
@sanoysalvoblog
@drnikkistamp

Top Replied-To in G6:
@obicpcnights
@davebakerphysio
@thesgem
@first10em
@emmanchester
@ketaminh
@alexnevard
@emoryradiology
@wilkinsonjonny
@jasn_news

Top Replied-To in G7:
@docpro89
@_dasfoam
@alexnevard
@eddcarlton

Top Replied-To in G10:
@vgul
@nasrinzt
@4loylobo
@eikofried
@karitikkinen
@dnunan79

Top Mentioned
Top Mentioned in Entire Graph:
@nejm
@nature
@thelancet
@bmj_latest
@jama_current
@em_resus
@kovacsgj
@indianinterest
@xhnews
@erictopol

Top Mentioned in G1:
@nejm
@el_pais
@ashleyverral
@demamasdepapas
@nopanaden
@azimidoc
@chadgonczyhpb
@repasomedico
@nih
@nature

Top Mentioned in G2:
@nature
@indianinterest
@xhnews
@0eccuiiqmkmguwd
@cgtnofficial
@physorg_com
@raincoast
@nywolforg
@asa_scipol
@mcollado_chus

Top Mentioned in G3:
@thelancet
@richardhorton1
@jocalynclark
@womeningh
@nejm
@drzucc
@who
@nature
@cgps_gp
@stanfordcigh

Top Mentioned in G4:
@bmj_latest
@thelancet
@rcgp
@nejm
@rcpsych
@jama_current
@simongilbody
@gmcuk
@abi_rimmer
@mancunianmedic

Top Mentioned in G5:
@jama_current
@nejm
@nature
@erictopol
@thelancet
@annalsofim
@bmj_latest
@scrippsresearch
@ualber
@romesberglab

Top Mentioned in G6:
@nejm
@emtogether
@ivan_echocardio
@radiopaedia
@theresusroom
@crit_care
@rcemlearning
@docbond007
@radiologysigns
@wilkinsonjonny

Top Mentioned in G7:
@em_resus
@kovacsgj
@geekymedics
@nejm
@benzabar
@ems_med
@jacobi_em
@anestesiar
@docbond007
@armycritcare

Top Mentioned in G8:
@trimco_
@kxsmo
@emimdoc

Top Mentioned in G9:
@gomerblog
@podcastlib
@lego_news1
@nejm
@pewresearch
@benzabar
@thelancet
@bmj_latest
@ivan_echocardio
@em_resus

Top Mentioned in G10:
@trishgreenhalgh
@nature
@jtleek
@elehrwch
@maxi_macki
@alexanderdoctor
@elliebarry14
@babylonhealth
@gpathand
@statmodeling

Top Tweeters
Top Tweeters in Entire Graph:
@yuuji_k1
@phildecarolis
@jurylady5
@qxnews
@friendmoscow
@bangtarn
@saibrabra
@alevergara78
@k009034
@revolution_fr

Top Tweeters in G1:
@bangtarn
@saibrabra
@xemerizh
@_chweyuk
@du_bois
@itknowingness
@picca009
@kbnoeys
@stang_ggee
@n1998s_

Top Tweeters in G2:
@yuuji_k1
@phildecarolis
@friendmoscow
@k009034
@revolution_fr
@_redfrog
@nneusj
@lopezgovlaw
@n7irl
@dreamliner1980

Top Tweeters in G3:
@alevergara78
@minhkular
@annoula64
@broomstick33
@begoniaarizona
@croakeyblog
@tyrannywatch
@manufernandezba
@rmathematicus
@insidestat

Top Tweeters in G4:
@s9tmt
@pqpolitics
@rigotordoc
@bbcnews
@calvinswine905
@813_ct
@lorelei3112
@itsmepanda1
@hragy
@miles_wilma

Top Tweeters in G5:
@jurylady5
@qxnews
@evankirstel
@pfanderson
@time
@natricer
@sricalifornia
@nxtstop1
@saludhealthinfo
@jimenezana

Top Tweeters in G6:
@kimvie
@ketaminh
@pili_stage
@emergency_life
@drshahrul80
@a_kida_
@welshgasdoc
@mmbangor
@thinkalot
@surgicalcaps

Top Tweeters in G7:
@bludclots
@vivirsinalergia
@pedagogyce
@qualityninja
@ashraf_amirul
@famartinez2001
@rpmmasaya
@keatingteam1
@sul6anfalotaibi
@manupache84

Top Tweeters in G8:
@franksting
@dezzydaddy
@cbsmiami
@felixfsantistev
@kidneystories
@kxsmo
@marshalllocke
@hahabirdpumpkin
@amyalkon
@kissmeyoufook

Top Tweeters in G9:
@kenwarnock
@silv24
@jcgomezrincon
@uxdreport
@pewresearch
@lego_news1
@cary
@drkevincampbell
@iamukasa
@keithamanuel

Top Tweeters in G10:
@david_colquhoun
@melb4886
@juangrvas
@hhask
@trishgreenhalgh
@di_lauder
@ucfagls
@vgul
@hetanshah
@amerurological