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meded_2017-06-19_06-16-56.xlsx
meded_2017-06-19_06-16-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 19, 2017
Short Description:
meded via NodeXL http://bit.ly/2tFAFyD
@drjfrank
@mededdoc
@tomvarghesejr
@kristinadzara
@hcsmnews
@edusqo
@gomerblog
@ershikovsm
@arjalali

Description:
Description
The graph represents a network of 3,223 Twitter users whose tweets in the requested range contained "meded", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 19 June 2017 at 13:19 UTC.

The requested start date was Monday, 19 June 2017 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 4-day, 12-hour, 59-minute period from Wednesday, 14 June 2017 at 10:58 UTC to Sunday, 18 June 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 : 3223
Unique Edges : 4917
Edges With Duplicates : 2954
Total Edges : 7871
Self-Loops : 1757
Reciprocated Vertex Pair Ratio : 0.0438344940598116
Reciprocated Edge Ratio : 0.0839874411302983
Connected Components : 399
Single-Vertex Connected Components : 180
Maximum Vertices in a Connected Component : 2180
Maximum Edges in a Connected Component : 6013
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 6.009562
Graph Density : 0.000490731094960126
Modularity : 0.595553
NodeXL Version : 1.0.1.384

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[80] https://www.thestar.com/news/canada/2017/06/17/tragic-case-of-robert-chu-shows-plight-of-canadian-medical-school-grads.html
[25] http://www.themedicaleducator.com/blog/950165/all-a-twitter-5-tips-to-build-your-twitter-presence-as-a-medical-educator
[23] https://icenetblog.royalcollege.ca/2017/06/16/understanding-the-interaction-of-the-truths-of-validity-in-meded-studies-part-2/
[21] http://traffic.libsyn.com/pediacastcme/pediacast-cme_026.mp3
[20] https://www.dovepress.com/social-media-as-an-open-learning-resource-in-medical-education-current-peer-reviewed-article-AMEP
[16] http://anesed.ca/post/146802198333/treatment-for-local-anesthetic-systemic-toxicity
[16] https://www.thestar.com/news/canada/2017/06/17/no-easy-cure-for-left-out-medical-school-grads.html
[15] https://www.facebook.com/Oncotarget-831950856932987/?ref=hl
[15] https://twitter.com/soniasinghmd/status/875191127908859904
[14] http://www.wgi.ooo

Top URLs in Tweet in G1:
[25] http://www.themedicaleducator.com/blog/950165/all-a-twitter-5-tips-to-build-your-twitter-presence-as-a-medical-educator
[19] https://icenetblog.royalcollege.ca/2017/06/16/understanding-the-interaction-of-the-truths-of-validity-in-meded-studies-part-2/
[9] https://twitter.com/soniasinghmd/status/875191127908859904
[9] https://www.ted.com/talks/tim_ferriss_why_you_should_define_your_fears_instead_of_your_goals?utm_source=twitter.com&utm_medium=social&utm_campaign=tedspread
[9] https://icenetblog.royalcollege.ca/2017/06/13/understanding-the-interaction-of-the-truths-of-validity-in-meded-studies-part-1/
[7] https://twitter.com/tnvora/status/875279233488003072
[7] https://www.dovepress.com/social-media-as-an-open-learning-resource-in-medical-education-current-peer-reviewed-article-AMEP
[7] https://pinnacle-secure.allenpress.com/action/getSharedSiteSession?code=gmed-site&redirect=http://www.jgme.org/toc/jgme/9/3&rc=0
[7] https://twitter.com/kristinadzara/status/874652269538619392
[6] https://twitter.com/mkchan_rcpsc/status/875152701197230080

Top URLs in Tweet in G2:
[8] https://www.fiverr.com/s2/3031232112
[4] http://www.careerarc.com/job-listing/st-tammany-parish-hospital-jobs-mri-tech-22575089?campaign_id=20734&cb=1497300184&src=1&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[4] http://www.careerarc.com/job-listing/st-tammany-parish-hospital-jobs-surgical-tech-per-diem-17556052?campaign_id=20734&cb=1497300184&src=1&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[4] http://www.careerarc.com/job-listing/central-peninsula-hospital-jobs-rn-behavioral-health-22216453?campaign_id=17699&cb=1497378911&src=1&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[4] http://www.careerarc.com/job-listing/central-peninsula-hospital-jobs-rn-medical-surgical-22813903?campaign_id=17699&cb=1497378911&src=1&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[4] http://www.careerarc.com/job-listing/central-peninsula-hospital-jobs-receptionist-clinic-22227752?campaign_id=17699&cb=1497378911&src=1&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[4] http://www.careerarc.com/job-listing/central-peninsula-hospital-jobs-resident-assistant-22574035?campaign_id=17699&cb=1497378911&src=1&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[4] http://www.careerarc.com/job-listing/central-peninsula-hospital-jobs-lpn-ltc-18443169?campaign_id=17699&cb=1497378911&src=1&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[4] http://www.careerarc.com/job-listing/central-peninsula-hospital-jobs-physical-therapist-21153640?campaign_id=17699&cb=1497378911&src=1&utm_campaign=TW01&utm_medium=TW&utm_source=JC
[4] http://www.careerarc.com/job-listing/central-peninsula-hospital-jobs-rn-nursing-education-specialist-22575606?campaign_id=17699&cb=1497378911&src=1&utm_campaign=TW01&utm_medium=TW&utm_source=JC

Top URLs in Tweet in G3:
[10] http://rebelem.com/
[10] https://clippingmagic.com/
[5] http://pemplaybook.org/podcast/mi-in-children/
[5] https://twitter.com/wearecanadiem/status/875787473401466880
[5] https://twitter.com/BrownCME/status/875370727372967936
[3] http://saeschatz.com/2015/11/instructor-roi-infographic/
[3] http://www.painmedicinenews.com/Web-Only/Article/06-17/Reducing-Inappropriate-Use-Of-Costly-IV-Acetaminophen/41571/ses=ogst?enl=true
[2] http://pemplaybook.org/podcast/supraglottic-airways/
[2] http://anesed.ca/post/146802198333/treatment-for-local-anesthetic-systemic-toxicity
[2] http://paper.li/amartelmd/1442412990?edition_id=c2efbe70-52a6-11e7-810e-002590a5ba2d

Top URLs in Tweet in G4:
[67] https://www.thestar.com/news/canada/2017/06/17/tragic-case-of-robert-chu-shows-plight-of-canadian-medical-school-grads.html
[15] https://www.thestar.com/news/canada/2017/06/17/no-easy-cure-for-left-out-medical-school-grads.html
[8] https://twitter.com/MedEd_Journal/status/867956066293760001
[6] http://drwarsh.blogspot.com/2017/06/speaking-for-dead.html?spref=tw
[6] https://www.thestar.com/news/canada/2017/06/17/tragic-case-of-robert-chu-shows-plight-of-canadian-medical-school-grads.html?cq_ck=1497664849012
[3] http://drwarsh.blogspot.ca/2017/06/speaking-for-dead.html
[3] https://twitter.com/cczodonnell/status/875028312099368961
[2] http://nccdh.ca/resources/entry/lets-talk-racism-and-health-equity
[2] https://twitter.com/MarciaJAnderson/status/875077203511398400
[1] https://twitter.com/i/web/status/876551537463513088

Top URLs in Tweet in G5:
[14] http://www.wgi.ooo
[5] https://twitter.com/pathologistmag/status/874618087005458433
[4] https://twitter.com/Sessep_Esp/status/875038901672529921
[4] https://twitter.com/PeteOSullivanPT/status/876224553411780608
[4] http://simforhealth.fr/en/news/sesam-2017/
[3] https://amp.cnn.com/cnn/2017/04/05/health/autism-cord-blood-stem-cells-duke-study/index.html
[3] https://www.medicactiv.com/fr/actualites/cas-clinique-virtuel-evolution-vasculaire-dun-homme-de-52-a-58-ans-cas-clinique-de-cardiologie/
[3] https://www.highly.co/hl/DDtuIH5gbMApKA
[3] http://emjreviews.com/blog/khellin-vitiligo-treatment/
[3] http://snip.ly/3n2gc

Top URLs in Tweet in G6:
[20] http://traffic.libsyn.com/pediacastcme/pediacast-cme_026.mp3
[11] http://traffic.libsyn.com/pediacast/pediacast_376.mp3
[5] https://twitter.com/soniasinghmd/status/875191127908859904
[4] http://traffic.libsyn.com/pediacast/pediacast_377.mp3
[4] http://cancercure-d.blogspot.com/
[4] https://www.ncbi.nlm.nih.gov/m/pubmed/25099239/
[4] https://reflectivemeded.org/2017/06/14/caregiving-can-it-be-an-attribute-of-our-healthcare-system/
[4] https://wire.ama-assn.org/ama-news/loan-forgiveness-program-under-threat-gets-ama-support?utm_content=buffer9e4ea&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://traffic.libsyn.com/pediacastcme/pediacast-cme_023.mp3
[3] http://www.pediacastcme.org/refining-the-sports-physical-pediacast-cme-005/

Top URLs in Tweet in G7:
[7] https://twitter.com/billamend/status/874809182939164672
[7] http://gomerblog.com/2017/06/sedated-spread/?utm_source=TW&utm_campaign=DIRECT
[4] http://gomerblog.com/2017/06/speculum-3/?utm_source=TW&utm_campaign=DIRECT
[4] http://gomerblog.com/2017/06/defervesce/?utm_source=TW&utm_campaign=DIRECT
[3] http://gomerblog.com/2017/06/hospital-issues-memorandum-regarding-the-revised-policy-for-procedure-revisions/?utm_source=TW&utm_campaign=DIRECT
[3] http://gomerblog.com/2017/06/hypodilaudemia-2/?utm_source=TW&utm_campaign=DIRECT
[3] https://www.meded101.com/symbicort-thrush/
[2] https://twitter.com/TheJNS/status/874733212941135875
[2] http://gomerblog.com/2017/06/10-photos-2017-american-diabetes-association-conference-dont-want-see/?utm_source=TW&utm_campaign=DIRECT
[2] http://gomerblog.com/2017/06/tightrope-walker/?utm_source=TW&utm_campaign=DIRECT

Top URLs in Tweet in G8:
[11] http://design.spotcoolstuff.com/unusual-sleeping-bag-designs
[9] https://wellnessrounds.org/2017/06/18/top-ten-tips-on-starting-medical-school/
[5] https://www.nature.com/news/publish-houses-of-brick-not-mansions-of-straw-1.22029
[4] https://www.kenhub.com/en/atlas/lobus-occipitalis?utm_source=twitter&utm_medium=organic&utm_campaign=edgar
[4] http://www.kevinmd.com/blog/2017/06/physicians-not-fundamentally-different-patients.html
[3] https://www.kenhub.com/en/videos/the-levator-ani?utm_source=twitter&utm_medium=organic&utm_campaign=edgar
[3] https://www.thestar.com/news/canada/2017/06/17/tragic-case-of-robert-chu-shows-plight-of-canadian-medical-school-grads.html
[3] https://twitter.com/prsjournal/status/875034103804039170
[2] https://seedoteachjackieo.wordpress.com/2017/06/17/selection-or-transplant-review-board/
[2] https://www.kenhub.com/en/atlas/sulcus-frontalis-superior?utm_source=twitter&utm_medium=organic&utm_campaign=edgar

Top URLs in Tweet in G9:
[13] https://www.dovepress.com/social-media-as-an-open-learning-resource-in-medical-education-current-peer-reviewed-article-AMEP
[8] https://zoom.us/webinar/register/faf2679b34e4eb5e4ac87b605f06faf5
[7] http://whatsthefix.info/?platform=hootsuite
[5] http://www.whatsthefix.live/c/rethinking-the-way?platform=hootsuite
[5] https://www.statnews.com/2017/06/12/racism-bias-patients-doctors/
[4] https://twitter.com/i/moments/816136550136287233
[3] https://www.kickstarter.com/projects/965346530/do-no-harm-documentary-film-finishing-funds
[3] https://www.thestar.com/news/canada/2017/06/17/tragic-case-of-robert-chu-shows-plight-of-canadian-medical-school-grads.html
[3] http://www.regonline.com/whatsthefix2017
[2] http://journals.lww.com:80/annalsofsurgery/pages/articleviewer.aspx?year=2016&issue=12000&article=00005&type=Fulltext

Top URLs in Tweet in G10:
[8] http://www.wellmighty.com
[7] https://www.ucdmc.ucdavis.edu/diversity-inclusion/prep_medico/story.html
[4] http://www.royalcollege.ca/rcsite/events/icre/icre-registration-information-e
[3] http://www.npr.org/2017/06/15/532925945/more-reason-to-fear-a-certain-flu?sc=tw
[3] https://icreblog.royalcollege.ca/2017/06/05/qa-dr-richard-reznick-on-the-future-of-meded/
[3] https://www.amazon.com/Moira
[3] Dolan/e/B01546JIZ2/ref=la_B01546JIZ2_rf_p_n_feature_browse-b_0?fst=as:off&rh=n:283155,p_82:B01546JIZ2,p_n_feature_browse-bin:2656022011&bbn=283155&sort=author-pages-popularity-rank&ie=UTF8&qid=1493994423&rnid=618072011
[3] http://www.smartmedinfo.com/single-post/2017/01/08/Regular-sauna-use-slashes-risk-of-dementia-and-fatal-heart-attack
[3] http://www.smartmedinfo.com/single-post/2016/1/17/Ecig-users-much-less-likely-to-quit-smoking
[3] http://khn.org/news/exodus-by-puerto-rican-medical-students-deepens-islands-doctor-drain/?platform=hootsuite

Top Domains
Top Domains in Tweet in Entire Graph:
[936] twitter.com
[409] careerarc.com
[145] panoramascan.com
[130] sapiensmedicus.org
[106] thestar.com
[101] fb.me
[79] paper.li
[66] libsyn.com
[51] royalcollege.ca
[49] youtube.com

Top Domains in Tweet in G1:
[173] twitter.com
[39] royalcollege.ca
[25] themedicaleducator.com
[21] lww.com
[15] nejm.org
[10] paper.li
[9] ted.com
[8] nih.gov
[8] dovepress.com
[8] allenpress.com

Top Domains in Tweet in G2:
[409] careerarc.com
[71] twitter.com
[51] fb.me
[47] panoramascan.com
[8] fiverr.com
[6] youtube.com
[4] paper.li
[3] nbcsandiego.com
[3] pcrm.org
[2] neutrois.me

Top Domains in Tweet in G3:
[61] twitter.com
[10] rebelem.com
[10] clippingmagic.com
[10] paper.li
[7] pemplaybook.org
[6] nejm.org
[3] dailyrounds.in
[3] saeschatz.com
[3] painmedicinenews.com
[2] anesed.ca

Top Domains in Tweet in G4:
[88] thestar.com
[37] twitter.com
[6] blogspot.com
[3] blogspot.ca
[2] nccdh.ca
[2] bmj.com
[1] royalcollege.ca
[1] cimonline.ca
[1] thehappymd.com

Top Domains in Tweet in G5:
[86] twitter.com
[14] wgi.ooo
[9] redhot.link
[6] emjreviews.com
[5] paper.li
[4] snip.ly
[4] simforhealth.fr
[3] cnn.com
[3] medicactiv.com
[3] highly.co

Top Domains in Tweet in G6:
[65] libsyn.com
[48] panoramascan.com
[47] fb.me
[46] twitter.com
[12] medtermtopics.com
[11] pediacastcme.org
[8] ama-assn.org
[8] paper.li
[7] reflectivemeded.org
[6] stanford.edu

Top Domains in Tweet in G7:
[29] gomerblog.com
[19] twitter.com
[5] meded101.com
[2] canadianpa.ca
[1] youtube.com
[1] thestar.com
[1] amazon.com

Top Domains in Tweet in G8:
[19] twitter.com
[13] kenhub.com
[11] spotcoolstuff.com
[9] wellnessrounds.org
[5] nature.com
[4] kevinmd.com
[3] thestar.com
[2] wordpress.com
[2] apple.com
[2] usefulscience.org

Top Domains in Tweet in G9:
[27] twitter.com
[13] dovepress.com
[8] zoom.us
[7] whatsthefix.info
[6] statnews.com
[5] whatsthefix.live
[3] kickstarter.com
[3] thestar.com
[3] regonline.com
[2] lww.com

Top Domains in Tweet in G10:
[14] twitter.com
[13] paper.li
[11] smartmedinfo.com
[10] clclp.me
[8] wellmighty.com
[8] mededpublish.org
[8] royalcollege.ca
[7] npr.org
[7] ucdavis.edu
[3] medpagetoday.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3884] meded
[658] foamed
[372] job
[306] healthcare
[276] hiring
[175] sesam2017
[174] alaskan
[168] scrublife
[168] simulation
[154] medfield

Top Hashtags in Tweet in G1:
[615] meded
[47] hpe
[45] hmileaders
[31] facdev
[30] hmieducators
[24] cbme
[22] leadership
[22] some
[21] twitter
[16] burnout

Top Hashtags in Tweet in G2:
[624] meded
[372] job
[276] hiring
[199] healthcare
[174] alaskan
[168] scrublife
[154] medfield
[132] hospitallife
[129] soldotna
[60] jobs

Top Hashtags in Tweet in G3:
[274] meded
[48] foamed
[18] uncsim
[15] medstudents
[13] emconf
[10] ptsafety
[9] admsep17
[9] medschool
[9] foamem
[9] foamcc

Top Hashtags in Tweet in G4:
[180] meded
[13] physician
[12] carms
[12] yvr
[5] premed
[5] socialmedia
[5] some
[4] cdnhealth
[3] healthequity
[3] hpm

Top Hashtags in Tweet in G5:
[201] meded
[158] sesam2017
[142] simulation
[40] ehealth
[31] digitalpathology
[30] mhealth
[29] paris
[27] healthcare
[19] barcelona
[19] sesam2018

Top Hashtags in Tweet in G6:
[286] meded
[114] foamed
[48] medical
[45] foamus
[43] obgyn
[42] ultrasound
[34] podcast
[22] blooducation
[22] graphicmedicine
[22] transfusiontoons

Top Hashtags in Tweet in G7:
[86] meded
[41] foamed
[16] hcsm
[15] pharmacy
[11] handsurgery
[11] tutorials
[5] neuroanesthesia
[5] tipsfornewdocs
[5] naplex
[4] anesthesia

Top Hashtags in Tweet in G8:
[124] meded
[26] weloveanatomy
[13] cme
[13] ilooklikeasurgeon
[13] sheleads2017
[13] surgery
[13] plasticsurgery
[11] anatomy
[11] ilooklikeaphysician
[10] thursdaythoughts

Top Hashtags in Tweet in G9:
[89] meded
[27] wtfix
[24] medschool
[17] innovation
[15] hcldr
[14] healthcare
[13] socialmedia
[13] bigdata
[13] raredisease
[13] some

Top Hashtags in Tweet in G10:
[135] meded
[15] healthcare
[10] foamed
[10] icre2017
[8] doctors
[8] medstudent
[8] medschool
[8] premed
[7] cme
[7] latinohealth

Top Words
Top Words in Tweet in Entire Graph:
[2821] Words in Sentiment List#1: Positive
[1253] Words in Sentiment List#2: Negative
[16] Words in Sentiment List#3: Angry/Violent
[77801] Non-categorized Words
[81875] Total Words
[4120] meded
[665] foamed
[501] medical
[399] job
[346] healthcare

Top Words in Tweet in G1:
[631] meded
[79] twitter
[64] great
[58] kristinadzara
[58] drjfrank
[57] new
[50] blog
[49] hpe
[45] more
[45] love

Top Words in Tweet in G2:
[665] meded
[373] job
[276] hiring
[201] healthcare
[174] alaskan
[168] scrublife
[158] latest
[154] medfield
[132] hospitallife
[129] soldotna

Top Words in Tweet in G3:
[287] meded
[48] foamed
[36] uncsim
[33] mspe
[32] more
[30] 99
[30] mo
[29] out
[29] images
[25] t1

Top Words in Tweet in G4:
[181] meded
[98] medical
[87] school
[87] cfmsfemc
[83] woodsallan
[77] picardonhealth
[76] torontostar
[52] grad
[52] 'matched
[52] '

Top Words in Tweet in G5:
[201] meded
[158] sesam2017
[149] edusqo
[145] simulation
[54] sesamsimulation
[40] healthcare
[40] ehealth
[39] simforhealth
[38] education
[34] medical

Top Words in Tweet in G6:
[295] meded
[121] foamed
[76] nationwidekids
[74] medical
[70] podcast
[53] ultrasound
[45] foamus
[43] obgyn
[35] cells
[27] kreutermd

Top Words in Tweet in G7:
[87] meded
[79] gomerblog
[50] med
[48] now
[48] family
[47] congrats
[47] graduating
[47] residents
[47] go
[47] treat

Top Words in Tweet in G8:
[124] meded
[35] anatomy
[30] kenhub
[26] weloveanatomy
[18] juliesilvermd
[18] harvardmed
[16] heart
[16] here
[14] excellent
[14] school

Top Words in Tweet in G9:
[89] meded
[45] andrewintech
[31] innovation
[31] healthsparq
[27] wtfix
[24] medschool
[23] danmunro
[21] see
[21] live
[20] up

Top Words in Tweet in G10:
[135] meded
[26] medical
[19] cme
[16] learning
[15] healthcare
[15] students
[13] peer
[12] now
[12] accreditedcme
[12] 2017

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[332] meded,foamed
[185] foamed,meded
[174] alaskan,meded
[168] meded,scrublife
[154] meded,medfield
[146] medical,meded
[141] foamed,foamus
[135] foamus,obgyn
[133] medical,school
[133] obgyn,ultrasound

Top Word Pairs in Tweet in G1:
[44] meded,hpe
[31] blog,post
[30] twitter,presence
[29] love,nice
[29] nice,way
[29] way,think
[29] think,writing
[29] writing,research
[29] research,article
[29] article,meded

Top Word Pairs in Tweet in G2:
[174] alaskan,meded
[168] meded,scrublife
[154] meded,medfield
[132] scrublife,hospitallife
[129] soldotna,ak
[93] hospitallife,healthcare
[87] want,work
[77] see,latest
[75] great,fit
[74] click,apply

Top Word Pairs in Tweet in G3:
[30] 99,mo
[11] meded,emconf
[10] rebel,em
[10] em,approved
[10] approved,cme
[10] cme,activities
[10] activities,today
[10] today,1st
[10] 1st,activity
[10] activity,out

Top Word Pairs in Tweet in G4:
[87] medical,school
[70] woodsallan,torontostar
[66] torontostar,cfmsfemc
[66] cfmsfemc,meded
[52] school,grad
[52] grad,'matched
[52] 'matched,'
[52] ',woodsallan
[51] picardonhealth,medical
[33] school,grads

Top Word Pairs in Tweet in G5:
[29] sesam2017,paris
[27] simulation,meded
[25] guillaume,alinier
[25] alinier,sesam2017
[22] edusqo,guillaume
[19] next,year
[18] sesam2017,meded
[16] medical,education
[16] meded,simulation
[15] keynote,lecture

Top Word Pairs in Tweet in G6:
[119] meded,foamed
[64] podcast,nationwidekids
[63] foamed,podcast
[48] medical,meded
[45] foamed,foamus
[43] foamus,obgyn
[42] obgyn,ultrasound
[22] transfusion,toons
[22] blooducation,meded
[22] meded,graphicmedicine

Top Word Pairs in Tweet in G7:
[47] congrats,graduating
[47] graduating,residents
[47] residents,now
[47] now,go
[47] go,treat
[47] treat,yourself
[47] yourself,ridiculously
[47] ridiculously,expensive
[47] expensive,car
[47] car,family

Top Word Pairs in Tweet in G8:
[13] heart,vessel
[13] vessel,anatomy
[13] weloveanatomy,meded
[13] harvardmed,cme
[12] medical,school
[11] perfect,sleeping
[11] sleeping,bag
[11] bag,anatomy
[11] anatomy,lovers
[11] lovers,found

Top Word Pairs in Tweet in G9:
[23] danmunro,andrewintech
[17] andrewintech,speaking
[15] andrewintech,beto
[15] beto,lopez
[14] innovation,medschool
[13] fave,quote
[13] quote,andrewintech
[13] speaking,right
[13] right,now
[13] now,instill

Top Word Pairs in Tweet in G10:
[15] healthcare,meded
[10] meded,foamed
[9] near,peer
[9] peer,teaching
[9] meded,accreditedcme
[9] cme,course
[9] course,2017
[7] daily,thanks
[7] prepmedico,bright
[7] bright,spot

Top Replied-To
Top Replied-To in Entire Graph:
@ryanmadanickmd
@mededchat
@schneiderbn
@nhsl_meded
@rainsalvation
@stephrstarr
@denniskendel
@mcg_meded
@purdy_eve
@jprofetto

Top Replied-To in G1:
@medicalaxioms
@harvardmacy
@thorsley_handle
@sonia_sampson
@mghinsthped
@rhondastcroix
@drgigiosler
@lmsamson
@ianjonesmpas
@claychristensen

Top Replied-To in G3:
@ryanmadanickmd
@mededchat
@schneiderbn
@stephrstarr
@02amor
@glbdallaghan
@ashwallenberg
@myheroistrane
@kangaroobeach
@smithecgblog

Top Replied-To in G4:
@denniskendel
@jprofetto
@nikitak_singh
@usask
@drwarsh
@drkylekirkham
@gowermd
@kidedoc
@joannesivertson
@stevelaitner

Top Replied-To in G5:
@sessep_esp
@area6vegamedia
@antoinetesniere
@brizatica
@fluid_academy
@sesamsimulation
@aspihuk
@mgalandejuana

Top Replied-To in G6:
@amermedicalassn
@helenfindlay
@johpau
@drchoueiri
@graphicmedicine
@llewellynillus
@noethematt
@cabowler1
@drewshirleymd

Top Replied-To in G7:
@shobanarajan51
@daveverkh
@mededucation101

Top Replied-To in G8:
@stuartmarcusmd
@tonytphd
@futuredocs
@harvardmed

Top Replied-To in G9:
@bokofil
@drchristianpean
@harriethopfmd
@thedocsmitty
@alexchiumd

Top Replied-To in G10:
@mumedicine
@larabloomeds
@cadth_acmts
@apple

Top Mentioned
Top Mentioned in Entire Graph:
@edusqo
@sapiensmedicus
@cfmsfemc
@woodsallan
@gomerblog
@picardonhealth
@torontostar
@nationwidekids
@drjfrank
@kristinadzara

Top Mentioned in G1:
@kristinadzara
@drjfrank
@sherbino
@journalofgme
@acadmedjournal
@mededdoc
@harvardmacy
@nthibodeaujarry
@peterpronovost
@royal_college

Top Mentioned in G2:
@berendaz
@cohri
@jonathanchrin
@lmedac

Top Mentioned in G3:
@srrezaie
@myheroistrane
@uncsim
@mededchat
@ryanmadanickmd
@glbdallaghan
@gsep_em
@drshahrul80
@emtogether
@mdaware

Top Mentioned in G4:
@cfmsfemc
@woodsallan
@picardonhealth
@torontostar
@drwarsh
@fa_rizzuti
@djillk1
@ogunyemimd
@jprofetto
@tavisapramian

Top Mentioned in G5:
@edusqo
@sesamsimulation
@simforhealth
@lancebaily
@sanofifr
@mgalandejuana
@epharmaphie
@vivatech
@medicactiv
@freelancerog

Top Mentioned in G6:
@nationwidekids
@kreutermd
@tmalinmls
@emadrigaldo
@amermedicalassn
@futuredocs
@pediacast
@reflectivemeded
@noethematt
@hedy_wald

Top Mentioned in G7:
@gomerblog
@zafnaqui
@mededucation101
@snaccneuro
@deepak_neuro
@docmikeevans
@cdesarollo
@vietheartpa
@ashleymmd
@bota_uk

Top Mentioned in G8:
@kenhub
@juliesilvermd
@harvardmed
@vumcradiology
@drmountziaris
@drmlb
@edonnellymdphd
@jackiekolive
@reedomary
@filbano

Top Mentioned in G9:
@andrewintech
@healthsparq
@danmunro
@primary_immune1
@reeldx
@cpdme
@clarity_hi
@burtrosen
@joebabaian
@designinhealth

Top Mentioned in G10:
@accreditedcme
@residentdoctors
@mededpublish
@icreconf
@kpbewelldoc
@realmedrookie
@cmpamembers
@bechardmel
@aafp
@acponline

Top Tweeters
Top Tweeters in Entire Graph:
@lydiavanborg
@todayatsch00l
@sah6y
@huffpost
@innova_scape
@yayayarndiva
@sectest9
@infographicsits
@alevergara78
@itknowingness

Top Tweeters in G1:
@aureliacotta
@sportsrcollege
@ehfoundation237
@bronwynhemsley
@swardley
@ffolliet
@stcamber01
@thinkalot
@mvmd0908
@2heartoftheart

Top Tweeters in G2:
@lydiavanborg
@sah6y
@innova_scape
@huseyinmeric01
@gg7leite
@wilkinson190412
@macberry
@johnhindepost
@hhv6_university
@anetto

Top Tweeters in G3:
@ketaminh
@mdaware
@manhattanmango
@drshahrul80
@nodesat
@jebsource
@ryanmadanickmd
@zackbergermdphd
@skepticscalpel
@kangaroobeach

Top Tweeters in G4:
@torontostar
@frazzling
@dalydegagne
@karenkho
@tapeworthy
@picardonhealth
@bc411_
@couragesings
@kickbraintumors
@liannesjones

Top Tweeters in G5:
@skincareshare
@caring_mobile
@insidestat
@subatomicdoc
@umu
@alejft
@pembeoltulu
@drfna
@diabetics_tips
@mgalandejuana

Top Tweeters in G6:
@huffpost
@yayayarndiva
@cancercurenow
@pfanderson
@aonaoyya
@theatlantic
@helenfindlay
@ifindinternship
@drnic1
@haneen_maghrabi

Top Tweeters in G7:
@kenwarnock
@garden4u_wa
@thedaredean
@thaterguy
@richthompsonak
@tweets_pharmacy
@mededucation101
@cokeseitz
@vietheartpa
@jtreed8011

Top Tweeters in G8:
@omi_082
@eneo_unam
@tomvarghesejr
@drroykim
@sminaev2015
@kevinmd
@liz_oriordan
@jqrz11
@geraldjwilmink
@drlindamd

Top Tweeters in G9:
@itknowingness
@drcockymd
@snrtg
@saludhealthinfo
@cancergeek
@thalamus__
@megadatamama
@itrtg
@mabardino
@innovation_rtw

Top Tweeters in G10:
@sectest9
@bbcworld
@edjlazar
@usatoday
@ecigitesztek
@pistach01
@sirrockstone
@lisamarieblaski
@drmdolan
@aileennc_