FAQ | Problem?
Donate to the Social Media Research Foundation's NodeXL development fund

#acc17 since:2017-03-19 until:2017-03-20 Twitter NodeXL SNA Map and Report for Monday, 20 March 2017
#acc17 since:2017-03-19 until:2017-03-20 Twitter NodeXL SNA Map and Report for Monday, 20 March 2017
From:
scotpublichealth
Uploaded on:
March 21, 2017
Short Description:
#acc17 since:2017-03-19 until:2017-03-20 via NodeXL http://bit.ly/2ng5Dxq
@acccardioed
@medicalfacts
@rafavidalperez
@debbemccall

Description:
Description
The graph represents a network of 1,735 Twitter users whose recent tweets contained "#acc17 since:2017-03-19 until:2017-03-20", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 20 March 2017 at 23:31 UTC.

The tweets in the network were tweeted over the 6-hour, 8-minute period from Sunday, 19 March 2017 at 17:50 UTC to Sunday, 19 March 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 : 1735
Unique Edges : 4731
Edges With Duplicates : 2587
Total Edges : 7318
Self-Loops : 871
Reciprocated Vertex Pair Ratio : 0.039468464894883
Reciprocated Edge Ratio : 0.075939706162946
Connected Components : 92
Single-Vertex Connected Components : 42
Maximum Vertices in a Connected Component : 1541
Maximum Edges in a Connected Component : 7120
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.660594
Graph Density : 0.00174206994206396
Modularity : 0.45614
NodeXL Version : 1.0.1.375

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[164] https://www.symplur.com/healthcare-hashtags/ACC17/analytics/?hashtag=ACC17&fdate=3/17/2017
[14] https://twitter.com/jamesbeckerman/status/843538518119014400
[14] http://www.acc.org/latest-in-cardiology/articles/2017/03/13/17/58/sun-2pm-cvd-real-study-lower-rates-of-hospitalization-for-hf-in-new-users-of-sglt-2-inhibitors-vs-other-glucose-lowering-drugs-acc-2017?utm_medium=social&utm_source=twitter_post&utm_campaign=acc17#sthash.w2TUQAWK.dpuf
[13] http://www.nejm.org/doi/full/10.1056/NEJMoa1700518
[12] http://www.healio.com/cardiac-vascular-intervention/transcatheter-aortic-valve-replacement/news/online/{06400fa5-0355-4c2c-b7f7-2b5c9e575b43}/subclinical-leaflet-thrombosis-more-common-with-tavr-vs-surgical-avr?page=1
[11] http://www.acc.org/latest-in-cardiology/articles/2017/03/13/17/58/sun-2pm-cvd-real-study-lower-rates-of-hospitalization-for-hf-in-new-users-of-sglt-2-inhibitors-vs-other-glucose-lowering-drugs-acc-2017?utm_medium=social&utm_source=twitter_post&utm_campaign=acc17
[10] http://www.tctmd.com/news/leaflet-thrombosis-common-after-aortic-valve-implant-more-so-tavr-surgery?utm_source=dlvr.it&utm_medium=twitter
[10] https://twitter.com/acc_georgia/status/843542398655516672
[10] https://www.tctmd.com/videos/on-record-broken-research-fixing-the-future-of-clinical-trials.8c8317e0b4cb4846b7bd1181f2c53e78
[10] https://www.astrazeneca-us.com/media/press-releases/2017/astrazenecas-cvd-real-study-shows-sglt-2-inhibitors-significantly-reduced-hospitalizations-for-heart-failure-and-death-versus-other-type-2-diabetes-medicines-03192017.html

Top URLs in Tweet in G1:
[8] http://www.acc.org/latest-in-cardiology/articles/2017/03/13/17/58/sun-2pm-cvd-real-study-lower-rates-of-hospitalization-for-hf-in-new-users-of-sglt-2-inhibitors-vs-other-glucose-lowering-drugs-acc-2017?utm_medium=social&utm_source=twitter_post&utm_campaign=acc17
[8] https://www.tctmd.com/videos/on-record-broken-research-fixing-the-future-of-clinical-trials.8c8317e0b4cb4846b7bd1181f2c53e78
[7] http://www.reuters.com/article/us-heart-abbott-stent-idUSKBN16P0IV
[7] https://twitter.com/yasmine_alimd/status/843530061219282944
[7] https://twitter.com/drkevincampbell/status/843163841827618816
[6] https://twitter.com/acc_georgia/status/843542398655516672
[5] https://twitter.com/minnowwalsh/status/843495422224142337
[5] http://www.acc.org/latest-in-cardiology/articles/2017/03/13/17/58/sun-2pm-reduction-in-hf-hospitalizations-with-ambulatory-hemodynamic-monitoring-acc-2017?utm_medium=social&utm_source=twitter_post&utm_campaign=acc17
[5] http://www.escardio.org/Congresses-&-Events/ESC-Congress/Congress-resources/ESC-TV?hit=twitter#HzkHlz43e74
[5] https://www.tctmd.com/news/leaflet-thrombosis-common-after-aortic-valve-implant-more-so-tavr-surgery

Top URLs in Tweet in G2:
[164] https://www.symplur.com/healthcare-hashtags/ACC17/analytics/?hashtag=ACC17&fdate=3/17/2017
[14] http://www.acc.org/latest-in-cardiology/articles/2017/03/13/17/58/sun-2pm-cvd-real-study-lower-rates-of-hospitalization-for-hf-in-new-users-of-sglt-2-inhibitors-vs-other-glucose-lowering-drugs-acc-2017?utm_medium=social&utm_source=twitter_post&utm_campaign=acc17#sthash.w2TUQAWK.dpuf
[8] http://www.usa.philips.com/healthcare/about/events-calendar/acc?origin=13_global_en_ACC2017_twitter___philipslivefrom&linkId=35296113
[8] http://www.acc.org/education-and-meetings/image-and-slide-gallery/media-detail?id=aaa3a9a32d89479ab84113441cdc309d#sthash.89UovDok.uxfs
[8] http://www.acc.org/education-and-meetings/image-and-slide-gallery/media-detail?id=05fdd9958984409abf76bdad0bf35048#sthash.DXkjaLFJ.uxfs
[8] http://www.acc.org/education-and-meetings/image-and-slide-gallery/media-detail?id=7f5d0c3c0a2343a3a04b16fc60a883fb#sthash.Wm4Ghwy9.uxfs
[6] https://twitter.com/medinainojosamd/status/843539811357147137
[5] http://www.usa.philips.com/a-w/about/news/archive/standard/news/press/2017/20170317-philips-showcases-data-driven-cardiology-solutions-at-acc-17.html
[5] http://www.nejm.org/doi/full/10.1056/NEJMoa1700518
[5] http://www.usa.philips.com/healthcare/about/events-calendar/acc?origin=13_global_en_ACC2017_twitter___philipslivefrom&linkId=35509773

Top URLs in Tweet in G3:
[10] https://www.astrazeneca-us.com/media/press-releases/2017/astrazenecas-cvd-real-study-shows-sglt-2-inhibitors-significantly-reduced-hospitalizations-for-heart-failure-and-death-versus-other-type-2-diabetes-medicines-03192017.html
[3] https://twitter.com/cmichaelgibson/status/843525486810750980
[2] https://twitter.com/acc_georgia/status/843542398655516672
[2] https://accscientificsession.acc.org/
[1] https://twitter.com/i/web/status/843537188935647232
[1] http://www.acc.org/latest-in-cardiology/articles/2017/03/13/17/58/sun-2pm-cvd-real-study-lower-rates-of-hospitalization-for-hf-in-new-users-of-sglt-2-inhibitors-vs-other-glucose-lowering-drugs-acc-2017?utm_medium=social&utm_source=twitter_post&utm_campaign=acc17
[1] https://twitter.com/i/web/status/843114825769205762
[1] https://twitter.com/i/web/status/842735196470497280
[1] https://twitter.com/i/web/status/843489250301698048
[1] https://twitter.com/i/web/status/843127501597675521

Top URLs in Tweet in G4:
[11] https://twitter.com/jamesbeckerman/status/843538518119014400
[5] https://www.medpagetoday.com/meetingcoverage/acc/63952
[4] http://www.nejm.org/doi/full/10.1056/NEJMoa1700518
[3] https://twitter.com/ottoecho/status/843077063787581440
[3] https://twitter.com/CMichaelGibson/status/843443624658591744
[3] http://labblog.uofmhealth.org/lab-report/moderate-exercise-may-be-beneficial-for-hcm-patients
[2] https://twitter.com/ottoecho/status/843077946625724417
[2] http://cm.pcronline.com/t/ViewEmail/t/BB23E168BEA72C03
[2] https://twitter.com/jodieingles27/status/843517863386398720
[2] https://twitter.com/VinayPrasad82/status/843131563890085888

Top URLs in Tweet in G5:
[7] http://www.healio.com/cardiac-vascular-intervention/transcatheter-aortic-valve-replacement/news/online/{06400fa5-0355-4c2c-b7f7-2b5c9e575b43}/subclinical-leaflet-thrombosis-more-common-with-tavr-vs-surgical-avr?page=1
[4] https://twitter.com/duanepinto/status/843505661887569921
[4] http://www.escardio.org/Congresses-&-Events/ESC-Congress/Congress-resources/ESC-TV?hit=twitter#HzkHlz43e74
[4] http://www.escardio.org/Congresses-&-Events/ESC-Congress/Congress-resources/ESC-TV?hit=twitter#g7cbBXOmNoM
[4] http://www.escardio.org/Congresses-&-Events/ESC-Congress/Congress-resources/ESC-TV?hit=twitter#UsUubkLfkO4
[3] http://www.clinicaltrialresults.org/Slides/ACC2017/VISION_Devereaux.pptx
[3] http://www.healio.com/cardiology/chd-prevention/news/online/{8ae512be-ec12-47a4-a35d-17f2b9ead595}/ceramide-levels-in-blood-may-predict-cv-events
[3] http://www.healio.com/cardiology/meeting-news/acc-meeting
[3] https://login.medscape.com/login/sso/getlogin?urlCache=aHR0cDovL3d3dy5tZWRzY2FwZS5jb20vdmlld2FydGljbGUvODQxNTEy&ac=401
[2] https://twitter.com/ottoecho/status/843077063787581440

Top URLs in Tweet in G6:
[4] http://www.nejm.org/doi/full/10.1056/NEJMoa1700518?cookieSet=1
[2] https://twitter.com/tgme52/status/843185530892357632
[2] http://www.nejm.org/doi/full/10.1056/NEJMoa1700518?query=featured_cardiology
[1] https://twitter.com/i/web/status/843074028021714944
[1] http://www.nejm.org/doi/full/10.1056/NEJMoa1700518
[1] https://www.mdcalc.com/simplified-pesi-pulmonary-embolism-severity-index
[1] https://twitter.com/pertconsortium/status/843530978454880259
[1] https://twitter.com/criticalecho/status/843537269223047170
[1] https://twitter.com/i/web/status/843602572783042561
[1] https://twitter.com/i/web/status/842856338883600387

Top URLs in Tweet in G7:
[9] http://circ.ahajournals.org/content/circulationaha/early/2017/03/13/CIR.0000000000000482.full.pdf?download=true
[3] http://journals.sagepub.com/doi/pdf/10.1177/1358863X10378376?cookieSet=1
[3] http://www.professional.heart.org/professional/EducationMeetings/MeetingsLiveCME/UCM_492713_Science-News-from-ACC17.jsp?utm_campaign=acc.17&utm_source=aha_social&utm_medium=social#aristotle
[2] http://www.angiologist.com/uniquely-vascular-medicine/lower-extremity-pulse-examination/
[1] https://twitter.com/i/web/status/843499814436261888
[1] https://twitter.com/i/web/status/843488726659616768
[1] https://twitter.com/i/web/status/843536582741245953
[1] https://twitter.com/i/web/status/843501356820418560
[1] http://abstractsonline.com/pp8/#!/4223/presentation/37461
[1] https://twitter.com/acc_georgia/status/843542398655516672

Top URLs in Tweet in G8:
[1] https://www.youtube.com/watch?v=geKx_J6QTfY&feature=youtu.be
[1] http://www.fiercepharma.com/pharma/real-world-analysis-sglt-2-cv-benefits-could-shake-up-prescribing-habits-az-exec-says
[1] https://twitter.com/i/web/status/843525485808238592
[1] https://www.youtube.com/watch?v=DlOirbXt20A
[1] https://twitter.com/i/web/status/843528753577938948
[1] https://dy.si/w4vQB
[1] https://dy.si/qTzQX
[1] http://linkis.com/www.instagram.com/p/El7kE
[1] https://www.instagram.com/p/BR1Q403l6EMVrhP0H-0l-rGiSFDb_8SFf1GU8o0/
[1] https://www.instagram.com/p/BR1EW9wlC8k9GplYPGEQ42x1RCPQ1-6RT-Ql7c0/

Top URLs in Tweet in G9:
[7] http://investors.amgen.com/phoenix.zhtml?c=61656&p=irol-newsArticle&ID=2255012
[1] https://twitter.com/i/web/status/843582916340998144
[1] http://trib.al/lNUaXkn
[1] https://twitter.com/i/web/status/843203809815887872
[1] https://www.youtube.com/watch?v=uQH1j5oBNik
[1] https://twitter.com/i/web/status/843537567421284352
[1] https://twitter.com/i/web/status/843570777651892224
[1] https://twitter.com/i/web/status/843582862511235072

Top URLs in Tweet in G10:
[7] http://www.tctmd.com/news/leaflet-thrombosis-common-after-aortic-valve-implant-more-so-tavr-surgery?utm_source=dlvr.it&utm_medium=twitter
[5] http://www.tctmd.com/news/decision-cto-pci-stumbles-stable-cad-patients-chronic-total-occlusions?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.tctmd.com/videos/acc17-wrapup-saturday.ee8f606acd064b5780f6ce51f5130f12
[2] http://www.tctmd.com/news/cerebral-embolic-protection-during-surgical-avr-fails-show-benefit?utm_source=dlvr.it&utm_medium=twitter
[2] http://www.tctmd.com/news/going-low-ldl-levels-evolocumab-does-not-affect-memory-brain-function-ebbinghaus?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/i/web/status/843579699766935552
[1] http://linkis.com/paper.li/ASKamelMD/aKnYT
[1] http://linkis.com/paper.li/ASKamelMD/1QO02
[1] http://www.tctmd.com/news/absorb-iii-two-year-results-show-higher-mace-rate-compared-xience?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/i/web/status/843559471385264129

Top Domains
Top Domains in Tweet in Entire Graph:
[720] twitter.com
[169] symplur.com
[86] acc.org
[60] tctmd.com
[33] paper.li
[29] youtube.com
[26] nejm.org
[23] healio.com
[23] escardio.org
[22] philips.com

Top Domains in Tweet in G1:
[408] twitter.com
[32] tctmd.com
[29] acc.org
[10] reuters.com
[9] youtube.com
[9] escardio.org
[7] youtu.be
[6] linkis.com
[5] medpagetoday.com
[4] medscape.com

Top Domains in Tweet in G2:
[169] symplur.com
[65] twitter.com
[49] acc.org
[21] philips.com
[12] nejm.org
[5] jwatch.org
[4] volcanocorp.com
[3] youtu.be
[3] trib.al
[3] boehringer-ingelheim.com

Top Domains in Tweet in G3:
[31] twitter.com
[10] astrazeneca-us.com
[5] acc.org
[2] youtube.com
[1] nejm.org
[1] paper.li
[1] heart.org

Top Domains in Tweet in G4:
[75] twitter.com
[8] mdmag.com
[7] uofmhealth.org
[6] medpagetoday.com
[6] jwatch.org
[4] nejm.org
[2] pcronline.com
[2] youtube.com
[2] cardio-online.fr
[2] nhs.uk

Top Domains in Tweet in G5:
[57] twitter.com
[17] healio.com
[16] clinicaltrialresults.org
[14] escardio.org
[7] dy.si
[5] tctmd.com
[3] trib.al
[3] medscape.com
[2] elsevierhealth.com
[2] radcliffecardiology.com

Top Domains in Tweet in G6:
[9] twitter.com
[7] nejm.org
[1] mdcalc.com

Top Domains in Tweet in G7:
[9] ahajournals.org
[6] twitter.com
[4] heart.org
[3] sagepub.com
[2] angiologist.com
[1] abstractsonline.com

Top Domains in Tweet in G8:
[5] twitter.com
[3] instagram.com
[3] facebook.com
[3] cvgk.nl
[3] paper.li
[2] youtube.com
[2] dy.si
[2] citoday.com
[1] fiercepharma.com
[1] linkis.com

Top Domains in Tweet in G9:
[7] amgen.com
[5] twitter.com
[1] trib.al
[1] youtube.com

Top Domains in Tweet in G10:
[19] tctmd.com
[2] twitter.com
[2] linkis.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3801] acc17
[177] accfit
[174] accwic
[117] some
[110] afib
[92] accic
[73] cvd
[50] cardiosmart
[47] fourier
[43] cardiology

Top Hashtags in Tweet in G1:
[1568] acc17
[126] accfit
[115] accwic
[81] some
[77] accic
[45] cardiosmart
[42] afib
[36] hospital
[29] cvd
[25] accearlycareer

Top Hashtags in Tweet in G2:
[530] acc17
[45] accwic
[22] accfit
[18] some
[15] cardiology
[13] afib
[8] hcsm
[8] accic
[8] diabetes
[6] twitterbuddies

Top Hashtags in Tweet in G3:
[407] acc17
[38] cvd
[26] aristotle
[16] empareg
[11] empa
[7] diabetes
[6] semituit
[4] tavr
[3] fourier
[2] esctv

Top Hashtags in Tweet in G4:
[330] acc17
[25] lqts
[17] ackerman
[12] tavi
[12] exercise
[12] overdiagnosis
[11] buildparksnotcathlabs
[10] tavr
[10] some
[10] hcm

Top Hashtags in Tweet in G5:
[282] acc17
[20] impella
[10] afib
[8] tavr
[7] thrombosis
[7] surgical
[6] cardiogenicshock
[5] cardiovascular
[5] accwic
[4] legend

Top Hashtags in Tweet in G6:
[138] acc17
[14] pulmonaryembolism
[13] pert
[11] cad
[10] afib
[7] accfit
[6] pad
[4] acs
[4] vte
[4] criticalcarecardiology

Top Hashtags in Tweet in G7:
[56] acc17
[9] eatrealfood
[5] radialfirst
[3] aristotle
[1] ackerman
[1] lqts
[1] cli
[1] spain
[1] chip
[1] accic

Top Hashtags in Tweet in G8:
[50] acc17
[2] impella
[2] americancollegeofcardiology
[2] washingtondc
[2] harvardhealth
[1] heartdisease
[1] ai
[1] accfit
[1] marchmadness
[1] michiganvslouisville

Top Hashtags in Tweet in G9:
[60] acc17
[19] fourier
[9] vte
[7] dyk
[7] amgen
[5] janssencv
[4] amgencv
[3] cardiovascular
[3] afib
[2] cvaccess

Top Hashtags in Tweet in G10:
[51] acc17
[4] digitalhealth
[3] lovethedata
[2] cardiology
[1] tavi
[1] eu
[1] socialmedia
[1] afib

Top Words
Top Words in Tweet in Entire Graph:
[2008] Words in Sentiment List#1: Positive
[965] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[56310] Non-categorized Words
[59283] Total Words
[3802] acc17
[362] medicalfacts
[290] dr
[278] real
[255] gina_lundberg

Top Words in Tweet in G1:
[1564] acc17
[145] dr
[129] accfit
[127] acccardioed
[122] accintouch
[118] accwic
[114] minnowwalsh
[111] great
[99] acc
[95] cardioian

Top Words in Tweet in G2:
[530] acc17
[361] medicalfacts
[197] gina_lundberg
[189] samrrazamd
[183] stoniya
[176] drbrowncares
[172] purviparwani
[166] http
[165] weekend
[53] accintouch

Top Words in Tweet in G3:
[412] acc17
[157] real
[98] mortalidad
[92] study
[80] cvd
[70] isglt2
[57] secardiologia
[52] insuf
[51] aristotle
[50] almucastro01

Top Words in Tweet in G4:
[329] acc17
[68] pascalmeier74
[37] exercise
[37] csheartresearch
[33] drjohnm
[32] patients
[30] dr
[26] valve
[25] getting
[25] right

Top Words in Tweet in G5:
[282] acc17
[52] cmichaelgibson
[43] 2
[43] risk
[42] first
[41] impella
[35] dr
[31] quality
[29] esc
[29] tv

Top Words in Tweet in G6:
[138] acc17
[25] pertconsortium
[21] pe
[21] pert
[20] patients
[20] gbarnesmd
[19] dr
[19] team
[18] risk
[16] scad

Top Words in Tweet in G7:
[56] acc17
[14] patients
[13] cleclinicmd
[12] accurate
[10] angiologist
[10] very
[10] cardiac
[9] limited
[9] role
[9] omega

Top Words in Tweet in G8:
[51] acc17
[7] dr
[4] patients
[4] 2
[4] washington
[4] great
[4] presentation
[4] out
[4] heart
[3] teams

Top Words in Tweet in G9:
[60] acc17
[35] amgen
[23] thanks
[22] fourier
[21] trial
[20] results
[19] post
[19] 3
[19] doctors
[19] emailed

Top Words in Tweet in G10:
[51] acc17
[12] johnnosta
[12] 1
[12] tctmd
[11] shortest
[11] known
[11] abstract
[11] paper
[11] serious
[11] science

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[173] gina_lundberg,samrrazamd
[169] stoniya,gina_lundberg
[166] samrrazamd,purviparwani
[164] acc17,weekend
[164] weekend,stoniya
[164] purviparwani,drbrowncares
[164] drbrowncares,medicalfacts
[163] medicalfacts,acc17
[163] medicalfacts,http
[147] cvd,real

Top Word Pairs in Tweet in G1:
[88] cardioian,acc17
[56] acc17,accic
[55] acc17,accfit
[45] acc17,accwic
[45] accic,accfit
[42] pamelasdouglas,acc17
[42] acc17,cardiosmart
[38] perform,33
[38] 33,better
[36] lt,5

Top Word Pairs in Tweet in G2:
[170] gina_lundberg,samrrazamd
[166] stoniya,gina_lundberg
[166] samrrazamd,purviparwani
[164] acc17,weekend
[164] weekend,stoniya
[164] purviparwani,drbrowncares
[164] drbrowncares,medicalfacts
[163] medicalfacts,acc17
[163] medicalfacts,http
[37] cvd,real

Top Word Pairs in Tweet in G3:
[79] cvd,real
[62] real,study
[43] varrarte,acc17
[41] uso,sglt2
[41] sglt2,asocia
[41] asocia,hospitalización
[41] hospitalización,insuf
[41] insuf,mortalidad
[41] mortalidad,x
[41] x,todas

Top Word Pairs in Tweet in G4:
[20] social,media
[17] qt,interval
[17] ackerman,mayoclinic
[17] mayoclinic,acc17
[15] jodieingles27,dr
[13] valve,replacement
[13] getting,qt
[13] interval,right
[13] right,ackerman
[13] acc17,lqts

Top Word Pairs in Tweet in G5:
[29] esc,tv
[29] tv,acc17
[27] impella,quality
[26] cardiogenic,shock
[26] acc17,first
[26] first,look
[23] o'neill,henryfordnews
[22] william,o'neill
[22] 1,2
[21] 15,259

Top Word Pairs in Tweet in G6:
[14] acc17,pertconsortium
[9] dd,pert
[7] accfit,acc17
[6] rapid,response
[6] heart,team
[6] superb,discussions
[6] discussions,moving
[6] moving,pe
[6] pe,care
[6] care,forward

Top Word Pairs in Tweet in G7:
[9] very,limited
[9] limited,role
[9] role,omega
[9] omega,3
[9] 3,supplements
[9] supplements,cardiac
[9] cardiac,patients
[9] patients,circaha
[9] circaha,acc17
[9] acc17,eatrealfood

Top Word Pairs in Tweet in G8:
[3] heart,disease
[2] real,world
[2] first,presentation
[2] presentation,impella
[2] impella,quality
[2] quality,assurance
[2] assurance,program
[2] program,acc17
[2] poster,presentation
[2] presentation,acc17

Top Word Pairs in Tweet in G9:
[21] acc17,thanks
[19] post,3
[19] 3,amgen
[19] amgen,doctors
[19] doctors,emailed
[19] emailed,offered
[19] offered,explain
[19] explain,fourier
[19] fourier,trial
[19] trial,results

Top Word Pairs in Tweet in G10:
[11] shortest,known
[11] known,abstract
[11] abstract,paper
[11] paper,serious
[11] serious,science
[11] science,journal
[11] journal,1
[11] 1,word
[11] word,acc17
[10] johnnosta,shortest

Top Replied-To
Top Replied-To in Entire Graph:
@cardioian
@minnowwalsh
@cmichaelgibson
@heartbobh
@heartotxheartmd
@drrakeshg1
@mohitkturagam
@pascalmeier74
@gina_lundberg
@kaulp

Top Replied-To in G1:
@cardioian
@minnowwalsh
@heartbobh
@cmichaelgibson
@gina_lundberg
@kaulp
@pascalmeier74
@drrakeshg1
@accintouch
@heartotxheartmd

Top Replied-To in G2:
@missouriacc
@avolgman
@heartdocsharon
@misterspaceman7

Top Replied-To in G3:
@gbe62

Top Replied-To in G4:
@drkevincampbell
@doctorwes
@mohitkturagam
@alivecor
@forksoverknives

Top Replied-To in G5:
@dlbhattmd
@mdbuyline

Top Replied-To in G6:
@autwachler
@pertconsortium
@umjmhcardiology
@mghhearthealth

Top Replied-To in G7:
@md_sample

Top Mentioned
Top Mentioned in Entire Graph:
@gina_lundberg
@stoniya
@samrrazamd
@medicalfacts
@accintouch
@drbrowncares
@purviparwani
@acccardioed
@pascalmeier74
@minnowwalsh

Top Mentioned in G1:
@acccardioed
@accintouch
@minnowwalsh
@heartotxheartmd
@drmarthagulati
@ottoecho
@drsheilasahni
@avolgman
@pascalmeier74
@drjohnm

Top Mentioned in G2:
@medicalfacts
@gina_lundberg
@samrrazamd
@stoniya
@drbrowncares
@purviparwani
@accintouch
@philipslivefrom
@nejm
@drkevincampbell

Top Mentioned in G3:
@secardiologia
@almucastro01
@domingomarzal
@cristinatejerap
@varrarte
@gbe62
@josejuanatey
@xgmoll
@drdoblas
@sacardiologia

Top Mentioned in G4:
@pascalmeier74
@csheartresearch
@drjohnm
@jodieingles27
@mayoclinic
@sday_hcm
@drkevincampbell
@drmarthagulati
@pcronline
@andrewfoy82

Top Mentioned in G5:
@cmichaelgibson
@henryfordnews
@theheartorg
@drsethdb
@escardio
@cardiologytoday
@pascalmeier74
@drjohnm
@heartbobh
@daiceditor

Top Mentioned in G6:
@pertconsortium
@gbarnesmd
@thromboadviser
@robert_maholic
@krosenfieldmd
@criticalecho
@upmcnews
@docsaw
@jelevenson
@rushmedical

Top Mentioned in G7:
@cleclinicmd
@angiologist
@circaha
@heatherlgornik
@vmj_svm
@aaronadaymd
@svm_tweets
@scai
@ahascience
@rcstarling

Top Mentioned in G9:
@amgen
@erictopol
@bayerpharma
@janssenus
@acccardioed
@accintouch
@skathire
@csheartresearch
@medscape
@khandelwalmd

Top Mentioned in G10:
@johnnosta
@tctmd
@drkevi
@ajaykirtane
@drkevincampbell
@ottoecho
@sacardiologia
@drdave01
@alivecor
@ejsmd

Top Tweeters
Top Tweeters in Entire Graph:
@qxnews
@nursefriendly
@joekoffee
@telegraph
@lglwry
@waytotrill1995
@curran_marlene
@wsj
@reuters
@hragy

Top Tweeters in G1:
@reuters
@thescientifik
@aymanka
@mscynmet
@matthewherper
@kean1s
@drdavidwarriner
@libbyextra
@ozsilverfox
@josesilvaf

Top Tweeters in G2:
@lglwry
@curran_marlene
@ap
@dekkershenk
@aajeel_dars
@medicalfacts
@glaucoportela
@zorgnl
@jstragazue
@subatomicdoc

Top Tweeters in G3:
@desselebrada
@fllordachs
@luisaranton
@secardiologia
@youtube
@cristinatejerap
@curro_martinez
@almucastro01
@generalpartizan
@cardiodata

Top Tweeters in G4:
@joekoffee
@telegraph
@wsj
@forbes
@onehandedpotter
@exerciseworks
@drferdowsi
@nosrevelamos
@picardonhealth
@drnic1

Top Tweeters in G5:
@mary_b_68
@mtmdphd
@pop692
@ajidsok
@charakan
@cateady53
@cmichaelgibson
@benefitvburden
@kmol62
@ganjasmokercb

Top Tweeters in G6:
@sandyc1772
@avivatink
@mhlunguoluhlaza
@autwachler
@kat
@upmcnews
@s_yeverino
@annettepachcia2
@pulmonology101
@fernandobiguria

Top Tweeters in G7:
@thack86
@eylemunver2
@cleclinicmd
@stanglynn
@biotechbizguy
@indovascular
@angiologist
@eramos777
@circaha
@aurelin15

Top Tweeters in G8:
@salutedomani
@rpg7twit
@julspompey
@sh0tk
@servelros
@ivyscience
@cardioacademic
@pennmednews
@saudeemfoco
@fitfunlove

Top Tweeters in G9:
@pd4ejp
@albanah
@medsmanpharm
@ezamoragarc
@oncologyforum
@mrpug94
@marilynmann
@erictopol
@gregggonsalves
@tx_rockstar

Top Tweeters in G10:
@hragy
@chidambara09
@mogulazam
@johnnosta
@askamelmd
@drves
@michaelmanneu
@vishalpanchal85
@tctmd
@bebetodice