#acscc19 OR #acscc2019 21-31 October 2019, Twitter, 11/1/2019 11:01:31 AM, 214962


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#acscc19 OR #acscc2019 Final Twitter NodeXL SNA Map and Report for Friday, 01 November 20
#acscc19 OR #acscc2019 Final Twitter NodeXL SNA Map and Report for Friday, 01 November 20
From:
scotpublichealth
Uploaded on:
November 01, 2019
Short Description:
#acscc19 OR #acscc2019 (21-31 October) via NodeXL http://bit.ly/2N3m1O9
@amcollsurgeons
@pferrada1
@nejm
@womensurgeons
@tomvarghesejr
@swexner
@lillianerdahlmd
@cirbosque
@rasacs
@arghavan_salles

Top hashtags:
#acscc19
#acscc2019
#some4iqlatam
#some4surgery

Description:
Description
The graph represents a network of 5,555 Twitter users whose recent tweets contained "#acscc19 OR #acscc2019", 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 Friday, 01 November 2019 at 08:09 UTC and adds to the network collected on 30 October (http://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=214795).

The tweets in the network were tweeted over the 10 day period from Monday, 21 October 2019 at 14:15 UTC to Friday, 01 November 2019 at 07:57 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 : 5555
Unique Edges : 23972
Edges With Duplicates : 34818
Total Edges : 58790
Self-Loops : 1502
Reciprocated Vertex Pair Ratio : 0.101661223910266
Reciprocated Edge Ratio : 0.184559865962109
Connected Components : 110
Single-Vertex Connected Components : 82
Maximum Vertices in a Connected Component : 5398
Maximum Edges in a Connected Component : 58542
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.980785
Graph Density : 0.00100594863231372
Modularity : 0.291632
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,059 Twitter users whose recent tweets contained "#acscc19 OR #acscc2019 since:2019-10-30", 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 Friday, 01 November 2019 at 08:09 UTC.

The tweets in the network were tweeted over the 2-day, 7-hour, 56-minute period from Wednesday, 30 October 2019 at 00:00 UTC to Friday, 01 November 2019 at 07:57 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #acscc19 OR #acscc2019 since:2019-10-30
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[36] https://www.generalsurgerynews.com/In-the-News/Article/10-19/New-Diverticulitis-Recommendations-a-Major-Paradigm-Shift-/56187?sub=6CB4505D3F4E7434F342E8CEDDD36EA48483E49B459AF20B8C3C8A9101426
[31] https://www.acsccnews.org/valerie-w-rusch-md-facs-to-be-installed-%e2%80%a8as-100th-acs-president-at-convocation/
[20] https://www.facs.org/ftl100
[17] https://www.acsccnews.org/honorary-fellowship-in-the-acs-to-be-awarded-to-12-prominent-surgeons-2/
[13] https://www.facs.org/clincon2019/resources/highlights/tue/sf2152
[13] https://www.acsccnews.org/patricia-j-numann-md-facs-to-receive-acs-lifetime-achievement-award/
[11] https://www.facs.org/clincon2019/resources/highlights/mon/lbct02
[11] https://www.facs.org/clincon2019/resources/highlights/mon/ps101
[11] https://www.facs.org/education/surgical-metrics
[10] https://www.facs.org/clincon2019/attendee-info

Top URLs in Tweet in G1:
[19] https://www.facs.org/ftl100
[16] https://www.acsccnews.org/valerie-w-rusch-md-facs-to-be-installed-%e2%80%a8as-100th-acs-president-at-convocation/
[8] https://twitter.com/TomVargheseJr/status/1188675196820938752
[7] https://www.acsccnews.org/patricia-j-numann-md-facs-to-receive-acs-lifetime-achievement-award/
[6] https://twitter.com/ralewit/status/1189303933149351936
[6] https://twitter.com/seanlangenfeld/status/1189357747931729920
[5] https://twitter.com/joesabik/status/1189011672767193088
[5] https://twitter.com/hngrylkthewolf/status/1189309221378101250
[5] https://twitter.com/SOSENI1/status/1189666671432089601
[5] https://twitter.com/pferrada1/status/1188293926282653696

Top URLs in Tweet in G2:
[34] https://www.generalsurgerynews.com/In-the-News/Article/10-19/New-Diverticulitis-Recommendations-a-Major-Paradigm-Shift-/56187?sub=6CB4505D3F4E7434F342E8CEDDD36EA48483E49B459AF20B8C3C8A9101426
[17] https://www.acsccnews.org/honorary-fellowship-in-the-acs-to-be-awarded-to-12-prominent-surgeons-2/
[12] https://www.acsccnews.org/valerie-w-rusch-md-facs-to-be-installed-%e2%80%a8as-100th-acs-president-at-convocation/
[10] https://www.facs.org/clincon2019/resources/highlights/tue/sf2152
[8] https://www.facs.org/education/surgical-metrics
[8] https://transenterix.com/news-events#events
[7] https://twitter.com/cirbosque/status/1188799019834925058
[7] https://twitter.com/juliomayol/status/1189643515183140868
[7] https://twitter.com/ascolcirugia/status/1188635483393249280
[7] https://www.facs.org/clincon2019/resources/highlights/mon/ps101

Top URLs in Tweet in G3:
[3] https://twitter.com/pferrada1/status/1188869012530196480
[2] https://twitter.com/dissanaikemd/status/1188850780654063622
[2] https://twitter.com/david_zonies/status/1188558230240165888
[2] https://www.instagram.com/p/B4SMnDZAksU/?igshid=1e2rf1ses4he9
[1] https://twitter.com/md_castanon/status/1188537398671499264
[1] https://twitter.com/madelinebtorres/status/1188874220672929792
[1] https://twitter.com/cirbosque/status/1189248926219689984
[1] https://twitter.com/arlenesujin/status/1188465983507324928
[1] https://twitter.com/pferrada1/status/1188614602839351297
[1] https://www.facs.org/clincon2019/hotel/shuttle

Top URLs in Tweet in G4:
[5] https://twitter.com/eliana_e_kim/status/1188927196246601728
[4] https://donate.lifebox.org/acs2019
[3] https://twitter.com/nganttmd/status/1188836992231993344
[3] https://twitter.com/DrBethS1/status/1189660297105010688
[3] https://www.facs.org/-/media/files/ogb/cc2019_ogb_events.ashx
[2] https://www.facs.org/find-a-session/session/17659
[2] https://ohiofacs.org/acs-events/
[2] https://twitter.com/nganttmd/status/1189235767010381826
[2] https://twitter.com/ucincysurg/status/1188477094369480704
[2] https://twitter.com/travelinashley/status/1188886600492539905

Top URLs in Tweet in G5:
[2] https://twitter.com/aderoomd/status/1189239791373733888
[1] http://www.nejm.org/doi/full/10.1056/NEJMsa1903759
[1] https://twitter.com/ValaAfshar/status/1152797580415213568
[1] https://twitter.com/cirbosque/status/1188992454340558848
[1] https://twitter.com/AmCollSurgeons/status/1187058605310103553

Top URLs in Tweet in G6:
[2] https://link.springer.com/article/10.1007/s00423-019-01761-6
[2] https://link.springer.com/article/10.1007/s00423-019-01788-9
[2] https://link.springer.com/article/10.1007/s00423-019-01813-x
[2] https://link.springer.com/article/10.1007/s00423-018-1732-8
[2] https://latinosurgicalsociety.org/application/
[1] http://r.socialstudio.radian6.com/9136a12d-d217-4527-ab45-353a54d60c24
[1] https://twitter.com/cirbosque/status/1189007351262699520
[1] https://twitter.com/GaSACS/status/1189563843325779968
[1] https://go.uab.edu/acs2019
[1] https://www.facs.org/find-a-session/session/17998

Top URLs in Tweet in G7:
[2] https://twitter.com/UTSWSurgeryLife/status/1188442983496073217
[2] https://twitter.com/samzuberMD/status/1188607784369057795
[1] https://www.youtube.com/watch?v=5bofT_anzIM&feature=youtu.be

[1] https://twitter.com/heatheryeomd/status/1188233969201901568
[1] https://twitter.com/a_plotkin/status/1189706453021413379
[1] https://twitter.com/SurgInfxJrnl/status/1188802596426772481
[1] https://twitter.com/kiajoynicholson/status/1189208380851638273
[1] https://twitter.com/researchtrauma/status/1188827264110211072
[1] https://twitter.com/JAlvikas/status/1188864497387098117
[1] https://twitter.com/utswsurgerylife/status/1188859088760782848

Top URLs in Tweet in G8:
[2] https://twitter.com/stadelik/status/1189333666020888578
[2] https://www.facs.org/media/press-releases/2019/goel103019
[1] https://twitter.com/sylvestercancer/status/1189927440522469377
[1] https://twitter.com/pferrada1/status/1189564997694676992
[1] https://twitter.com/lhorodyskimd/status/1189328406640500740
[1] https://twitter.com/AmCollSurgeons/status/1189587150188118016
[1] https://twitter.com/uwvascsurg/status/1189235095749701632
[1] https://twitter.com/manolo2002sv/status/1189659721193537536
[1] https://twitter.com/amcollsurgeons/status/1188893711196971008
[1] https://twitter.com/smstreit/status/1187108514742689792

Top URLs in Tweet in G9:
[1] https://www.facs.org/clincon2019/resources/highlights/tue/ps217
[1] https://www.acsccnews.org/15-things-to-know-before-you-go/
[1] https://twitter.com/RASACS/status/1188219285753085952
[1] https://twitter.com/stewartr84/status/1189698666375696384
[1] https://twitter.com/drjuliereiland/status/1189578533040844800
[1] https://twitter.com/ncsurgeons/status/1189642530427555841

Top URLs in Tweet in G10:
[3] https://twitter.com/chipsurgeon/status/1188974315280027648
[2] https://twitter.com/umnsurged/status/1189694971244208132
[2] https://twitter.com/umnsurged/status/1188976394337828864
[2] https://twitter.com/AmCollSurgeons/status/1187496488949161985
[1] https://twitter.com/brunsvoldmd/status/1189649390031400960
[1] https://twitter.com/DenboJw/status/1189312791607414785
[1] https://twitter.com/umnsurgery/status/1189574720737427456
[1] https://twitter.com/DJCSurgEd/status/1189653111977078784
[1] https://twitter.com/EdLinEmory/status/1188887721260904449
[1] https://twitter.com/traumadoctors/status/1174761415976083456

Top Domains
Top Domains in Tweet in Entire Graph:
[1328] twitter.com
[308] facs.org
[188] acsccnews.org
[57] generalsurgerynews.com
[28] youtube.com
[23] instagram.com
[21] springer.com
[21] elsevierhealth.com
[14] doi.org
[8] jamanetwork.com

Top Domains in Tweet in G1:
[517] twitter.com
[78] acsccnews.org
[67] facs.org
[8] youtube.com
[5] generalsurgerynews.com
[5] latinosurgicalsociety.org
[5] wikipedia.org
[4] nejm.org
[4] cvent.com
[4] absitequest.com

Top Domains in Tweet in G2:
[553] twitter.com
[192] facs.org
[98] acsccnews.org
[51] generalsurgerynews.com
[20] elsevierhealth.com
[14] doi.org
[13] youtube.com
[10] instagram.com
[8] transenterix.com
[6] jamanetwork.com

Top Domains in Tweet in G3:
[57] twitter.com
[13] facs.org
[3] instagram.com
[2] acsccnews.org
[1] symplur.com
[1] aitkc.com

Top Domains in Tweet in G4:
[71] twitter.com
[13] facs.org
[7] acsccnews.org
[4] lifebox.org
[3] youtube.com
[2] ohiofacs.org
[2] surgethics.org
[1] generalsurgerynews.com
[1] globalsurgery.com
[1] libsyn.com

Top Domains in Tweet in G5:
[5] twitter.com
[1] nejm.org

Top Domains in Tweet in G6:
[20] springer.com
[10] twitter.com
[2] facs.org
[2] latinosurgicalsociety.org
[1] radian6.com
[1] uab.edu
[1] oxfordsp.com

Top Domains in Tweet in G7:
[16] twitter.com
[2] youtube.com
[1] facs.org

Top Domains in Tweet in G8:
[14] twitter.com
[4] facs.org
[1] thoracicoutcomes.org
[1] sts.org

Top Domains in Tweet in G9:
[4] twitter.com
[1] facs.org
[1] acsccnews.org

Top Domains in Tweet in G10:
[28] twitter.com
[1] facs.org
[1] youtube.com
[1] wiley.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[9289] acscc19
[1468] acscc2019
[1249] some4iqlatam
[1193] some4surgery
[745] some4surgicaleducation
[542] aws2019
[299] globalsurgery
[207] ilooklikeasurgeon
[203] cc19selfie
[186] awsatacs



Top Hashtags in Tweet in G1:
[3736] acscc19
[728] acscc2019
[463] aws2019
[164] awsatacs
[127] ilooklikeasurgeon
[80] some4surgery
[79] sytyco19
[70] wearwhitetounite
[66] some4iqlatam
[64] sexualharassment

Top Hashtags in Tweet in G2:
[3022] acscc19
[1000] some4iqlatam
[941] some4surgery
[608] some4surgicaleducation
[250] acscc2019
[112] cc19selfie
[102] colorectalsurgery
[60] surgeonswhoselfie
[51] acshighlights
[50] heforshe

Top Hashtags in Tweet in G3:
[649] acscc19
[178] some4iqlatam
[157] some4surgery
[133] pocus
[105] some4surgicaleducation
[18] acscc2019
[16] ilooklikeasurgeon
[9] aws2019
[8] cc19selfie
[5] diversityandinclusion

Top Hashtags in Tweet in G4:
[635] acscc19
[202] globalsurgery
[139] acscc2019
[25] aws2019
[19] nextgen
[19] futureoftheor
[18] some
[16] ilooklikeasurgeon
[15] rasglobalsurgery
[13] nsoap

Top Hashtags in Tweet in G5:
[69] acscc19
[13] acscc2019
[7] ccsc2019
[5] globalsurgery
[5] rbg
[3] maternalhealth
[3] maternalmortality
[3] acs2019
[3] aws2019
[2] trauma

Top Hashtags in Tweet in G6:
[202] acscc19
[53] acscc2019
[14] surgery
[12] acsmsp19
[12] pancreaticcancer
[8] uabpedssurgery
[7] sanfrancisco
[5] emoryendosurgery
[4] medstudents
[4] surged

Top Hashtags in Tweet in G7:
[135] acscc19
[32] acscc2019
[7] pediatricsurgery
[6] banthebouffant
[6] acs2019
[6] platelet
[6] noplatelet
[6] askjurgis
[5] womensurgeons
[4] medtwitter

Top Hashtags in Tweet in G8:
[124] acscc19
[27] acscc2019
[6] opioid
[4] tssmn
[3] breastcancer
[2] cc19selfie
[2] ilooklikeasurgeon
[2] heforshe
[2] sheforhe
[2] surgicalmetrics

Top Hashtags in Tweet in G9:
[80] acscc19
[25] acscc2019
[13] bcsm
[12] sytyco19
[7] oncoplastic
[6] mastectomy
[5] oncoplasticsurgery
[5] breastcancer
[5] sewingmachines
[4] neverstoplearning

Top Hashtags in Tweet in G10:
[94] acscc19
[38] acscc2019
[25] surged
[12] meded
[8] umnproud
[6] genderbias
[6] expectations
[5] implicitbias
[4] ecpr
[4] ecmo

Top Words
Top Words in Tweet in Entire Graph:
[20161] Words in Sentiment List#1: Positive
[7703] Words in Sentiment List#2: Negative
[69] Words in Sentiment List#3: Angry/Violent
[386152] Non-categorized Words
[414016] Total Words
[14970] #acscc19
[5295] amcollsurgeons
[2940] surgery
[2581] dr
[2233] #acscc2019

Top Words in Tweet in G1:
[6470] #acscc19
[2731] amcollsurgeons
[1264] dr
[1190] womensurgeons
[1153] #acscc2019
[1028] surgery
[952] #aws2019
[656] surgical
[651] great
[627] s

Top Words in Tweet in G2:
[4071] #acscc19
[1383] amcollsurgeons
[1244] #some4iqlatam
[1222] #some4surgery
[1110] pferrada1
[1062] swexner
[947] juliomayol
[878] #some4surgicaleducation
[690] misirg1
[549] pipecabrerav

Top Words in Tweet in G3:
[1321] #acscc19
[459] surgery
[419] together
[418] #heforshe
[388] #ilooklikeasurgeon
[382] now
[375] always
[375] years
[375] old
[372] life

Top Words in Tweet in G4:
[975] #acscc19
[404] amcollsurgeons
[316] #globalsurgery
[224] surgery
[210] #acscc2019
[175] great
[154] global
[152] dr
[123] rasacs
[121] surgical

Top Words in Tweet in G5:
[1576] reported
[480] #acscc19
[425] harassment
[424] discrimination
[424] abuse
[424] #meded
[403] surgery
[396] survey
[395] residents
[395] 10

Top Words in Tweet in G6:
[311] #acscc19
[123] uabsurgery
[103] amcollsurgeons
[92] herbchen
[76] surgery
[75] #acscc2019
[70] great
[69] dr
[42] surgical
[37] one

Top Words in Tweet in G7:
[173] #acscc19
[66] great
[62] #acscc2019
[46] pittsurgery
[45] amcollsurgeons
[34] dr
[31] macky_neal
[30] surgery
[27] residents
[27] utsw_surgery

Top Words in Tweet in G8:
[175] #acscc19
[73] dr
[62] amcollsurgeons
[39] #acscc2019
[35] uwsurgery
[35] surgery
[35] great
[25] session
[24] umiamimedicine
[20] representing

Top Words in Tweet in G9:
[109] #acscc19
[45] #acscc2019
[37] surgery
[33] dr
[32] #bcsm
[28] breast
[24] rasacs
[23] amcollsurgeons
[22] course
[20] mastectomy

Top Words in Tweet in G10:
[163] #acscc19
[59] umnsurgery
[55] #acscc2019
[55] amcollsurgeons
[47] dr
[46] #surged
[38] surgical
[35] mattbobel
[31] resident
[30] #meded

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1154] #some4iqlatam,#some4surgery
[1108] amcollsurgeons,#acscc19
[1065] #some4surgery,#some4surgicaleducation
[1020] #acscc19,#some4iqlatam
[946] juliomayol,swexner
[820] #some4surgicaleducation,pferrada1
[765] swexner,misirg1
[648] #acscc19,amcollsurgeons
[581] general,surgery
[580] pferrada1,pipecabrerav

Top Word Pairs in Tweet in G1:
[561] amcollsurgeons,#acscc19
[483] #aws2019,#acscc19
[273] #acscc19,amcollsurgeons
[246] #acscc19,#aws2019
[201] #acscc19,#awsatacs
[195] clinical,congress
[165] womensurgeons,#acscc19
[149] md,facs
[133] amcollsurgeons,womensurgeons
[125] don,t

Top Word Pairs in Tweet in G2:
[888] #some4iqlatam,#some4surgery
[810] #some4surgery,#some4surgicaleducation
[762] #acscc19,#some4iqlatam
[714] juliomayol,swexner
[609] #some4surgicaleducation,pferrada1
[568] swexner,misirg1
[431] pferrada1,pipecabrerav
[422] pipecabrerav,juliomayol
[330] jjcolemanmd,salo75
[286] amcollsurgeons,#acscc19

Top Word Pairs in Tweet in G3:
[370] years,old
[366] together,#acscc19
[366] #heforshe,#ilooklikeasurgeon
[365] surgery,always
[365] always,integrated
[365] integrated,life
[365] life,privilege
[365] privilege,scrub
[365] scrub,dad
[365] dad,12

Top Word Pairs in Tweet in G4:
[96] global,surgery
[84] amcollsurgeons,#acscc19
[82] #acscc19,amcollsurgeons
[49] incisionglobal,gsurgstudents
[48] gsurgstudents,rasacs
[45] student,trainee
[44] students,trainees
[37] incisionglobal,rasacs
[34] #globalsurgery,#acscc19
[34] surgery,#acscc19

Top Word Pairs in Tweet in G5:
[395] sexual,harassment
[394] national,survey
[394] survey,7
[394] 7,409
[394] 409,general
[394] general,surgery
[394] surgery,residents
[394] residents,32
[394] 32,reported
[394] reported,gender

Top Word Pairs in Tweet in G6:
[57] amcollsurgeons,#acscc19
[36] da,vinci
[33] american,college
[24] uabsurgery,herbchen
[19] college,surgeons
[17] clinical,congress
[16] booth,425
[16] academic,surgery
[14] such,great
[14] year's,american

Top Word Pairs in Tweet in G7:
[17] great,talk
[14] academicsurgery,amcollsurgeons
[14] amcollsurgeons,pittsurgery
[13] intracranial,hemorrhage
[13] #acscc19,tuesday
[13] tuesday,10
[12] #somedocs,#some4surgery
[12] utsw_surgery,utswsurgerylife
[11] surginfxsoc,#antibioticstewardship
[11] #antibioticstewardship,#acscc19

Top Word Pairs in Tweet in G8:
[26] amcollsurgeons,#acscc19
[14] umiamimedicine,umiamimednews
[14] #acscc19,amcollsurgeons
[11] icon,surgery
[10] hemodialysis,access
[10] uwsurgery,uwsurgres
[9] surgery,#acscc19
[9] medical,students
[9] excellence,research
[9] research,award

Top Word Pairs in Tweet in G9:
[15] #acscc2019,#bcsm
[12] breast,surgery
[12] mastectomy,#acscc2019
[8] jill,dietz
[8] oncoplastic,surgery
[8] dennis,holmes
[8] holmes,doctorholmesla
[8] doctorholmesla,presents
[8] presents,newer
[8] newer,data

Top Word Pairs in Tweet in G10:
[28] #surged,#meded
[11] patient,safety
[11] ucsfvascular,ucsfsurgery
[10] mattbobel,presents
[10] disadvantage,female
[10] female,surgeons
[10] #meded,#acscc19
[10] find,out
[10] amcollsurgeons,#acscc19
[9] surgical,education

Top Replied-To
Top Replied-To in Entire Graph:
@amcollsurgeons
@juliomayol
@swexner
@pferrada1
@jjcolemanmd
@seanlangenfeld
@carlospetrola
@jfreischlag
@vcu_surgery
@cirbosque

Top Replied-To in G1:
@amcollsurgeons
@jfreischlag
@tomvarghesejr
@jjcolemanmd
@seanlangenfeld
@krchhabra
@pmartinezmd
@pturnermd
@uncsurgery
@pferrada1

Top Replied-To in G2:
@swexner
@juliomayol
@amcollsurgeons
@justinmaykel
@cirbosque
@womensurgeons
@pferrada1
@carlospetrola
@jjcolemanmd
@stephen_sharpmd

Top Replied-To in G3:
@carlospetrola
@juliomayol
@pferrada1
@anhanssen
@drmontenegro1
@cirbosque
@amcollsurgeons
@swexner
@jorgecampillop
@seanlangenfeld

Top Replied-To in G4:
@vcu_surgery
@osusurgery
@amcollsurgeons
@drrayprice
@utrgvsom
@kickasana
@nkaseje
@fizanabdullahmd
@abebesurg
@anjiwall

Top Replied-To in G5:
@jjcolemanmd
@zaracmd
@kinabamd
@ninatotenberg

Top Replied-To in G6:
@uabsurgery
@herbchen
@isabelcmarquess
@samanthabaker__
@robertriviello
@wiscsurgery
@p_underwood21
@ubsurgery
@raheeljajja
@brenessal

Top Replied-To in G7:
@urmcsurgery
@nldenning
@amcollsurgeons
@kristinrojasmd
@cvrbrown
@drjudyboughey
@michelle_kallis

Top Replied-To in G8:
@umjmhsurgery
@virajpandit
@pturnermd
@megvu
@gwsurgery
@excelsiorsurg

Top Replied-To in G9:
@patriciaclarkmd
@utmbsurgery
@ajwilliamsonmd
@drjilldietz
@bowelsurgeon
@wakesurged
@wakeacs
@amyhildreth
@vectorsurgical
@stxacs

Top Replied-To in G10:
@james_iannuzzi
@umnsurgery
@joelramirezmd
@umnmedschool
@sophiakmckinley
@ucsfvascular
@yalemed
@arghavan_salles
@michaelawst
@douglasewood1

Top Mentioned
Top Mentioned in Entire Graph:
@amcollsurgeons
@womensurgeons
@pferrada1
@swexner
@juliomayol
@misirg1
@rasacs
@pipecabrerav
@salo75
@jjcolemanmd

Top Mentioned in G1:
@amcollsurgeons
@womensurgeons
@rasacs
@tomvarghesejr
@acstrauma
@latinosurgery
@yfaacs
@pferrada1
@academicsurgery
@jfreischlag

Top Mentioned in G2:
@amcollsurgeons
@pferrada1
@swexner
@juliomayol
@misirg1
@pipecabrerav
@salo75
@anhanssen
@jjcolemanmd
@womensurgeons

Top Mentioned in G3:
@pferrada1
@amcollsurgeons
@swexner
@juliomayol
@misirg1
@pipecabrerav
@salo75
@jjcolemanmd
@anhanssen
@womensurgeons

Top Mentioned in G4:
@amcollsurgeons
@rasacs
@gsurgstudents
@incisionglobal
@womensurgeons
@harvardpgssc
@abebesurg
@sanfeyhilary1
@drrayprice
@robertriviello

Top Mentioned in G5:
@amcollsurgeons
@nejm
@hfhsurgery
@rupenshahmd
@henryfordnews
@ivanics_t
@dissanaikemd
@acstrauma
@jfreischlag
@kbilimoria

Top Mentioned in G6:
@uabsurgery
@amcollsurgeons
@herbchen
@beierlelab
@ukygensurgery
@emorysurgery
@uksurgerydept
@childrensal
@leahjschoel
@colinalexmartin

Top Mentioned in G7:
@amcollsurgeons
@pittsurgery
@macky_neal
@utsw_surgery
@academicsurgery
@utswsurgerylife
@jalvikas
@upmc
@surgeonsvoice
@tonycyr

Top Mentioned in G8:
@amcollsurgeons
@uwsurgery
@umiamimedicine
@gwvascsurg
@uwsurgres
@henrifordmd
@umiamimednews
@miami_urology
@shereneshalhub
@elinaq

Top Mentioned in G9:
@rasacs
@amcollsurgeons
@ncsurgeons
@doctorholmesla
@asbrs
@wakeforestmed
@annepeledmd
@wakeacs
@wvu_surgery
@flatclosurenow

Top Mentioned in G10:
@amcollsurgeons
@umnsurgery
@mattbobel
@umnsurged
@ucsfsurgery
@brunsvoldmd
@mghsurgery
@chipsurgeon
@ucsfvascular
@umnmedschool

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@united
@delta
@southwestair
@sddphoto
@john_siracusa
@threadreaderapp
@jetblue
@cberrl
@ketaminh

Top Tweeters in G1:
@united
@southwestair
@sddphoto
@reagancbrown
@nembotavy_0101
@vernapolitics
@time
@johnnyparker012
@bayofarizona
@myglobalpac

Top Tweeters in G2:
@jetblue
@saludhealthinfo
@juliomayol
@ganjasmokercb
@beautifulmumsie
@gabrielsanmx
@trisha_the_doc
@stefanoppk
@lsaldanamd
@sminaev2015

Top Tweeters in G3:
@zephtx
@minsaludcol
@mintrabajocol
@emsti_ru
@vallhebron
@raupereztaboada
@urosario
@grobbepetsch
@technursejon
@devilrafa

Top Tweeters in G4:
@cchukudebelu
@lugwaja
@drmel_t
@mohammed222022
@un
@kimpton
@jacottrell51
@globetrotter1_
@who
@dareena_

Top Tweeters in G5:
@cberrl
@ketaminh
@tzar_marc
@craigmatsuda
@kentbottles
@wordfinga
@exerciseworks
@monitor_ph
@marciasgreen
@mastrolyn

Top Tweeters in G6:
@delta
@john_siracusa
@howardstrauber
@starfirst
@caring_mobile
@evidencerobot
@saints
@marcdsimon76
@lgoodbu
@hail_pitt

Top Tweeters in G7:
@kausikdatta22
@youtube
@cucancercenter
@childrensla
@ekovar
@pedstraumaman
@jamanetwork
@stopsig82875383
@tmccarty2010
@aorn

Top Tweeters in G8:
@guahuc
@wwiimuseum
@unc
@uwmedicine
@childrensmercy
@navymedicine
@armymedicine
@pcori
@gwsmhs
@usafhealth

Top Tweeters in G9:
@diepflapbreast
@6state
@healincomfort
@drchrysopoulo
@asco
@breastadvocate
@monthy_a
@imperialcollege
@rmilesmd
@kmobs

Top Tweeters in G10:
@justbementalist
@mededbot
@escaflowneclown
@usdatascience
@lizzo
@mspmag
@verrandeborah
@ablate_cancer
@chungiwang
@markelindsay