#ACSCC19, Twitter, 10/31/2019 12:13:13 AM, 214829


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#ACSCC19_2019-10-30_15-21-34.xlsx
#ACSCC19_2019-10-30_15-21-34.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
October 31, 2019
Short Description:
#ACSCC19 via NodeXL http://bit.ly/2qRxIyK
@amcollsurgeons
@pferrada1
@nejm
@womensurgeons
@tomvarghesejr
@swexner
@lillianerdahlmd
@cirbosque
@rasacs
@pturnermd

Top hashtags:
#acscc19
#some4iqlatam
#some4surgery
#some4surgicaleducation
#aws2019
#globalsurgery

Description:
Description
The graph represents a network of 4,532 Twitter users whose recent tweets contained "#ACSCC19", 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, 30 October 2019 at 22:34 UTC.

The tweets in the network were tweeted over the 8-day, 20-hour, 33-minute period from Tuesday, 22 October 2019 at 01:47 UTC to Wednesday, 30 October 2019 at 22:21 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 : 4532
Unique Edges : 18563
Edges With Duplicates : 24411
Total Edges : 42974
Self-Loops : 1119
Reciprocated Vertex Pair Ratio : 0.0960330113476508
Reciprocated Edge Ratio : 0.175237443313083
Connected Components : 87
Single-Vertex Connected Components : 68
Maximum Vertices in a Connected Component : 4402
Maximum Edges in a Connected Component : 42786
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.018272
Graph Density : 0.00113827992433414
Modularity : 0.30423
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,532 Twitter users whose recent tweets contained "#ACSCC19", 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, 30 October 2019 at 22:34 UTC.

The tweets in the network were tweeted over the 8-day, 20-hour, 33-minute period from Tuesday, 22 October 2019 at 01:47 UTC to Wednesday, 30 October 2019 at 22:21 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
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:
[31] https://www.acsccnews.org/valerie-w-rusch-md-facs-to-be-installed-%e2%80%a8as-100th-acs-president-at-convocation/
[17] https://www.acsccnews.org/honorary-fellowship-in-the-acs-to-be-awarded-to-12-prominent-surgeons-2/
[16] https://www.facs.org/ftl100
[13] https://www.acsccnews.org/patricia-j-numann-md-facs-to-receive-acs-lifetime-achievement-award/
[10] https://www.facs.org/clincon2019/resources/highlights/mon/ps101
[10] https://www.facs.org/clincon2019/attendee-info
[9] https://twitter.com/cirbosque/status/1188799019834925058
[9] https://twitter.com/ascolcirugia/status/1188635483393249280
[9] https://twitter.com/seanlangenfeld/status/1189357747931729920
[9] https://www.facs.org/education/surgical-metrics

Top URLs in Tweet in G1:
[14] https://www.facs.org/ftl100
[13] https://www.acsccnews.org/valerie-w-rusch-md-facs-to-be-installed-%e2%80%a8as-100th-acs-president-at-convocation/
[6] https://twitter.com/seanlangenfeld/status/1189357747931729920
[5] https://twitter.com/pferrada1/status/1188293926282653696
[5] https://twitter.com/joesabik/status/1189011672767193088
[5] https://twitter.com/hngrylkthewolf/status/1189309221378101250
[5] https://www.acsccnews.org/patricia-j-numann-md-facs-to-receive-acs-lifetime-achievement-award/
[5] https://twitter.com/aprilroslani/status/1189313569281773568
[4] https://twitter.com/tomvarghesejr/status/1188923917794078720
[4] https://twitter.com/jeffreymsmithmd/status/1188890994709655555

Top URLs in Tweet in G2:
[16] https://www.acsccnews.org/honorary-fellowship-in-the-acs-to-be-awarded-to-12-prominent-surgeons-2/
[8] https://twitter.com/cirbosque/status/1188799019834925058
[8] https://twitter.com/ascolcirugia/status/1188635483393249280
[7] https://www.acsccnews.org/valerie-w-rusch-md-facs-to-be-installed-%e2%80%a8as-100th-acs-president-at-convocation/
[7] https://twitter.com/borjadelacy/status/1188642419396317185
[6] https://twitter.com/cirbosque/status/1188867289980063747
[6] https://www.facs.org/clincon2019/resources/highlights/tue/sf2152
[6] https://twitter.com/manishchandsurg/status/1189069501561786369
[6] https://twitter.com/samatallahmd/status/1188478368800362501
[5] https://www.facs.org/clincon2019/resources/highlights/tue/sf2151

Top URLs in Tweet in G3:
[10] https://www.acsccnews.org/valerie-w-rusch-md-facs-to-be-installed-%e2%80%a8as-100th-acs-president-at-convocation/
[8] https://transenterix.com/news-events#events
[6] https://twitter.com/TomVargheseJr/status/1188675196820938752
[5] https://www.facs.org/clincon2019
[5] https://www.facs.org/clincon2019/attendee-info
[5] https://www.facs.org/education/surgical-metrics
[5] https://www.facs.org/find-a-session/session/18000
[4] https://www.facs.org/clincon2019/cme/regulatory
[4] https://www.facs.org/clincon2019/resources/highlights/mon/ps101
[4] https://twitter.com/eliana_e_kim/status/1188927196246601728

Top URLs in Tweet in G4:
[1] http://www.nejm.org/doi/full/10.1056/NEJMsa1903759
[1] https://twitter.com/ValaAfshar/status/1152797580415213568
[1] https://twitter.com/sharmeenhusain/status/1189608448935116800
[1] https://twitter.com/ralewit/status/1189303933149351936
[1] https://twitter.com/cirbosque/status/1188992454340558848

Top URLs in Tweet in G5:
[3] https://twitter.com/chipsurgeon/status/1188974315280027648
[1] https://twitter.com/VictorVakayil/status/1189664634959122434
[1] https://twitter.com/chipsurgeon/status/1189318177571921920
[1] https://twitter.com/EdLinEmory/status/1188887721260904449
[1] https://twitter.com/apdsurgery/status/1188827231998611458
[1] https://twitter.com/umnsurged/status/1189223107384492032
[1] https://twitter.com/umnsurged/status/1188976394337828864
[1] https://twitter.com/umnsurgery/status/1188903186486255616
[1] https://twitter.com/brunsvoldmd/status/1189649390031400960
[1] https://twitter.com/DenboJw/status/1189312791607414785

Top URLs in Tweet in G6:
[2] https://surgethics.org/meetings
[1] https://twitter.com/DrSabha/status/1188891448055255040
[1] https://www.acsccnews.org/acs-military-partnership-is-improving-trauma-care-education-practices-research/
[1] https://twitter.com/david_zonies/status/1188558230240165888
[1] https://www.acsccnews.org/colonel-norman-m-rich-md-facs-will-receive-inaugural-distinguished-military-lifetime-achievement-award-2/?utm_source=acs-enews&utm_medium=email&utm_campaign=ACS-2019-Issue1-email&utm_content=article-title
[1] https://twitter.com/talleycindy1/status/1189211049938968576
[1] https://twitter.com/lindseymzhang/status/1189602659507920897
[1] https://behindtheknife.libsyn.com
[1] https://www.nytimes.com/2019/10/19/science/dr-bernard-fisher-dead.html

Top URLs in Tweet in G7:
[2] https://www.acsccnews.org/the-rich-history-of-blood-includes-myths-misconceptions-and-lifesaving-medical-advances/
[2] https://twitter.com/UCSFSurgery/status/1187106101847740416
[1] https://www.facs.org/member-services/mhsspacs/clinical-congress
[1] https://twitter.com/UCSFSurgery/status/1187108313369956352
[1] https://www.facs.org/clincon2019/attendee-info
[1] https://twitter.com/david_zonies/status/1188558230240165888
[1] https://www.acsccnews.org/colonel-norman-m-rich-md-facs-will-receive-inaugural-distinguished-military-lifetime-achievement-award-2/?utm_source=acs-enews&utm_medium=email&utm_campaign=ACS-2019-Issue1-email&utm_content=article-title
[1] https://twitter.com/JuliaColemanMD/status/1189570489724719104
[1] https://www.facs.org/clincon2019/resources/highlights/mon/videos1/#gap
[1] https://twitter.com/JuliaColemanMD/status/1189566742256766977

Top URLs in Tweet in G8:
[5] https://kelley.iupui.edu/programs/physician-mba/campaigns/awareness/conferences/american-college-of-surgeons.html
[3] http://www.simbionix.com/
[2] https://hub.kelley.iupui.edu/blog/_blog/trauma-surgeon-strengthens-leadership-skills-and-medical-instruction-through-mba.html
[1] https://hotelunionsquaresf.reztrip.com/classic/en/special_offer?rate_code=TWEET
[1] http://fal.cn/4Tag
[1] https://www.facs.org/clincon2019
[1] https://twitter.com/soylizardo/status/1185020379598934016
[1] https://www.instagram.com/rbstein
[1] https://caresyntax.com/events/acs2019/?utm_content=104190519&utm_medium=social&utm_source=twitter&hss_channel=tw-757905179517849603
[1] https://uber-docs.com/doctor-appointment/uberdoc-at-acscc19/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G9:
[2] https://www.acsccnews.org/colonel-norman-m-rich-md-facs-will-receive-inaugural-distinguished-military-lifetime-achievement-award-2/?utm_source=acs-enews&utm_medium=email&utm_campaign=ACS-2019-Issue1-email&utm_content=article-title
[2] https://latinosurgicalsociety.org/application/
[1] https://twitter.com/krchhabra/status/1188873436895956992
[1] https://twitter.com/StanfordSurgery/status/1189221200502935558
[1] https://twitter.com/AmBdSurg/status/1186625768039878657

Top URLs in Tweet in G10:
[1] https://twitter.com/yvigneswaran/status/1188550992150663169
[1] https://twitter.com/kmattox1/status/1188513108827897861
[1] https://twitter.com/swexner/status/1188099848353959940
[1] https://twitter.com/dr_ameagher/status/1188956634757779456
[1] https://twitter.com/joshuamammen/status/1189394546884366336
[1] https://twitter.com/surgeonscott/status/1188486351001247744
[1] https://twitter.com/david_zonies/status/1188558230240165888

Top Domains
Top Domains in Tweet in Entire Graph:
[1067] twitter.com
[241] facs.org
[166] acsccnews.org
[20] elsevierhealth.com
[18] instagram.com
[16] youtube.com
[14] springer.com
[14] doi.org
[8] iupui.edu
[8] transenterix.com

Top Domains in Tweet in G1:
[403] twitter.com
[50] facs.org
[33] acsccnews.org
[5] latinosurgicalsociety.org
[4] youtube.com
[3] thoracicoutcomes.org
[3] nih.gov
[2] jamanetwork.com
[2] nejm.org
[2] libsyn.com

Top Domains in Tweet in G2:
[484] twitter.com
[79] facs.org
[59] acsccnews.org
[14] doi.org
[8] youtube.com
[7] instagram.com
[5] generalsurgerynews.com
[3] lww.com
[2] nih.gov
[2] rafaelgrossmann.health

Top Domains in Tweet in G3:
[100] facs.org
[100] twitter.com
[42] acsccnews.org
[18] elsevierhealth.com
[14] springer.com
[8] transenterix.com
[4] youtube.com
[4] scanlaninternational.com
[4] barnaclinic.com
[4] vimeo.com

Top Domains in Tweet in G4:
[4] twitter.com
[1] nejm.org

Top Domains in Tweet in G5:
[14] twitter.com
[1] radian6.com
[1] facs.org
[1] wiley.com
[1] oxfordsp.com

Top Domains in Tweet in G6:
[4] twitter.com
[2] surgethics.org
[2] acsccnews.org
[1] libsyn.com
[1] nytimes.com

Top Domains in Tweet in G7:
[20] twitter.com
[4] facs.org
[3] acsccnews.org
[2] instagram.com

Top Domains in Tweet in G8:
[8] iupui.edu
[6] instagram.com
[4] twitter.com
[4] simbionix.com
[2] practicelink.com
[2] linkedin.com
[2] mezlight.com
[1] reztrip.com
[1] fal.cn
[1] facs.org

Top Domains in Tweet in G9:
[3] twitter.com
[2] acsccnews.org
[2] latinosurgicalsociety.org

Top Domains in Tweet in G10:
[7] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[7962] acscc19
[1050] some4iqlatam
[1011] some4surgery
[631] some4surgicaleducation
[490] aws2019
[204] globalsurgery
[168] awsatacs
[165] ilooklikeasurgeon
[141] cc19selfie
[94] surgery



Top Hashtags in Tweet in G1:
[2889] acscc19
[421] aws2019
[143] awsatacs
[100] ilooklikeasurgeon
[64] sytyco19
[63] wearwhitetounite
[48] lssatacs
[46] sexualharassment
[45] some4surgery
[45] globalsurgery

Top Hashtags in Tweet in G2:
[2757] acscc19
[1005] some4iqlatam
[957] some4surgery
[622] some4surgicaleducation
[81] cc19selfie
[73] pocus
[59] colorectalsurgery
[56] heforshe
[45] tatme
[43] surgeonswhoselfie

Top Hashtags in Tweet in G3:
[1390] acscc19
[132] globalsurgery
[29] surgery
[28] senhance
[27] aws2019
[26] soc19
[26] acs2019
[25] acshighlights
[22] transenterix
[21] nextgen

Top Hashtags in Tweet in G4:
[46] acscc19
[4] globalsurgery
[3] maternalhealth
[3] maternalmortality
[2] trauma
[2] sanfrancisco
[2] rbg
[2] acs
[1] burnout
[1] meded

Top Hashtags in Tweet in G5:
[117] acscc19
[20] surged
[11] meded
[7] umnproud
[6] genderbias
[6] expectations
[4] hpbsurgery
[3] surgery
[3] mastectomy
[3] bcsm

Top Hashtags in Tweet in G6:
[60] acscc19
[13] acscc2019
[9] surgethics
[5] transplantsurgery
[4] ethics
[2] transplant
[2] careergoals
[2] stilllearningsurgery
[2] stanfordcts
[2] sanfrancisco

Top Hashtags in Tweet in G7:
[139] acscc19
[6] some4iqlatam
[3] visionary
[3] innovator
[3] awsblog
[2] aap19
[2] dominating
[2] aws2019
[2] yfaacs
[2] excellence

Top Hashtags in Tweet in G8:
[108] acscc19
[5] sanfrancisco
[4] iqueueforoperatingrooms
[4] laparoscopy
[3] practicelink25yrs
[3] acs2019
[3] surgicallighting
[3] operatingroom
[3] clincon2019
[3] mezlight

Top Hashtags in Tweet in G9:
[62] acscc19
[8] longakerlab
[8] sytyco19
[4] lssatacs
[4] lssataws
[4] latinxsurgeons
[3] financialtoxicity
[3] aws2019
[2] vascular
[2] surgeons

Top Hashtags in Tweet in G10:
[52] acscc19
[3] foregut
[2] sistersurgeons
[2] takebackthecbd
[2] ruralsurgeons
[2] lapcbd
[1] portlandfellows
[1] ilooklikeasurgeon
[1] bariatricsurgery
[1] truth

Top Words
Top Words in Tweet in Entire Graph:
[14884] Words in Sentiment List#1: Positive
[5886] Words in Sentiment List#2: Negative
[64] Words in Sentiment List#3: Angry/Violent
[289749] Non-categorized Words
[310519] Total Words
[12759] #acscc19
[4034] amcollsurgeons
[2255] surgery
[1926] dr
[1748] reported

Top Words in Tweet in G1:
[5019] #acscc19
[1741] amcollsurgeons
[930] womensurgeons
[912] dr
[841] #aws2019
[671] surgery
[447] s
[412] surgeons
[405] work
[376] great

Top Words in Tweet in G2:
[3917] #acscc19
[1314] #some4iqlatam
[1299] #some4surgery
[1231] pferrada1
[1078] swexner
[1049] amcollsurgeons
[1024] juliomayol
[951] #some4surgicaleducation
[755] misirg1
[703] pipecabrerav

Top Words in Tweet in G3:
[2198] #acscc19
[893] amcollsurgeons
[408] surgery
[291] great
[289] surgical
[261] dr
[229] surgeons
[207] s
[202] clinical
[199] congress

Top Words in Tweet in G4:
[1528] reported
[441] #acscc19
[387] surgery
[384] discrimination
[384] abuse
[384] harassment
[384] #meded
[383] survey
[383] residents
[382] national

Top Words in Tweet in G5:
[158] #acscc19
[39] #surged
[34] umnsurgery
[34] amcollsurgeons
[33] dr
[31] resident
[28] da
[28] vinci
[27] #meded
[26] surgical

Top Words in Tweet in G6:
[88] #acscc19
[32] amcollsurgeons
[25] dr
[15] ethics
[14] #surgethics
[14] #acscc2019
[14] care
[14] session
[13] 2
[13] uchicagosurgery

Top Words in Tweet in G7:
[178] #acscc19
[76] amcollsurgeons
[34] surgery
[29] excelsiorsurg
[28] dr
[22] great
[18] military
[18] representing
[17] award
[16] schwaitzberg

Top Words in Tweet in G8:
[108] #acscc19
[35] booth
[22] learn
[18] physician
[15] 330
[14] program
[13] san
[13] francisco
[13] stop
[13] visit

Top Words in Tweet in G9:
[102] #acscc19
[23] opnotes
[18] stanfordsurgery
[17] surgery
[17] rasacs
[16] great
[15] work
[14] amcollsurgeons
[12] dr
[11] #aws2019

Top Words in Tweet in G10:
[66] #acscc19
[15] ohsusurgery
[10] session
[10] great
[9] surgery
[8] amcollsurgeons
[8] training
[7] dr
[7] residents
[7] s

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[975] #some4iqlatam,#some4surgery
[974] amcollsurgeons,#acscc19
[902] #some4surgery,#some4surgicaleducation
[851] #acscc19,#some4iqlatam
[782] juliomayol,swexner
[667] #some4surgicaleducation,pferrada1
[616] swexner,misirg1
[566] pferrada1,pipecabrerav
[556] #aws2019,#acscc19
[552] pipecabrerav,juliomayol

Top Word Pairs in Tweet in G1:
[459] #aws2019,#acscc19
[405] amcollsurgeons,#acscc19
[227] #acscc19,#aws2019
[171] #acscc19,amcollsurgeons
[170] #acscc19,#awsatacs
[146] clinical,congress
[129] womensurgeons,#acscc19
[115] md,facs
[97] scott,conner
[94] don,t

Top Word Pairs in Tweet in G2:
[961] #some4iqlatam,#some4surgery
[890] #some4surgery,#some4surgicaleducation
[821] #acscc19,#some4iqlatam
[771] juliomayol,swexner
[656] #some4surgicaleducation,pferrada1
[605] swexner,misirg1
[557] pferrada1,pipecabrerav
[543] pipecabrerav,juliomayol
[297] jjcolemanmd,salo75
[282] years,old

Top Word Pairs in Tweet in G3:
[230] amcollsurgeons,#acscc19
[175] clinical,congress
[114] #acscc19,amcollsurgeons
[105] amcollsurgeons,clinical
[94] global,surgery
[84] san,francisco
[74] american,college
[66] congress,#acscc19
[61] college,surgeons
[55] discrimination,abuse

Top Word Pairs in Tweet in G4:
[382] national,survey
[382] survey,7
[382] 7,409
[382] 409,general
[382] general,surgery
[382] surgery,residents
[382] residents,32
[382] 32,reported
[382] reported,gender
[382] gender,discrimination

Top Word Pairs in Tweet in G5:
[28] da,vinci
[25] #surged,#meded
[16] booth,425
[12] amcollsurgeons,#acscc19
[10] #meded,#acscc19
[10] find,out
[10] vinci,xi
[10] xi,versatile
[10] versatile,flexible
[10] flexible,boom

Top Word Pairs in Tweet in G6:
[9] amcollsurgeons,#acscc19
[8] clinical,congress
[7] #acscc19,#acscc2019
[7] #acscc2019,#acscc19
[6] trauma,care
[5] series,finale
[5] finale,behindtheknife
[5] behindtheknife,astschimera
[5] astschimera,#transplantsurgery
[5] #transplantsurgery,grab

Top Word Pairs in Tweet in G7:
[40] amcollsurgeons,#acscc19
[15] #acscc19,amcollsurgeons
[14] md,facs
[10] excellence,research
[10] research,award
[10] umiamimedicine,umiamimednews
[9] churchill,lecture
[8] check,out
[7] schwaitzberg,chair
[7] san,francisco

Top Word Pairs in Tweet in G8:
[15] booth,330
[13] san,francisco
[12] physician,mba
[11] stop,booth
[11] visit,booth
[11] 330,learn
[10] learn,more
[8] mba,program
[6] clinical,congress
[6] kelley,physician

Top Word Pairs in Tweet in G9:
[8] #sytyco19,#acscc19
[7] #acscc19,#aws2019
[7] skill,competition
[6] stanfordsurgery,opnotes
[6] academicsurgery,fall
[6] lauren,mctaggart
[6] representing,south
[6] south,texas
[6] rasacs,#sytyco19
[5] come,hear

Top Word Pairs in Tweet in G10:
[5] alexandra,hernandez
[5] hernandez,presenting
[5] presenting,acs
[5] acs,e
[5] e,poster
[5] poster,session
[5] session,representing
[5] representing,ohsu
[5] ohsu,excellence
[5] excellence,ohsusurgery

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

Top Replied-To in G1:
@amcollsurgeons
@jfreischlag
@pmartinezmd
@tomvarghesejr
@seanlangenfeld
@uncsurgery
@arghavan_salles
@meganranney
@mk_hamidi
@ecusurgery

Top Replied-To in G2:
@juliomayol
@carlospetrola
@swexner
@cirbosque
@drmontenegro1
@justinmaykel
@pferrada1
@seanlangenfeld
@stephen_sharpmd
@anhanssen

Top Replied-To in G3:
@amcollsurgeons
@vcu_surgery
@uabsurgery
@isabelcmarquess
@samanthabaker__
@drrayprice
@academicsurgery
@jcdelo
@kickasana
@lindseymzhang

Top Replied-To in G4:
@jjcolemanmd
@zaracmd
@kinabamd

Top Replied-To in G5:
@umnmedschool
@umnsurgery
@amcollsurgeons
@ajwilliamsonmd
@vectorsurgical
@arghavan_salles
@drjudyboughey
@drharinathan

Top Replied-To in G6:
@chicagocot
@amcollsurgeons
@anjiwall
@loyola_surgery
@jenbeemd
@scottbgrant

Top Replied-To in G7:
@excelsiorsurg
@umjmhsurgery
@schwaitzberg
@knudson_peggy
@amcollsurgeons
@smstreit
@lyndseywessels
@drdanielleholt
@megvu
@ubsurgery

Top Replied-To in G9:
@utmbsurgery
@robertriviello
@safersurgery
@bnaikma
@juliamchandler
@stxacs
@wakesurged
@minervies

Top Replied-To in G10:
@angelagtle
@iocono_pedsurg
@cjmannmd
@manolo2002sv
@elliotjscottmd
@thezenofsurgery
@mackenziecookmd
@dr_ameagher
@ohsusurgery
@amcollsurgeons

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

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

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

Top Mentioned in G3:
@amcollsurgeons
@rasacs
@womensurgeons
@incisionglobal
@gsurgstudents
@academicsurgery
@uabsurgery
@herbchen
@harvardpgssc
@nejm

Top Mentioned in G4:
@medstarhealth
@medstarfranklin
@amcollsurgeons
@adarehzereshki
@allisonestep1
@dissanaikemd
@nejm
@acstrauma
@jenreid_md
@samishoucair

Top Mentioned in G5:
@amcollsurgeons
@umnsurgery
@mattbobel
@chipsurgeon
@umnmedschool
@umnsurged
@emma_worth
@brunsvoldmd
@mattrobertsonmd
@umnsurgonc

Top Mentioned in G6:
@amcollsurgeons
@uchicagosurgery
@womensurgeons
@acstrauma
@stopthebleedchi
@yfaacs
@stopthebleedacs
@lenworthjacobs
@acsethics
@anjiwall

Top Mentioned in G7:
@amcollsurgeons
@excelsiorsurg
@umiamimedicine
@usafhealth
@navymedicine
@umiamimednews
@armymedicine
@schwaitzberg
@omaidavelazquez
@henrifordmd

Top Mentioned in G9:
@opnotes
@stanfordsurgery
@rasacs
@amcollsurgeons
@stanfordplastic
@academicsurgery
@mmelcher
@maryhawn
@latinosurgery
@utmbsurgery

Top Mentioned in G10:
@ohsusurgery
@amcollsurgeons
@rsurgeon1
@donn_spight
@molliemarr
@ahayshernandez
@kelly_haisley
@ruthbadergins
@ninatotenberg
@dissanaikemd

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@delta
@southwestair
@jetblue
@cberrl
@ketaminh
@reagancbrown
@nembotavy_0101
@vernapolitics
@time

Top Tweeters in G1:
@reagancbrown
@nembotavy_0101
@vernapolitics
@time
@caring_mobile
@bayofarizona
@cchukudebelu
@myglobalpac
@susanadeleonmd
@gregbjenkins

Top Tweeters in G2:
@jetblue
@juliomayol
@ganjasmokercb
@gabrielsanmx
@stefanoppk
@sminaev2015
@celestinogutirr
@drfleshandbone
@chile7171
@pembeoltulu

Top Tweeters in G3:
@delta
@ketaminh
@lugwaja
@paulmiller1313
@drferdowsi
@kausikdatta22
@drmel_t
@evidencerobot
@lsaldanamd
@surgicalcaps

Top Tweeters in G4:
@cberrl
@tzar_marc
@craigmatsuda
@kentbottles
@exerciseworks
@monitor_ph
@marciasgreen
@mastrolyn
@ferdiaze
@devashak

Top Tweeters in G5:
@mededbot
@escaflowneclown
@hail_pitt
@drchrysopoulo
@gracchhie
@asco
@lizzo
@mspmag
@imperialcollege
@ablate_cancer

Top Tweeters in G6:
@advocatehealth
@uchicago
@surgeryscience
@uccancercenter
@bswhealth
@rwjms
@vestaviabama
@bswhealth_templ
@csmsnews
@sinaichicago

Top Tweeters in G7:
@rasushrestha
@clevelandclinic
@guahuc
@wwiimuseum
@tbwonline
@militaryhealth
@navymedicine
@armymedicine
@usafhealth
@docmartin22

Top Tweeters in G8:
@cayetanalazcano
@healthscoutblog
@merymeryro
@drjmsaleh
@chandrakalle
@kellienewman88
@bbarsf
@traumanews
@comphealth
@mariacapellan

Top Tweeters in G9:
@conscienhealth
@uclahealth
@rktvascular
@kmobs
@utmbhealth
@lizlangthorn
@ltapias
@evmsedu
@drgezzer
@dclieb

Top Tweeters in G10:
@tayyyelorrr
@w84itkat
@surgerypa
@uthealthsa
@dorothyinks
@cooksurgery
@elliotjscottmd
@bkspicer
@arbabisam
@harborviewmc


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