scotpublichealth

January 04, 2019

Combines 10 extracts to provide almost complete coverage of this period. Further details below.

Tweet

This map combines the following extracts (using GraphML files from the following pages):

https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=170516
10-day, 5-hour, 33-minute period from Wednesday, 26 September 2018 at 14:59 UTC to Saturday, 06 October 2018 at 20:32 UTC.

https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=171256
10-day, 11-hour, 33-minute period from Wednesday, 03 October 2018 at 00:37 UTC to Saturday, 13 October 2018 at 12:10 UTC.

https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=172057
9-day, 23-hour, 57-minute period from Friday, 12 October 2018 at 07:28 UTC to Monday, 22 October 2018 at 07:25 UTC.

Missing period:
Total tweets posted during this "missing" period (via date search). Some tweets will be included if retweeted subsequently.
22 Oct 2018: 81
23 Oct 2018: 63
24 Oct 2018: 32
25 Oct 2018: 28

https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=173864
10-day, 3-hour, 35-minute period from Thursday, 25 October 2018 at 14:27 UTC to Sunday, 04 November 2018 at 18:03 UTC.

https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=175030
9-day, 22-hour, 55-minute period from Sunday, 04 November 2018 at 10:28 UTC to Wednesday, 14 November 2018 at 09:23 UTC.

https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=176059
8-day, 21-hour, 16-minute period from Tuesday, 13 November 2018 at 02:34 UTC to Wednesday, 21 November 2018 at 23:50 UTC.

https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=176957
10-day, 14-hour, 4-minute period from Tuesday, 20 November 2018 at 18:50 UTC to Saturday, 01 December 2018 at 08:54 UTC.

https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=178084
10-day, 1-hour, 11-minute period from Thursday, 29 November 2018 at 22:41 UTC to Sunday, 09 December 2018 at 23:52 UTC.

Some more missing tweets
Tweets posted during this period (via date search). Again some may be included if retweeted subsequently.
10 Dec 2018: 19
11 Dec 2018: 13

https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=179395
10-day, 15-hour, 16-minute period from Tuesday, 11 December 2018 at 17:26 UTC to Saturday, 22 December 2018 at 08:43 UTC.

https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=180254
Saturday, 22 December 2018 at 09:59 UTC to Thursday, 27 December 2018 at 23:06 UTC.

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.

The edge colors are based on edge weight values. The edge widths are based on edge weight values. The edge opacities are based on edge weight values. The vertex sizes are based on followers values. The vertex opacities are based on followers values.

Overall Graph Metrics:
Vertices: 4593
Unique Edges: 19036
Edges With Duplicates: 58978
Total Edges: 78014
Self-Loops: 2057
Reciprocated Vertex Pair Ratio: 0.120408877142524
Reciprocated Edge Ratio: 0.214937385090367
Connected Components: 48
Single-Vertex Connected Components: 43
Maximum Vertices in a Connected Component: 4536
Maximum Edges in a Connected Component: 77948
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 2.987728
Graph Density: 0.00136678789340847
Modularity: 0.202008
NodeXL Version: 1.0.1.407

Top 10 Vertices, Ranked by Betweenness Centrality:
swexner
juliomayol
ramosdelamedina
drumeshprabhu
perbinder
celestinogutirr
vimalgokani
me4_so
bjsurgery
ksoreide

Top URLs in Tweet in Entire Graph:
[39] https://twitter.com/evankirstel/status/1056512176805027841
[32] https://vimeo.com/294085570
[27] https://scotpublichealth.com/some4surgery/
[26] https://www.colorectalsurgery.eu/
[26] https://docs.google.com/spreadsheets/d/1HCkV_rdS19wOP08tSgEkUPoojKA8DYRL0EJDZtjmwwo/htmlview
[24] https://twitter.com/SWexner/status/1067015027067113472
[23] https://academic.oup.com/asj/article-abstract/38/8/913/4923566?redirectedFrom=fulltext
[21] http://bulletin.facs.org/2018/04/excellence-in-surgery-becoming-the-best-you-can-be/
[20] https://www.ncbi.nlm.nih.gov/pubmed?term=colorectalresearch&cmd=correctspelling
[20] https://www.ncbi.nlm.nih.gov/pubmed/28881004

Top URLs in Tweet in G1:
[23] https://academic.oup.com/asj/article-abstract/38/8/913/4923566?redirectedFrom=fulltext
[19] http://bulletin.facs.org/2018/04/excellence-in-surgery-becoming-the-best-you-can-be/
[19] https://www.anzumedical.com/Login/home/login/radar#/Bookview/Radar/426F6F6B766965772F552F3130312F4C2F37302F432F31313736382F532F31313739302F502F31363332302F472F313433332F53472F30
[11] https://vimeo.com/294085570
[11] http://www.lmedac.com/laparoscopic-urogynaecology/
[10] https://twitter.com/JoLeeHamilton/status/1051020118069796864
[8] http://www.raulpacheco.org/2014/05/five-ways-in-which-twitter-can-be-useful-in-academic-contexts/
[8] https://www.lmedac.com/native-continence-surgery/
[7] https://www.psnetwork.org/theatrecapchallenge-wheres-the-evidence/
[6] https://twitter.com/evankirstel/status/1056512176805027841

Top URLs in Tweet in G2:
[8] http://herniasurgery.es/index.php/materiales-protesicos-en-cirugia-de-pared-abdominal/
[6] https://twitter.com/SWexner/status/1067015027067113472
[5] http://www.twitonomy.com/map.php?id=sd7skk
[5] https://twitter.com/oliviawriting/status/1049944687753216000
[4] https://www.cncirugia2018.com/index.php
[4] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.ejso.com%2Farticle%2FS0748-7983%2816%2931003-4%2Fpdf&rc=0
[3] https://www.ncbi.nlm.nih.gov/pubmed?term=colorectalresearch&cmd=correctspelling
[3] https://www.ncbi.nlm.nih.gov/pubmed/28881004
[3] https://twitter.com/bmj_latest/status/1066693192060416001
[3] https://twitter.com/juliomayol/status/1052335243003392002

Top URLs in Tweet in G3:
[26] https://www.colorectalsurgery.eu/
[21] https://scotpublichealth.com/some4surgery/
[20] https://docs.google.com/spreadsheets/d/1HCkV_rdS19wOP08tSgEkUPoojKA8DYRL0EJDZtjmwwo/htmlview
[15] https://www.ncbi.nlm.nih.gov/pubmed?term=colorectalresearch&cmd=correctspelling
[15] https://www.ncbi.nlm.nih.gov/pubmed/28881004
[14] https://vimeo.com/294085570
[12] https://twitter.com/SWexner/status/1067015027067113472
[12] https://twitter.com/evankirstel/status/1056512176805027841
[11] https://twitter.com/InesRPsurg/status/1044986154754420737
[10] http://www.twitonomy.com/map.php?id=sd7skk

Top URLs in Tweet in G4:
[19] https://twitter.com/evankirstel/status/1056512176805027841
[7] https://twitter.com/DrEdFitzgerald/status/1071812890909466625
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=178803
[6] https://twitter.com/SWexner/status/1067015027067113472
[5] https://www.youtube.com/watch?v=Uok-7NPFn4k&feature=youtu.be
[5] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.jvascsurg.org%2Farticle%2FS0741-5214%2818%2930422-1%2Fabstract&rc=0
[4] https://docs.google.com/spreadsheets/d/1HCkV_rdS19wOP08tSgEkUPoojKA8DYRL0EJDZtjmwwo/edit#gid=0
[4] https://www.bmj.com/content/bmj/339/7729/Analysis.full.pdf
[4] https://twitter.com/lliheus/status/1047630370731175936
[4] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5559234/pdf/i1949-8357-9-4-421.pdf

Top URLs in Tweet in G5:
[2] http://www.facetsjournal.com/doi/10.1139/facets-2018-0002
[1] https://twitter.com/evankirstel/status/1056512176805027841

Top URLs in Tweet in G6:
[6] https://onlinelibrary.wiley.com/doi/full/10.1002/bjs.11014?cookieSet=1
[5] https://twitter.com/stephan_dreyer/status/1067088690986532864
[4] https://publishing.rcseng.ac.uk/doi/abs/10.1308/147363513X13500508920095?cookieSet=1
[2] https://onlinelibrary.wiley.com/doi/10.1002/bjs.10907?cookieSet=1
[2] https://www.bjs.co.uk/article/sex-differences-in-faecal-occult-blood-test-screening-for-colorectal-cancer/
[2] https://twitter.com/fitikdernegi/status/1055364166347866112
[2] https://vimeo.com/294085570
[1] https://onlinelibrary.wiley.com/doi/full/10.1002/bjs.8819?cookieSet=1
[1] https://twitter.com/ProfW_edinsurg/status/1057388803483148288
[1] https://onlinelibrary.wiley.com/doi/full/10.1002/bjs.10908?cookieSet=1

Top URLs in Tweet in G7:
[17] https://www.kickstarter.com/projects/1400095136/fixing-a-broken-neck-an-illustrated-case-journey?ref=project_tweet
[15] https://globalneurotrauma.com/sign-up/
[8] https://m.facebook.com/globalneurotrauma/
[5] http://Goo.gl/2emmkm
[4] https://www.youtube.com/watch?v=vkDyRU7SzV0&feature=youtu.be
[3] https://link.springer.com/article/10.1007/s00701-018-3757-8
[2] https://twitter.com/aswinchari/status/1068825871925067777
[2] https://twitter.com/WorldNeurosurg/status/1054077074565160962
[2] https://link.springer.com/article/10.1007/s10151-018-1881-3
[1] https://twitter.com/FaithCRobertson/status/1069322240683114496

Top URLs in Tweet in G8:
[1] https://twitter.com/rbojesen/status/1070697005377351680
[1] https://twitter.com/debby_keller/status/1057362713947594754

Top URLs in Tweet in G9:
[1] https://twitter.com/HQOntario/status/1044958963773722626
[1] https://twitter.com/gmacscotland/status/1045375882167291914
[1] https://twitter.com/AnneIdaForest/status/1045357465876013056
[1] https://www.instagram.com/p/Bp3REVjgzHh/?utm_source=ig_twitter_share&igshid=iuz3qtzbbali
[1] https://www.instagram.com/p/BoVKC2gAkHL/?utm_source=ig_twitter_share&igshid=tld5t1lv43b
[1] https://www.instagram.com/p/Bo20X2WAl5v/?utm_source=ig_twitter_share&igshid=v2rxtpkbpc0k
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5093937/
[1] https://twitter.com/lpbadano/status/1058620337640931328
[1] https://twitter.com/rebgross
[1] https://linktr.ee/fespeninsnigh/?gz=kf5ffnrg

Top URLs in Tweet in G10:
[1] https://www.ncbi.nlm.nih.gov/pubmed/30272533
[1] https://www.prescientsurgical.com/insights/blog
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.hpbonline.org%2Farticle%2FS1365-182X%2818%2932691-1%2Ffulltext&rc=0
[1] https://doi.org/10.1016/j.surg.2018.05.024
[1] https://twitter.com/prescientjeremy/status/1058396219930742784
[1] https://twitter.com/NEJM/status/1058710385501593600
[1] https://www.cambridge.org/core/journals/infection-control-and-hospital-epidemiology/article/costs-versus-earnings-in-colon-surgery-and-coronary-artery-bypass-grafting-under-a-prospective-payment-system-sufficient-financial-incentives-to-reduce-surgical-site-infections/7F51B33C1C5B349710A4649CBA2D0AF5#.W-8Iy8baEKE.twitter
[1] https://www.businesswire.com/news/home/20181204005640/en/Irrigating-Wound-Retractors-Shown-Cost-Effective-Colorectal
[1] https://www.ncbi.nlm.nih.gov/m/pubmed/30064934/
[1] https://twitter.com/NEJM/status/1062828772443865089

Top Domains in Tweet in Entire Graph:
[1722] twitter.com
[118] nodexlgraphgallery.org
[89] nih.gov
[64] elsevierhealth.com
[60] google.com
[58] wiley.com
[47] twitonomy.com
[41] youtube.com
[32] oup.com
[32] vimeo.com

Top Domains in Tweet in G1:
[279] twitter.com
[32] oup.com
[24] nodexlgraphgallery.org
[20] anzumedical.com
[19] facs.org
[19] lmedac.com
[11] vimeo.com
[8] ac.uk
[8] raulpacheco.org
[7] elsevierhealth.com

Top Domains in Tweet in G2:
[182] twitter.com
[10] herniasurgery.es
[9] elsevierhealth.com
[8] nih.gov
[8] youtube.com
[7] aischannel.com
[7] radian6.com
[6] twitonomy.com
[6] giblib.com
[5] cncirugia2018.com

Top Domains in Tweet in G3:
[912] twitter.com
[70] nodexlgraphgallery.org
[63] nih.gov
[45] google.com
[32] wiley.com
[30] elsevierhealth.com
[26] colorectalsurgery.eu
[25] twitonomy.com
[25] wordpress.com
[23] scotpublichealth.com

Top Domains in Tweet in G4:
[269] twitter.com
[20] nodexlgraphgallery.org
[17] elsevierhealth.com
[13] twitonomy.com
[11] youtube.com
[10] wiley.com
[9] google.com
[8] nih.gov
[6] wordpress.com
[4] bmj.com

Top Domains in Tweet in G5:
[2] facetsjournal.com
[1] twitter.com

Top Domains in Tweet in G6:
[37] twitter.com
[12] wiley.com
[4] ac.uk
[2] co.uk
[2] alpshpbmeeting.org
[2] vimeo.com
[1] instagram.com
[1] digital-science.com
[1] plos.org
[1] bmj.com

Top Domains in Tweet in G7:
[17] kickstarter.com
[16] globalneurotrauma.com
[15] twitter.com
[8] facebook.com
[6] youtube.com
[5] springer.com
[5] goo.gl
[2] wfns.org
[1] medlyblog.com
[1] org.uk

Top Domains in Tweet in G8:
[2] twitter.com

Top Domains in Tweet in G9:
[6] twitter.com
[3] instagram.com
[2] linktr.ee
[1] nih.gov

Top Domains in Tweet in G10:
[6] twitter.com
[2] nih.gov
[1] prescientsurgical.com
[1] elsevierhealth.com
[1] doi.org
[1] cambridge.org
[1] businesswire.com
[1] npr.org
[1] generalsurgerynews.com
[1] elsevier.com

Top Hashtags in Tweet in Entire Graph:
[8215] some4surgery
[716] colorectalsurgery
[498] surgicalresearch
[412] cncirugia2018
[402] opensourceresearch
[387] esso38
[277] surgery
[276] some
[268] surgicaltechnology
[251] eccstgallen

Top Hashtags in Tweet in G1:
[1146] some4surgery
[146] plasticsurgery
[128] surgery
[114] nhs
[99] meded
[88] some
[77] leadership
[67] consent
[67] infant
[67] howthingshavechanged

Top Hashtags in Tweet in G2:
[1101] some4surgery
[228] cncirugia2018
[124] esso38
[81] colorectalsurgery
[45] londoncrs18
[45] eysac
[44] surgicalresearch
[37] surgicaloncology
[26] surgicaltechnology
[26] hipec

Top Hashtags in Tweet in G3:
[4271] some4surgery
[525] colorectalsurgery
[342] opensourceresearch
[320] surgicalresearch
[237] eccstgallen
[205] esso38
[180] colorectalresearch
[177] surgicaltechnology
[143] some4error
[123] colorectalcancer

Top Hashtags in Tweet in G4:
[1285] some4surgery
[71] surgicalresearch
[64] cncirugia2018
[54] surgicaltechnology
[46] colorectalsurgery
[37] londoncrs18
[32] some
[29] esso38
[26] dfcon18
[25] some4error

Top Hashtags in Tweet in G5:
[4] some4surgery
[2] influence
[2] twittermed
[1] ow2018
[1] some
[1] followersmatter
[1] visualabstract
[1] howtowriteaclinicalpaper
[1] consent
[1] surgery

Top Hashtags in Tweet in G6:
[193] some4surgery
[38] colorectalcancer
[23] colorectalsurgery
[19] tatme
[18] gallbladdercancer
[17] tamis
[15] surgicalresearch
[15] emergencysurgery
[15] kidney
[15] transplant

Top Hashtags in Tweet in G7:
[77] some4surgery
[60] neurosurgery
[40] globalneurotrauma
[12] globalneurosurgery
[12] worldtraumaday
[10] neurosurgeon
[10] trauma
[10] surgeryresearch
[10] nimhans
[10] bangalore

Top Hashtags in Tweet in G8:
[21] some4surgery
[19] rectalcancer
[5] colorectalsurgery
[4] breastcancer
[4] mibc
[4] miamitrial
[4] recralcancer
[4] ifso2018
[3] colorectalresearch
[2] toomuchtodotoolittletime

Top Hashtags in Tweet in G9:
[31] some4surgery
[8] artificialintelligence
[7] datascience
[4] surgery
[3] surgicalresearch
[3] sew2019
[3] colorectalresearch
[2] medstudent
[2] truth
[2] cartoons

Top Hashtags in Tweet in G10:
[18] some4surgery
[15] ssi
[7] patientsafety
[7] surgery
[5] surgicalresearch
[5] mis
[4] evidencebased
[4] protection
[4] incisional
[4] wound

Top Words in Tweet in Entire Graph:
[13860] Words in Sentiment List#1: Positive
[4806] Words in Sentiment List#2: Negative
[10] Words in Sentiment List#3: Angry/Violent
[349363] Non-categorized Words
[368029] Total Words
[15218] some4surgery
[3702] juliomayol
[2285] swexner
[1903] perbinder
[1809] colorectalsurgery

Top Words in Tweet in G1:
[2259] some4surgery
[581] juliomayol
[452] perbinder
[325] swexner
[324] surgery
[283] meded
[253] patients
[250] surgeons
[250] great
[226] plasticsurgery

Top Words in Tweet in G2:
[2188] some4surgery
[394] juliomayol
[343] aecirujanos
[293] cncirugia2018
[286] swexner
[286] surgery
[223] aischannel
[192] cirugía
[188] colorectalsurgery
[183] essonews

Top Words in Tweet in G3:
[7406] some4surgery
[2022] juliomayol
[1443] swexner
[1262] colorectalsurgery
[1018] perbinder
[874] gianlucapellino
[754] surgery
[663] me4_so
[662] alaael_hussuna
[660] surgicalresearch

Top Words in Tweet in G4:
[1998] some4surgery
[648] juliomayol
[285] perbinder
[226] surgical
[210] swexner
[209] s
[198] more
[182] training
[159] surgeons
[146] me4_so

Top Words in Tweet in G5:
[329] some4surgery
[314] scientists
[314] followers
[314] makers
[312] twitter
[312] reach
[311] gt
[311] 1000
[311] broader
[311] audience

Top Words in Tweet in G6:
[459] some4surgery
[139] bjsurgery
[89] surgicalresearch
[87] colorectalsurgery
[69] surgery
[65] colorectalresearch
[52] more
[50] great
[48] less
[48] ignore

Top Words in Tweet in G7:
[288] some4surgery
[123] neurosurgery
[87] up
[69] globalneurosurgery
[57] globalneurotrauma
[55] now
[55] surgery
[45] study
[44] outcomes
[43] great

Top Words in Tweet in G8:
[77] some4surgery
[53] surgery
[46] colorectalsurgery
[24] colorectalresearch
[23] seacm
[23] discussing
[23] rcts
[23] alliance_org
[23] evolution
[21] non

Top Words in Tweet in G9:
[47] some4surgery
[10] colorectalsurgery
[8] surgical
[8] better
[8] artificialintelligence
[8] surgery
[8] map
[7] 20
[7] reasons
[7] computer

Top Words in Tweet in G10:
[43] some4surgery
[26] ssi
[22] surgery
[15] patientsafety
[13] surgicalresearch
[11] patients
[8] infections
[8] prescientsurg
[7] reducing
[7] benefits

Top Word Pairs in Tweet in Entire Graph:
[574] colorectalsurgery,some4surgery
[390] some4surgery,colorectalsurgery
[369] juliomayol,perbinder
[360] twitter,followers
[357] scientists,gt
[357] gt,1000
[357] 1000,twitter
[357] followers,reach
[357] reach,broader
[357] broader,audience

Top Word Pairs in Tweet in G1:
[126] social,media
[114] plasticsurgery,some4surgery
[92] meded,some4surgery
[85] socialmedia,some4surgery
[80] juliomayol,perbinder
[69] some4surgery,meded
[68] surgtweeting,some4surgery
[68] change,plasticsurgery
[68] consent,form
[67] real,consent

Top Word Pairs in Tweet in G2:
[116] cncirugia2018,some4surgery
[107] collaboration,some4surgery
[79] collaborating,some4surgery
[75] some4surgery,aecirujanos
[64] juliomayol,some4surgery
[59] thank,recent
[59] aecirujanos,some4surgery
[53] looking,forward
[52] some4surgery,colorectalsurgery
[51] colorectalsurgery,some4surgery

Top Word Pairs in Tweet in G3:
[404] colorectalsurgery,some4surgery
[249] some4surgery,colorectalsurgery
[235] surgicalresearch,some4surgery
[234] colorectalresearch,some4surgery
[209] some4surgery,surgicalresearch
[190] colorectalsurgery,colorectalresearch
[178] antoninospin,debby_keller
[178] debby_keller,bjsurgery
[178] ksoreide,jcalverdy
[178] jcalverdy,esthefaniapena

Top Word Pairs in Tweet in G4:
[92] juliomayol,perbinder
[77] some4surgery,juliomayol
[76] put,down
[73] surgical,training
[69] training,styles
[69] styles,one
[69] one,grid
[69] grid,s
[69] s,oversimplified
[69] oversimplified,think

Top Word Pairs in Tweet in G5:
[311] scientists,gt
[311] gt,1000
[311] 1000,twitter
[311] twitter,followers
[311] followers,reach
[311] reach,broader
[311] broader,audience
[311] audience,including
[311] including,educational
[311] educational,organizations

Top Word Pairs in Tweet in G6:
[43] some4surgery,surgicalresearch
[37] colorectalsurgery,colorectalresearch
[35] screening,colorectalcancer
[31] around,world
[31] some4surgery,more
[30] ok,some4surgery
[30] more,balanced
[30] balanced,bbcnews
[30] bbcnews,article
[30] article,tweeting

Top Word Pairs in Tweet in G7:
[42] sign,up
[37] globalneurotrauma,outcomes
[37] outcomes,study
[30] globalneurosurgery,some4surgery
[30] neurosurgery,some4surgery
[29] study,nearly
[29] hospitals,already
[29] already,signed
[29] signed,up
[29] up,sign

Top Word Pairs in Tweet in G8:
[31] colorectalsurgery,some4surgery
[19] brief,tweetorial
[19] tweetorial,help
[19] help,seacm
[19] seacm,discussing
[19] discussing,laparoscopic
[19] laparoscopic,surgery
[19] surgery,rectalcancer
[19] rectalcancer,challenges
[19] challenges,interpreting

Top Word Pairs in Tweet in G9:
[9] some4surgery,colorectalsurgery
[7] 20,reasons
[7] reasons,computer
[7] computer,make
[7] make,better
[7] better,doctor
[7] doctor,human
[7] human,artificialintelligence
[7] artificialintelligence,datascience
[7] datascience,some4surgery

Top Word Pairs in Tweet in G10:
[8] surgicalresearch,some4surgery
[6] evidencebased,standards
[6] patients,undergoing
[5] during,surgery
[5] surgery,safer
[5] some4surgery,patientsafety
[4] infectious,complications
[4] risk,ssi
[4] recent,meta
[4] meta,analysis

Top Replied-To in Entire Graph:
[831] juliomayol
[210] alaael_hussuna
[164] perbinder
[101] swexner
[96] gmacscotland
[80] rebgross
[64] lliheus
[53] escp_tweets
[48] nhilsi
[44] researchactive

Top Replied-To in G1:
[119] juliomayol
[73] perbinder
[26] alaael_hussuna
[22] gmacscotland
[20] swexner
[12] dnepo
[11] ksoreide
[11] logghemd
[10] nirajgusani
[9] brennansurgeon

Top Replied-To in G2:
[59] juliomayol
[30] aecirujanos
[27] swexner
[14] essonews
[11] gmacscotland
[10] polom_karol
[9] rebgross
[8] alaael_hussuna
[7] rncsantander
[6] ksoreide

Top Replied-To in G3:
[478] juliomayol
[162] alaael_hussuna
[60] perbinder
[55] rebgross
[53] swexner
[53] gmacscotland
[46] escp_tweets
[44] lliheus
[32] a160186
[32] nhilsi

Top Replied-To in G4:
[159] juliomayol
[22] perbinder
[17] medicalaxioms
[14] rebgross
[13] alaael_hussuna
[11] lliheus
[10] gmacscotland
[6] nhilsi
[6] ahmedkayssi
[5] jvascsurg

Top Replied-To in G6:
[10] juliomayol
[5] perbinder
[4] nizammamode
[2] ib9994
[1] enenbee
[1] bjsurgery
[1] jjearnshaw
[1] rncsantander
[1] jamestoml1
[1] nhilsi

Top Replied-To in G7:
[7] realbrainbook
[7] djcsd
[5] wfnshq
[4] newcastlehosps
[3] juliomayol
[2] ajcook
[1] faithcrobertson
[1] globalneurosurg
[1] ukneurosurgeon
[1] fezaremzimd

Top Replied-To in G8:
[2] juliomayol
[1] amirbastawrous
[1] drdemo_adeyeye

Top Replied-To in G10:
[3] hayfarani
[2] ham_neg
[1] gensurgnews
[1] richard16066527

Top Mentioned in Entire Graph:
[2739] juliomayol
[2124] swexner
[1717] perbinder
[1137] gianlucapellino
[952] me4_so
[827] bjsurgery
[808] debby_keller
[732] ksoreide
[730] celestinogutirr
[724] profw_edinsurg

Top Mentioned in G1:
[449] juliomayol
[372] perbinder
[300] swexner
[122] me4_so
[117] profdemartines
[111] brennansurgeon
[111] celestinogutirr
[108] gianlucapellino
[95] debby_keller
[92] amcollsurgeons

Top Mentioned in G2:
[323] juliomayol
[305] aecirujanos
[249] swexner
[221] aischannel
[165] essonews
[134] antoniodelacy
[131] perbinder
[103] siq_aecirujanos
[102] gianlucapellino
[101] me4_so

Top Mentioned in G3:
[1459] juliomayol
[1351] swexner
[948] perbinder
[850] gianlucapellino
[593] debby_keller
[571] me4_so
[515] profw_edinsurg
[499] ksoreide
[491] researchactive
[484] celestinogutirr

Top Mentioned in G4:
[468] juliomayol
[258] perbinder
[203] swexner
[140] me4_so
[120] vascularsvs
[117] bcm_surgery
[82] gmacscotland
[72] gianlucapellino
[67] ksoreide
[67] bjsurgery

Top Mentioned in G5:
[3] ramosdelamedina
[2] mxsurg
[1] burdenofgenius
[1] nihr_gsu
[1] aneelbhangu
[1] ewenharrison
[1] brucebiccard
[1] bjsurgery

Top Mentioned in G6:
[137] bjsurgery
[30] bbcnews
[28] juliomayol
[25] burdenofgenius
[25] ourmedschool
[18] samatallahmd
[17] tamissurgeon
[17] tatmesurgery
[17] oviedomedical
[17] floridahospital

Top Mentioned in G7:
[25] wfnshq
[22] the_sbns
[22] global_neuro
[18] cuh_nhs
[18] faithcrobertson
[17] camneuro
[12] alexalamri
[11] realbrainbook
[9] thejns
[8] worldneurosurg

Top Mentioned in G8:
[23] seacm
[23] alliance_org
[8] fionamacneill1
[5] hgok
[4] absgbi
[4] idealcollab
[4] akhajuria
[4] 1londonbreast
[4] jsvaidya
[4] themammaryfold1

Top Mentioned in G9:
[1] surgeryhttp

Top Mentioned in G10:
[8] prescientsurg
[4] snunow
[4] surgjournal
[4] cleancision
[3] ihpba
[3] harvard
[3] traumamgh
[3] prescientjeremy
[3] ucsfsurgery
[3] shea_epi

Please ignore the following information - this is artefact from the process of combining GraphML files.

Top Tweeters in Entire Graph:
[1550680] marshawright
[904665] lopezgovlaw
[823118] delta
[781686] missyjo79
[693701] mccarrenbill
[552929] gallimaufrey777
[479459] beingexample
[464573] chilhon2016lap
[449634] waweru
[445792] gis_sharer

Top Tweeters in G1:
[1550680] marshawright
[823118] delta
[781686] missyjo79
[693701] mccarrenbill
[464573] chilhon2016lap
[449634] waweru
[378265] marshacollier
[364519] jchapman1729
[358544] ltd_to_two
[324166] natricer

Top Tweeters in G2:
[479459] beingexample
[405867] ketaminh
[387307] lawrence_abath1
[371383] elperiodico
[343514] 815wrldtrvlr
[332586] rockybalboahp
[235384] wallacegeorge7
[219098] salemyousef3
[185549] sirrockstone
[165066] snezanajevticbg

Top Tweeters in G3:
[904665] lopezgovlaw
[445792] gis_sharer
[229108] gvalan
[224559] caring_mobile
[223052] rmathematicus
[213251] paulpaul49
[157312] theeconomist
[153610] yamatho2
[142925] holland_tom
[106360] silv24

Top Tweeters in G4:
[289790] ebtesam00369622
[277067] latanace
[261817] wsj
[194085] parvez1
[181434] houstonchron
[171778] juliomayol
[148432] bmolotov
[143925] iquitsmoking_1
[134969] rafaeltimermans
[133706] soniarivera858

Top Tweeters in G5:
[241925] nikt50
[168846] cyndieannett
[154526] drferdowsi
[149522] ganjasmokercb
[122679] mary_b_68
[111128] georgebludger
[100839] psychdrd
[91851] indianadiez
[87263] norionakatsuji
[78527] jseita

Top Tweeters in G6:
[552929] gallimaufrey777
[367638] bbcnews
[95765] stefanoppk
[94329] bendean1979
[91032] johnnosta
[70045] drol007
[51480] poximuz
[44317] cuckooqueen
[38645] lgoodbu
[35506] m5zngi

Top Tweeters in G7:
[153483] hyhutriangle
[107491] bsbreastcancer
[79243] wireduk
[76656] kickbraintumors
[65133] christheeagle1
[45846] sladegrantham
[29754] ffs_050
[28240] universityfour
[26673] asiritrauma1
[24780] braintumourorg

Top Tweeters in G8:
[47772] otjonline
[25649] providence_hlth
[13151] amro_jastaniah
[12295] mpmok
[9630] jofmir
[5197] ahmerkarimuddin
[4338] idealcollab
[2537] leo708
[2449] adbeggs
[2235] acute_care_doc

Top Tweeters in G9:
[308845] firefly_fan
[296313] nigelbigmeech
[202601] infopronetwork
[180916] pash22
[75356] mlalanda
[68403] xinneehp
[67731] m_shamsii
[42347] tutormentorteam
[37213] hearing4kids
[9678] artritismalaga

Top Tweeters in G10:
[46866] startup_update_
[39933] harvard
[12525] uchicagomed
[11229] iu_health
[8815] cityofhope
[7968] stokes_mts
[5263] bigfamilycom
[4314] beavercreekmtn
[4243] shea_epi
[3353] wkethman

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