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@bjsurgery OR @bjsopen OR @annalsofsurgery OR @JAMASurgery Twitter NodeXL SNA Map and Report for Sat
@bjsurgery OR @bjsopen OR @annalsofsurgery OR @JAMASurgery Twitter NodeXL SNA Map and Report for Sat
From:
scotpublichealth
Uploaded on:
November 18, 2017
Short Description:
@bjsurgery OR @bjsopen OR @annalsofsurgery OR @JAMASurgery via NodeXL http://bit.ly/2AbuWI7
@annalsofsurgery
@jamasurgery
@bjsurgery

Description:
Description
The graph represents a network of 939 Twitter users whose recent tweets contained "@bjsurgery OR @bjsopen OR @annalsofsurgery OR @JAMASurgery", 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 Saturday, 18 November 2017 at 19:51 UTC.

The tweets in the network were tweeted over the 10-day, 4-hour, 37-minute period from Wednesday, 08 November 2017 at 15:09 UTC to Saturday, 18 November 2017 at 19:47 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 : 939
Unique Edges : 1716
Edges With Duplicates : 1204
Total Edges : 2920
Self-Loops : 132
Reciprocated Vertex Pair Ratio : 0.0466294982260517
Reciprocated Edge Ratio : 0.0891041162227603
Connected Components : 12
Single-Vertex Connected Components : 9
Maximum Vertices in a Connected Component : 914
Maximum Edges in a Connected Component : 2897
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.123249
Graph Density : 0.0023445074944765
Modularity : 0.467907
NodeXL Version : 1.0.1.389

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[93] http://journals.lww.com/annalsofsurgery/Abstract/publishahead/Gender_and_Specialty_Influences_on_Personal_and.95846.aspx
[27] http://journals.lww.com/annalsofsurgery/Abstract/publishahead/A_Novel_Method_of_Setting_Performance_Standards_in.95860.aspx
[25] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.3132?utm_source=TWITTER&utm_medium=social_jn&utm_term=1143960466&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44442921
[25] http://journals.lww.com/annalsofsurgery/Abstract/publishahead/Surgeons__Perceptions_Toward_Providing_Care_for.95850.aspx
[22] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.0904?utm_source=TWITTER&utm_medium=social_jn&utm_term=1143962771&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44442959
[20] http://ovidsp.tx.ovid.com/sp-3.27.1a/ovidweb.cgi?WebLinkFrameset=1&S=LBKLFPPEBBDDDPAHNCFKGFGCGDNOAA00&returnUrl=ovidweb.cgi%3FMain%2BSearch%2BPage%3D1%26S%3DLBKLFPPEBBDDDPAHNCFKGFGCGDNOAA00&directlink=http://ovidsp.tx.ovid.com/ovftpdfs/FPDDNCGCGFAHBB00/fs047/ovft/live/gv031/00000658/00000658-900000000-95829.pdf&filename=Enhanced+Recovery+Protocols+(ERP):++Need+for+Action.&navigation_links=NavLinks.S.sh.22.1&link_from=S.sh.22|1&pdf_key=FPDDNCGCGFAHBB00&pdf_index=/fs047/ovft/live/gv031/00000658/00000658-900000000-95829&D=ovft&link_set=S.sh.22|1|sl_11031742|resultSet|S.sh.22.23|0
[16] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.0904?utm_source=TWITTER&utm_medium=social_jn&utm_term=1156569998&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44732035
[16] http://www.mdedge.com/acssurgerynews/article/151872/hernia/frailty-not-age-predicted-complications-after-ambulatory
[11] http://onlinelibrary.wiley.com/doi/10.1002/bjs5.2017.1.issue-4/issuetoc?hootPostID=5f9e28f0fe9b46202d0d7beaf4462009
[10] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.3827?utm_source=TWITTER&utm_medium=social_jn&utm_term=1156566039&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44731903

Top URLs in Tweet in G1:
[79] http://journals.lww.com/annalsofsurgery/Abstract/publishahead/Gender_and_Specialty_Influences_on_Personal_and.95846.aspx
[19] http://journals.lww.com/annalsofsurgery/Abstract/publishahead/A_Novel_Method_of_Setting_Performance_Standards_in.95860.aspx
[19] http://journals.lww.com/annalsofsurgery/Abstract/publishahead/Surgeons__Perceptions_Toward_Providing_Care_for.95850.aspx
[15] http://ovidsp.tx.ovid.com/sp-3.27.1a/ovidweb.cgi?WebLinkFrameset=1&S=LBKLFPPEBBDDDPAHNCFKGFGCGDNOAA00&returnUrl=ovidweb.cgi%3FMain%2BSearch%2BPage%3D1%26S%3DLBKLFPPEBBDDDPAHNCFKGFGCGDNOAA00&directlink=http://ovidsp.tx.ovid.com/ovftpdfs/FPDDNCGCGFAHBB00/fs047/ovft/live/gv031/00000658/00000658-900000000-95829.pdf&filename=Enhanced+Recovery+Protocols+(ERP):++Need+for+Action.&navigation_links=NavLinks.S.sh.22.1&link_from=S.sh.22|1&pdf_key=FPDDNCGCGFAHBB00&pdf_index=/fs047/ovft/live/gv031/00000658/00000658-900000000-95829&D=ovft&link_set=S.sh.22|1|sl_11031742|resultSet|S.sh.22.23|0
[5] http://journals.lww.com/annalsofsurgery/Citation/publishahead/Inside_Baseball_leveling_the_Playing_Field_in_the.95835.aspx
[4] http://journals.lww.com/annalsofsurgery/Citation/publishahead/Surveillance_of_Surgical_Meshes_in_Ventral_Hernias.95837.aspx
[4] http://journals.lww.com/annalsofsurgery/Fulltext/2017/01000/Stopping_the_Bleeding_Is_Not_Enough.9.aspx
[3] http://journals.lww.com/annalsofsurgery/Fulltext/2017/07000/Synbiotic_Therapy_With_Surgery_for_Chronic.44.aspx?utm_source=dlvr.it&utm_medium=twitter
[3] http://journals.lww.com/annalsofsurgery/Fulltext/2017/04000/Annals_of_Surgery_Looks_at_The_Opioid_Crisis.11.aspx?utm_source=dlvr.it&utm_medium=twitter
[3] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.3132?utm_source=TWITTER&utm_medium=social_jn&utm_term=1143960466&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44442921

Top URLs in Tweet in G2:
[22] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.0904?utm_source=TWITTER&utm_medium=social_jn&utm_term=1143962771&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44442959
[21] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.3132?utm_source=TWITTER&utm_medium=social_jn&utm_term=1143960466&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44442921
[15] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.0904?utm_source=TWITTER&utm_medium=social_jn&utm_term=1156569998&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44732035
[15] http://www.mdedge.com/acssurgerynews/article/151872/hernia/frailty-not-age-predicted-complications-after-ambulatory
[10] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.3827?utm_source=TWITTER&utm_medium=social_jn&utm_term=1156566039&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44731903
[9] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.2888?utm_source=TWITTER&utm_medium=social_jn&utm_term=1100449274&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44522056
[7] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.4477?utm_source=TWITTER&utm_medium=social_jn&utm_term=1133563194&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44477861
[7] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.0904?utm_source=TWITTER&utm_medium=social_jn&utm_term=1156567238&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44731947
[6] http://jamanetwork.com/journals/jamasurgery/fullarticle/10.1001/jamasurg.2017.2155?utm_source=TWITTER&utm_medium=social_jn&utm_term=1154351754&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44758290
[6] http://journals.lww.com/annalsofsurgery/Abstract/publishahead/Gender_and_Specialty_Influences_on_Personal_and.95846.aspx

Top URLs in Tweet in G3:
[10] http://onlinelibrary.wiley.com/doi/10.1002/bjs5.2017.1.issue-4/issuetoc?hootPostID=5f9e28f0fe9b46202d0d7beaf4462009
[7] http://journals.lww.com/annalsofsurgery/Abstract/publishahead/Gender_and_Specialty_Influences_on_Personal_and.95846.aspx
[6] http://onlinelibrary.wiley.com/doi/10.1002/bjs.10719/abstract
[6] http://onlinelibrary.wiley.com/doi/10.1002/bjs.10664/abstract
[6] http://onlinelibrary.wiley.com/doi/10.1002/bjs.10578/full
[6] http://onlinelibrary.wiley.com/doi/10.1002/bjs.10612/full
[6] http://onlinelibrary.wiley.com/doi/10.1002/bjs.10767/full/
[6] http://onlinelibrary.wiley.com/doi/10.1002/bjs.10767/full
[5] http://onlinelibrary.wiley.com/doi/10.1002/bjs.10578/abstract
[5] http://onlinelibrary.wiley.com/doi/10.1002/bjs.2017.104.issue-13/issuetoc?%3Fcampaign%3DBJSurg_Twitter=%3Fcampaign%3DBJSurg_Twitter&hootPostID=7eddb065fac5dd6d0058d7cbcd138fa4

Top URLs in Tweet in G4:
[2] https://twitter.com/bjsurgery/status/924756662862434304
[2] http://onlinelibrary.wiley.com/doi/10.1002/bjs.10595/abstract
[1] https://twitter.com/i/web/status/931243820741734407
[1] https://twitter.com/i/web/status/931132267447152640
[1] https://www.ncbi.nlm.nih.gov/m/pubmed/28924397/?i=2&from=steven%20wexner
[1] https://twitter.com/i/web/status/928410801366593536
[1] https://www.rcseng.ac.uk/login/?returnUrl=%2Fmy-account%2Fmyathens?utm_campaign=Etoc%20January%202017&utm_medium=email&utm_source=CMA_THE%20ROYAL%20COLLEGE%20OF%20SURGEONS%20OF%20ENGLAND&utm_content=?utm_campaign=Feb%20Etoc%20%202017&utm_content=?utm_campaign=Etoc%20March%202017&utm_source=CMA_THE%20ROYAL?utm_campaign=Etoc%20May%202017&utm_content=&dm_i=4D4N,4H5X,117ZFE,HGJ8,1
[1] https://twitter.com/i/web/status/931120698818465792
[1] http://onlinelibrary.wiley.com/doi/10.1002/bjs5.2017.1.issue-4/issuetoc?hootPostID=5f9e28f0fe9b46202d0d7beaf4462009
[1] https://twitter.com/i/web/status/930882361402765313

Top URLs in Tweet in G5:
[3] https://twitter.com/bjsurgery/status/931865693066289152
[1] https://twitter.com/i/web/status/930465819116568577
[1] https://twitter.com/i/web/status/929933243234836480
[1] http://onlinelibrary.wiley.com/doi/10.1002/bjs.2017.104.issue-13/issuetoc?%3Fcampaign%3DBJSurg_Twitter=%3Fcampaign%3DBJSurg_Twitter&hootPostID=7eddb065fac5dd6d0058d7cbcd138fa4
[1] https://jamanetwork.com/journals/jama/fullarticle/2661556?utm_source=TWITTER&utm_medium=social_jn&utm_term=1150795631&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=44611459
[1] http://journals.lww.com/annalsofsurgery/Fulltext/2017/07000/Synbiotic_Therapy_With_Surgery_for_Chronic.44.aspx?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.bjs.co.uk/article/the-future-for-laparoscopic-rectal-cancer-surgery/#.WgrYHqPVaJg.twitter
[1] http://ovidsp.tx.ovid.com/sp-3.27.1a/ovidweb.cgi?WebLinkFrameset=1&S=LBKLFPPEBBDDDPAHNCFKGFGCGDNOAA00&returnUrl=ovidweb.cgi%3FMain%2BSearch%2BPage%3D1%26S%3DLBKLFPPEBBDDDPAHNCFKGFGCGDNOAA00&directlink=http://ovidsp.tx.ovid.com/ovftpdfs/FPDDNCGCGFAHBB00/fs047/ovft/live/gv031/00000658/00000658-900000000-95829.pdf&filename=Enhanced+Recovery+Protocols+(ERP):++Need+for+Action.&navigation_links=NavLinks.S.sh.22.1&link_from=S.sh.22|1&pdf_key=FPDDNCGCGFAHBB00&pdf_index=/fs047/ovft/live/gv031/00000658/00000658-900000000-95829&D=ovft&link_set=S.sh.22|1|sl_11031742|resultSet|S.sh.22.23|0
[1] http://journals.lww.com/annalsofsurgery/Abstract/publishahead/Gender_and_Specialty_Influences_on_Personal_and.95846.aspx
[1] https://twitter.com/jasonpriem/status/926566948351209472

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/931365861197275136
[1] http://journals.lww.com/annalsofsurgery/Abstract/publishahead/A_Novel_Method_of_Setting_Performance_Standards_in.95860.aspx
[1] https://twitter.com/i/web/status/928633515222192128
[1] https://twitter.com/i/web/status/928583151961755649
[1] https://twitter.com/i/web/status/928581839345848321
[1] https://twitter.com/i/web/status/928482735743582208

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/931562011737149440
[1] https://twitter.com/i/web/status/931546069724430336
[1] https://twitter.com/i/web/status/931542426812067841
[1] http://journals.lww.com/annalsofsurgery/Abstract/publishahead/Surgeons__Perceptions_Toward_Providing_Care_for.95850.aspx

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/929790160660717568

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/928953251784994816

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/928664888448356353
[1] https://twitter.com/i/web/status/929350522099961856
[1] https://twitter.com/i/web/status/929447129894014977
[1] https://twitter.com/i/web/status/929824016231215106
[1] https://twitter.com/i/web/status/930393932026073091
[1] https://twitter.com/i/web/status/930806410761220102
[1] https://twitter.com/i/web/status/931160106879934464
[1] https://twitter.com/i/web/status/931288610128781312
[1] https://twitter.com/i/web/status/931961478017703937

Top Domains
Top Domains in Tweet in Entire Graph:
[244] twitter.com
[221] jamanetwork.com
[178] lww.com
[86] wiley.com
[20] ovid.com
[16] t.co
[16] mdedge.com
[5] co.uk
[4] nih.gov
[2] elsevierhealth.com

Top Domains in Tweet in G1:
[146] lww.com
[52] twitter.com
[15] ovid.com
[6] jamanetwork.com
[2] elsevierhealth.com
[1] mdedge.com
[1] wiley.com
[1] t.co
[1] nih.gov

Top Domains in Tweet in G2:
[205] jamanetwork.com
[20] twitter.com
[16] lww.com
[15] mdedge.com
[14] t.co
[2] doctorslounge.com
[2] wiley.com
[2] ovid.com
[2] fiercehealthcare.com
[1] jama.com

Top Domains in Tweet in G3:
[115] twitter.com
[77] wiley.com
[10] lww.com
[7] jamanetwork.com
[2] co.uk
[2] ovid.com
[2] fb.me
[1] symplur.com
[1] t.co
[1] businesswire.com

Top Domains in Tweet in G4:
[18] twitter.com
[4] wiley.com
[1] nih.gov
[1] ac.uk
[1] lww.com
[1] jamanetwork.com

Top Domains in Tweet in G5:
[8] twitter.com
[2] wiley.com
[2] lww.com
[1] jamanetwork.com
[1] co.uk
[1] ovid.com

Top Domains in Tweet in G6:
[5] twitter.com
[1] lww.com

Top Domains in Tweet in G7:
[3] twitter.com
[1] lww.com

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

Top Domains in Tweet in G9:
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[68] surgicalresearch
[56] visualabstract
[33] seiq2017
[29] some
[27] roboticsurgery
[27] opioid
[22] colorectalsurgery
[20] socialmedia
[16] openaccess
[16] antibiotics



Top Hashtags in Tweet in G1:
[17] visualabstract
[8] tssmn
[8] mwsc17
[7] coloncancer
[5] colorectalsurgery
[5] eras
[4] empathy
[4] curiosity
[4] opioid
[4] stopthebleed

Top Hashtags in Tweet in G2:
[27] visualabstract
[22] opioid
[16] antibiotics
[16] ssi
[16] colorectalcancer
[9] innovation
[6] trauma
[6] infections
[6] overlapping
[5] medicare

Top Hashtags in Tweet in G3:
[53] surgicalresearch
[32] seiq2017
[24] some
[23] roboticsurgery
[18] socialmedia
[13] openaccess
[11] visualabstract
[9] visualabstracts
[9] gifabstract
[9] rct

Top Hashtags in Tweet in G4:
[7] colorectalsurgery
[5] surgery
[4] ficare17
[4] some
[4] surgtweeting
[4] gsnihr17
[2] surgicalresearch
[2] visualabstracts
[1] roboticsurgery
[1] openaccess

Top Hashtags in Tweet in G5:
[7] surgicalresearch
[6] surgtweeting
[4] boom
[3] colorectalsurgery
[2] surgery
[2] gsnihr17
[2] roboticsurgery
[2] strategy
[2] earlyview
[2] openaccess

Top Hashtags in Tweet in G10:
[1] frailty
[1] research

Top Words
Top Words in Tweet in Entire Graph:
[717] Words in Sentiment List#1: Positive
[422] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[20857] Non-categorized Words
[21996] Total Words
[591] bjsurgery
[443] annalsofsurgery
[343] jamasurgery
[248] surgical
[223] surgery

Top Words in Tweet in G1:
[330] annalsofsurgery
[80] trainees
[80] visualabstra
[79] gender
[79] specialty
[79] influences
[79] personal
[79] professional
[79] life
[55] resection

Top Words in Tweet in G2:
[308] jamasurgery
[134] surgery
[96] surgical
[88] frailty
[86] w
[79] common
[73] ambulatory
[62] site
[62] pts
[59] prevention

Top Words in Tweet in G3:
[480] bjsurgery
[147] juliomayol
[105] surgical
[63] bjsopen
[58] bjs
[53] surgicalresearch
[52] jjearnshaw
[47] year
[43] value
[43] dec

Top Words in Tweet in G4:
[37] bjsurgery
[13] acpgbi
[12] dukes_club
[9] surgery
[9] britishhernia
[9] northern_acpgbi
[7] rcsnews
[7] colorectalsurgery
[7] researchactive
[7] eurohernias

Top Words in Tweet in G5:
[42] bjsurgery
[13] annalsofsurgery
[12] profg_edinsurg
[12] globalsurg
[12] officialnihr
[10] edinsurg
[10] edinburghuni
[10] uobsurgery
[10] warwickuni
[10] key

Top Words in Tweet in G6:
[6] mghsurgery
[6] annalsofsurgery
[5] stopping
[5] bleeding
[5] enough
[3] indeed
[3] piece
[3] need
[3] action
[2] laparoscopes

Top Words in Tweet in G7:
[3] john_byrn
[2] jamasurgery
[2] scottregenbogen
[2] hardimankarin
[2] ardenmorris1
[2] amysuwanabol
[2] markheals

Top Words in Tweet in G10:
[3] surgery
[3] risk
[2] double
[2] pertinent
[2] question
[2] common
[2] general
[2] opioid
[2] m

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[93] gender,specialty
[93] specialty,influences
[93] influences,personal
[93] personal,professional
[93] professional,life
[93] life,trainees
[92] annalsofsurgery,gender
[92] trainees,visualabstra
[72] surgical,site
[62] perioperative,morbidity

Top Word Pairs in Tweet in G1:
[79] gender,specialty
[79] specialty,influences
[79] influences,personal
[79] personal,professional
[79] professional,life
[79] life,trainees
[78] annalsofsurgery,gender
[78] trainees,visualabstra
[29] anastomotic,leak
[29] leak,impact

Top Word Pairs in Tweet in G2:
[62] surgical,site
[58] frailty,independently
[58] perioperative,morbidity
[58] common,ambulatory
[57] independently,assoc'd
[57] assoc'd,w
[57] w,perioperative
[57] morbidity,pts
[57] pts,undergoing
[57] undergoing,common

Top Word Pairs in Tweet in G3:
[40] bjsurgery,bjsopen
[32] surgical,research
[27] low,value
[27] 'useless',surgical
[27] surgical,masks
[27] scrapped,help
[27] help,save
[27] 150,million
[27] bjsurgery,dec
[27] redes,sociales

Top Word Pairs in Tweet in G4:
[7] researchactive,bjsurgery
[7] bjsurgery,britishhernia
[7] britishhernia,eurohernias
[7] eurohernias,acpgbi
[7] acpgbi,northern_acpgbi
[7] northern_acpgbi,mersey_acpgbi
[7] mersey_acpgbi,dukes_club
[4] asgbi,acpgbi
[4] dredfitzgerald,needs
[4] needs,much

Top Word Pairs in Tweet in G5:
[12] globalsurg,officialnihr
[10] officialnihr,edinsurg
[10] edinsurg,edinburghuni
[10] edinburghuni,uobsurgery
[10] uobsurgery,warwickuni
[10] warwickuni,key
[10] key,bjsurgery
[10] bjsurgery,paper
[10] paper,part
[10] part,discussion

Top Word Pairs in Tweet in G6:
[5] stopping,bleeding
[5] bleeding,enough
[4] mghsurgery,annalsofsurgery
[3] indeed,stopping
[3] enough,piece
[3] piece,mghsurgery
[3] annalsofsurgery,need
[3] need,action
[2] laparoscopes,indeed
[2] action,gop

Top Word Pairs in Tweet in G7:
[2] john_byrn,jamasurgery
[2] jamasurgery,scottregenbogen
[2] scottregenbogen,hardimankarin
[2] hardimankarin,ardenmorris1
[2] ardenmorris1,amysuwanabol
[2] amysuwanabol,markheals

Top Word Pairs in Tweet in G10:
[2] general,surgery

Top Replied-To
Top Replied-To in Entire Graph:
@bjsurgery
@juliomayol
@annalsofsurgery
@jamasurgery
@researchactive
@chitananda_nm
@ronacsmd
@caharrismd
@quannjt
@surgeryhpb

Top Replied-To in G1:
@annalsofsurgery
@chitananda_nm
@ronacsmd
@quannjt
@caharrismd
@lillianerdahl
@drchadb
@andrewmibrahim
@ppreville
@aatsjournals

Top Replied-To in G2:
@jamasurgery
@daceyseib
@ucsf_eastbay
@roberttessler
@annalsofsurgery

Top Replied-To in G3:
@bjsurgery
@juliomayol
@surgeryhpb
@fgomollon
@coloproctoaec
@neil_j_smart
@annalsofsurgery
@ahpba
@jjearnshaw
@cameobrien

Top Replied-To in G4:
@researchactive
@bjsurgery
@pelican_cancer
@rcsnews
@herniaresearch

Top Replied-To in G5:
@globalsurg

Top Replied-To in G6:
@drtiffanychao

Top Replied-To in G7:
@umichsurgery
@john_byrn

Top Replied-To in G8:
@rcvs_uk

Top Replied-To in G9:
@rouleauxclub

Top Mentioned
Top Mentioned in Entire Graph:
@bjsurgery
@annalsofsurgery
@jamasurgery
@juliomayol
@bjsopen
@jjearnshaw
@cdcgov
@nhsengland
@jcalverdy
@derekalderson1

Top Mentioned in G1:
@annalsofsurgery
@caharrismd
@womensurgeons
@adilhaidermd
@jamasurgery
@nchangoor
@bwhresearch
@bjsurgery
@andrewmibrahim
@debby_keller

Top Mentioned in G2:
@jamasurgery
@cdcgov
@annalsofsurgery
@amcollsurgeons
@camilla_wong
@bjsurgery
@brianhoward_md
@doctorslounge
@kchomskyhiggins
@hmkyale

Top Mentioned in G3:
@bjsurgery
@juliomayol
@bjsopen
@jjearnshaw
@nhsengland
@annalsofsurgery
@jcalverdy
@derekalderson1
@des_winter
@nodexl

Top Mentioned in G4:
@bjsurgery
@acpgbi
@dukes_club
@britishhernia
@northern_acpgbi
@eurohernias
@mersey_acpgbi
@rcsnews
@swexner
@annalsofsurgery

Top Mentioned in G5:
@bjsurgery
@annalsofsurgery
@profg_edinsurg
@officialnihr
@globalsurg
@edinsurg
@edinburghuni
@uobsurgery
@warwickuni
@bjsopen

Top Mentioned in G6:
@mghsurgery
@annalsofsurgery
@laparoscopes
@gop
@peter_masiakos
@cornelialg
@traumamgh

Top Mentioned in G7:
@john_byrn
@jamasurgery
@scottregenbogen
@hardimankarin
@ardenmorris1
@amysuwanabol
@markheals
@georgoff
@vnikolian
@annalsofsurgery

Top Mentioned in G8:
@veterinaryrecor
@britishvets
@rcvsknowledge
@bvzspresident
@thebsava
@rzss
@scottishspca

Top Mentioned in G9:
@pomctn
@ebpom
@aagbi
@anaes_journal
@asitofficial
@starsurguk
@globalsurg
@ucl
@ucldivofsurgery

Top Tweeters
Top Tweeters in Entire Graph:
@rigotordoc
@telegraph
@pfanderson
@forbes
@vicentelozadab
@pash22
@physorg_health
@lugwaja
@manyez
@juliomayol

Top Tweeters in G1:
@rigotordoc
@pfanderson
@todoenpcve
@tomvarghesejr
@clifford0584
@deusex_mac
@dbarrath
@richduszak
@drdamodhar
@neilflochmd

Top Tweeters in G2:
@forbes
@physorg_health
@mmbangor
@ruthhalleran
@stuart_harker
@ferniemachado
@cancerwallonia
@drroykim
@jaygeorge60
@franckraleur

Top Tweeters in G3:
@telegraph
@vicentelozadab
@manyez
@juliomayol
@eduardgtoledano
@hidalg0_0
@soriano_p
@boticariagarcia
@sminaev2015
@adetimi_

Top Tweeters in G4:
@pash22
@peer__reviewer
@swexner
@crohnscolitisfn
@crohnscolitisuk
@4_0vicryl
@rambodoc
@getgutsycanada
@crohnscolitisfr
@rcsnews

Top Tweeters in G5:
@lugwaja
@warwickuni
@officialnihr
@markataylor16
@theg4alliance
@globalsurg
@surg_f
@dredfitzgerald
@edinburghuni
@heatheryeomd

Top Tweeters in G6:
@gop
@hayfarani
@laparoscopes
@mghsurgery
@drkristahaines
@annajdare
@cornelialg
@traumamgh
@drtiffanychao
@zhivenfongmd

Top Tweeters in G7:
@vnikolian
@scottregenbogen
@umichsurgery
@markheals
@georgoff
@a_motameni
@ardenmorris1
@hardimankarin
@amysuwanabol
@john_byrn

Top Tweeters in G8:
@britishvets
@thebsava
@scottishspca
@rcvs_uk
@rcvsknowledge
@rzss
@bvzspresident
@wildlifesurgery
@veterinaryrecor

Top Tweeters in G9:
@aagbi
@starsurguk
@anaes_journal
@ucl
@tobyrichardsucl
@ucldivofsurgery
@ebpom
@pomctn
@rouleauxclub

Top Tweeters in G10:
@krchhabra
@pmartinezmd
@geri_onc
@nestorherraiz
@janpkaminskimd
@ali_aminian_md
@malas_mahmoud
@vericelcorp
@gurdeepmannu