http://jamanetwork.com/journals/jama/fullarticle/2624332, Twitter, 4/30/2017 1:11:38 PM, 104966


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http://jamanetwork.com/journals/jama/fullarticle/2624332 Twitter NodeXL SNA Map and Report for Sunda
http://jamanetwork.com/journals/jama/fullarticle/2624332 Twitter NodeXL SNA Map and Report for Sunda
From:
scotpublichealth
Uploaded on:
April 30, 2017
Short Description:
http://jamanetwork.com/journals/jama/fullarticle/2624332 via NodeXL http://bit.ly/2qlg2af
@donberwick
@saranya_loehrer
@jama_current

Description:
Description
The graph represents a network of 418 Twitter users whose recent tweets contained "http://jamanetwork.com/journals/jama/fullarticle/2624332", 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 Sunday, 30 April 2017 at 13:06 UTC.

The tweets in the network were tweeted over the 2-day, 21-hour, 6-minute period from Thursday, 27 April 2017 at 15:54 UTC to Sunday, 30 April 2017 at 13:00 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 : 418
Unique Edges : 614
Edges With Duplicates : 54
Total Edges : 668
Self-Loops : 73
Reciprocated Vertex Pair Ratio : 0.00351493848857645
Reciprocated Edge Ratio : 0.00700525394045534
Connected Components : 66
Single-Vertex Connected Components : 50
Maximum Vertices in a Connected Component : 326
Maximum Edges in a Connected Component : 576
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.123051
Graph Density : 0.00327584822094478
Modularity : 0.517289
NodeXL Version : 1.0.1.379

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[252] http://jamanetwork.com/journals/jama/fullarticle/2624332
[4] http://jamanetwork.com.linkis.com/yd3bf
[3] http://jamanetwork.com.linkis.com/qDYbP
[3] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIfi_DHi4Y.twitter
[2] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQI38KiV6nQ.twitter
[2] http://linkis.com/jamanetwork.com/jour/kGM3C
[2] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIpf8F2y2U.twitter
[2] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIzvXNaw8c.twitter
[1] https://www.linkedin.com/slink?code=dZsHChD
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=043017#.WQU2c-RpeMc.twitter

Top URLs in Tweet in G1:
[183] http://jamanetwork.com/journals/jama/fullarticle/2624332
[1] https://twitter.com/i/web/status/857811048228933633
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=043017#.WQU2c-RpeMc.twitter
[1] http://linkis.com/KqMaX
[1] https://twitter.com/i/web/status/858006907373723651
[1] https://twitter.com/i/web/status/857775288893059072

Top URLs in Tweet in G2:
[20] http://jamanetwork.com/journals/jama/fullarticle/2624332
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIiUWgqUHw.twitter
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIiWug_VIg.twitter
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIkOBYV9vs.twitter
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIl0lBAFb8.twitter
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIqi-KOe90.twitter
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIrqXZ0Rb8.twitter
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIu4GfC68M.twitter
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIxPJi9ccw.twitter
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332#.WQI5vWrbclk.twitter

Top URLs in Tweet in G3:
[9] http://jamanetwork.com/journals/jama/fullarticle/2624332
[2] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIzvXNaw8c.twitter
[1] https://twitter.com/i/web/status/857636326279172101
[1] https://twitter.com/i/web/status/857635716272095233
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIVyaCZjIo.twitter

Top URLs in Tweet in G4:
[9] http://jamanetwork.com/journals/jama/fullarticle/2624332
[3] http://jamanetwork.com.linkis.com/qDYbP
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042817#.WQM8BYvLlzN.twitter

Top URLs in Tweet in G5:
[4] http://jamanetwork.com/journals/jama/fullarticle/2624332
[1] https://twitter.com/i/web/status/857887113878147072

Top URLs in Tweet in G6:
[9] http://jamanetwork.com/journals/jama/fullarticle/2624332

Top URLs in Tweet in G7:
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332

Top URLs in Tweet in G8:
[2] http://jamanetwork.com/journals/jama/fullarticle/2624332?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=042717#.WQIpf8F2y2U.twitter
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332

Top URLs in Tweet in G9:
[2] http://linkis.com/jamanetwork.com/jour/kGM3C
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332

Top URLs in Tweet in G10:
[4] http://jamanetwork.com.linkis.com/yd3bf
[1] http://jamanetwork.com/journals/jama/fullarticle/2624332

Top Domains
Top Domains in Tweet in Entire Graph:
[293] jamanetwork.com
[15] linkis.com
[9] twitter.com
[4] linkedin.com
[2] fb.me

Top Domains in Tweet in G1:
[184] jamanetwork.com
[3] twitter.com
[1] linkis.com

Top Domains in Tweet in G2:
[44] jamanetwork.com
[3] linkedin.com
[2] twitter.com
[2] linkis.com
[2] fb.me

Top Domains in Tweet in G3:
[12] jamanetwork.com
[2] twitter.com

Top Domains in Tweet in G4:
[10] jamanetwork.com
[3] linkis.com

Top Domains in Tweet in G5:
[4] jamanetwork.com
[1] twitter.com

Top Domains in Tweet in G6:
[9] jamanetwork.com

Top Domains in Tweet in G7:
[1] jamanetwork.com

Top Domains in Tweet in G8:
[3] jamanetwork.com

Top Domains in Tweet in G9:
[2] linkis.com
[1] jamanetwork.com

Top Domains in Tweet in G10:
[4] linkis.com
[1] jamanetwork.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[182] quality2017
[8] expofcare
[6] healthcare
[3] breakingtherulesforbettercare
[2] pjparalysis
[2] hpm
[2] exerciseworks
[2] stopdoingstupidstuff
[2] ihialliance
[1] berwick



Top Hashtags in Tweet in G1:
[148] quality2017
[2] pjparalysis

Top Hashtags in Tweet in G2:
[2] hpm
[1] rulesmadetobebroken
[1] palliative
[1] meded
[1] cordaa17
[1] creativecare
[1] efficiency
[1] sop
[1] thrive
[1] patients

Top Hashtags in Tweet in G3:
[5] quality2017
[2] ihialliance

Top Hashtags in Tweet in G4:
[6] healthcare
[1] hospital
[1] nhs
[1] leadership
[1] rebelfridays

Top Hashtags in Tweet in G5:
[15] quality2017

Top Hashtags in Tweet in G6:
[9] quality2017
[8] expofcare

Top Hashtags in Tweet in G9:
[1] quality2017

Top Hashtags in Tweet in G10:
[1] quality2017

Top Words
Top Words in Tweet in Entire Graph:
[764] Words in Sentiment List#1: Positive
[583] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[5700] Non-categorized Words
[7047] Total Words
[437] care
[409] rules
[329] donberwick
[258] breaking
[243] better

Top Words in Tweet in G1:
[246] rules
[232] donberwick
[203] care
[196] better
[179] new
[179] paper
[152] breaking
[148] quality2017
[148] relevant
[148] joy

Top Words in Tweet in G2:
[79] care
[43] rules
[41] health
[37] breaking
[35] improve
[7] jama
[5] healthcare
[5] change
[4] administrative
[4] reform

Top Words in Tweet in G3:
[56] rules
[56] care
[53] donberwick
[45] break
[45] health
[45] saranya_loehrer
[43] hmkyale
[43] s
[43] useless
[43] wasteful

Top Words in Tweet in G4:
[17] care
[12] breaking
[12] rules
[12] jama_current
[10] donberwick
[7] better
[7] et
[6] online
[6] first
[6] healthcare

Top Words in Tweet in G5:
[16] rules
[16] care
[16] donberwick
[15] breaking
[15] better
[15] quality2017
[11] tweeted
[11] link
[11] far
[11] jasonleitch

Top Words in Tweet in G6:
[9] donberwick
[9] quality2017
[8] visiting
[8] hours
[8] rule
[8] broken
[8] ht
[8] expofcare
[8] wenurses
[8] wedocs

Top Words in Tweet in G7:
[6] ways
[6] improve
[6] care
[6] engage
[6] families
[6] reduce
[6] sleep
[6] interruptions
[6] simplify
[6] paperwork

Top Words in Tweet in G8:
[4] theihi
[4] donberwick
[4] care
[4] w
[2] thanks
[2] paper
[2] breaking
[2] rules
[2] better
[2] love

Top Words in Tweet in G9:
[3] breaking
[3] rules
[3] better
[3] care
[3] donberwick
[2] fantastic
[2] sma_docs
[2] hqcsask

Top Words in Tweet in G10:
[13] care
[8] health
[8] jama
[5] breaking
[5] rules
[4] improve
[4] reform
[4] network
[3] nadeem_moghal

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[240] better,care
[239] rules,better
[196] new,paper
[191] breaking,rules
[168] donberwick,quality2017
[165] paper,breaking
[163] quality2017,new
[163] care,relevant
[161] relevant,joy
[161] joy,work

Top Word Pairs in Tweet in G1:
[196] rules,better
[196] better,care
[179] new,paper
[150] breaking,rules
[148] quality2017,new
[148] paper,breaking
[148] care,relevant
[148] relevant,joy
[148] joy,work
[147] donberwick,quality2017

Top Word Pairs in Tweet in G2:
[41] health,care
[34] care,rules
[33] breaking,health
[33] rules,improve
[33] improve,care
[4] care,health
[4] care,reform
[3] breaking,rules
[3] reform,jama
[3] jama,jama

Top Word Pairs in Tweet in G3:
[45] health,care
[43] s,break
[43] break,useless
[43] useless,wasteful
[43] wasteful,annoying
[43] annoying,rules
[43] rules,health
[43] care,terrific
[43] terrific,article
[43] article,donberwick

Top Word Pairs in Tweet in G4:
[7] rules,better
[7] better,care
[7] care,donberwick
[7] donberwick,et
[6] online,first
[6] first,jama_current
[6] jama_current,breaking
[6] breaking,healthcare
[6] healthcare,rules
[5] breaking,health

Top Word Pairs in Tweet in G5:
[15] breaking,rules
[15] rules,better
[15] better,care
[11] care,donberwick
[11] donberwick,tweeted
[11] tweeted,link
[11] link,quality2017
[11] quality2017,far
[11] far,jasonleitch
[10] gmacscotland,breaking

Top Word Pairs in Tweet in G6:
[9] donberwick,quality2017
[8] visiting,hours
[8] hours,rule
[8] rule,broken
[8] broken,ht
[8] ht,donberwick
[8] quality2017,expofcare
[8] expofcare,wenurses
[8] wenurses,wedocs
[7] kathevans2,visiting

Top Word Pairs in Tweet in G7:
[6] ways,improve
[6] improve,care
[6] care,engage
[6] engage,families
[6] families,reduce
[6] reduce,sleep
[6] sleep,interruptions
[6] interruptions,simplify
[6] simplify,paperwork
[6] paperwork,more

Top Word Pairs in Tweet in G8:
[2] thanks,theihi
[2] theihi,donberwick
[2] donberwick,paper
[2] paper,breaking
[2] breaking,rules
[2] rules,better
[2] better,care
[2] love,wisdom
[2] wisdom,lies
[2] lies,w

Top Word Pairs in Tweet in G9:
[3] breaking,rules
[3] rules,better
[3] better,care
[2] fantastic,breaking
[2] care,donberwick
[2] donberwick,sma_docs
[2] sma_docs,hqcsask

Top Word Pairs in Tweet in G10:
[8] health,care
[4] breaking,health
[4] care,rules
[4] rules,improve
[4] improve,care
[4] care,health
[4] care,reform
[4] reform,jama
[4] jama,jama
[4] jama,network

Top Replied-To
Top Replied-To in Entire Graph:
@donberwick
@jamanetwork

Top Replied-To in G1:
@donberwick

Top Mentioned
Top Mentioned in Entire Graph:
@donberwick
@saranya_loehrer
@helenbevan
@hmkyale
@jama_current
@jasonleitch
@gmacscotland
@derekfeeleyihi
@wenurses
@wedocs

Top Mentioned in G1:
@donberwick
@helenbevan
@karlrdavis
@michaelyehmd
@jrlumpkin

Top Mentioned in G3:
@donberwick
@saranya_loehrer
@hmkyale
@victorialwilcox
@dhjutsw1

Top Mentioned in G4:
@jama_current
@donberwick
@gmeliasson
@drdavidkatz
@toniwilliams01

Top Mentioned in G5:
@donberwick
@jasonleitch
@gmacscotland
@derekfeeleyihi
@hmkyale
@saranya_loehrer

Top Mentioned in G6:
@donberwick
@wenurses
@wedocs
@kathevans2
@weahp
@weahps
@johncampaign

Top Mentioned in G7:
@mcpoliti

Top Mentioned in G8:
@theihi
@donberwick
@jelcoward
@lwoskie

Top Mentioned in G9:
@donberwick
@sma_docs
@hqcsask
@bonniebrossart

Top Mentioned in G10:
@nadeem_moghal
@donberwick

Top Tweeters
Top Tweeters in Entire Graph:
@wenurses
@pash22
@exerciseworks
@anniecoops
@mogulazam
@stales
@kathevans2
@thinkalot
@subatomicdoc
@4adsthepoet

Top Tweeters in G1:
@exerciseworks
@anniecoops
@stales
@prof_anil_jain
@creddingvye
@denniskendel
@hhask
@hwitteman
@ajvphilp
@healthworksbc

Top Tweeters in G2:
@profalanmaynard
@rndubois
@hcomnews
@johnsharp
@carlosdelrio7
@docgriggs1
@joellenwallace
@agallan
@digitaldsrptr
@felixankel

Top Tweeters in G3:
@pash22
@mogulazam
@subatomicdoc
@joyclee
@medtechreed
@anantbhan
@prof_goldberg
@cabreraerdr
@rsm2800
@rauf_khalid

Top Tweeters in G4:
@thinkalot
@s_amani
@jama_current
@drdavidkatz
@elaineljames
@miyassushi
@patientcareubm
@jrepique
@gmeliasson
@langdon

Top Tweeters in G5:
@gmacscotland
@aradultimmdoc
@alisonstrath
@jasonleitch
@doccmr
@links_medicus
@paqsasbl
@pennypereira1
@ellielanning
@tweldring

Top Tweeters in G6:
@wenurses
@kathevans2
@4adsthepoet
@jenkenward
@weahps
@wedocs
@johncampaign
@melajand
@roe_benjamin
@arvnagra

Top Tweeters in G7:
@susieqp8
@washusurgery
@statprof
@mcpoliti
@marlaclayman
@baumannana

Top Tweeters in G8:
@theihi
@zoemarklyon
@jelcoward
@lwoskie
@kootenaydoc

Top Tweeters in G9:
@hqcsask
@bonniebrossart
@karimavelji
@sma_docs

Top Tweeters in G10:
@bhrut_libraries
@nadeem_moghal
@nikkidqic
@dr_jelas