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healthcare_2019-05-15_08-36-48.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 15, 2019
Short Description:
healthcare via NodeXL http://bit.ly/2HqFPac
@realdonaldtrump
@aoc
@the_trump_train
@law1gloria
@joebiden
@ohnoshetwitnt
@twobroadstalk
@johnpavlovitz
@captain_order
@funder

Top hashtags:
#healthcare
#internationalnursesday
#hospitaljobs
#internationalnursesday2019

Description:
Description
The graph represents a network of 6,923 Twitter users whose tweets in the requested range contained "healthcare", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 15 May 2019 at 15:38 UTC.

The requested start date was Monday, 13 May 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 0-hour, 35-minute period from Friday, 10 May 2019 at 11:10 UTC to Sunday, 12 May 2019 at 11:45 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 : 6923
Unique Edges : 7329
Edges With Duplicates : 679
Total Edges : 8008
Number of Edge Types : 3
Mentions : 5955
Replies to : 737
Tweet : 1316
Self-Loops : 1316
Reciprocated Vertex Pair Ratio : 0.00979934671021932
Reciprocated Edge Ratio : 0.0194085027726433
Connected Components : 1467
Single-Vertex Connected Components : 550
Maximum Vertices in a Connected Component : 2298
Maximum Edges in a Connected Component : 2964
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.92397
Graph Density : 0.000135472948961046
Modularity : 0.844054
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[83] https://app.cura.healthcare/Doctors/dr.owais
[30] https://twitter.com/news24/status/1125856598268755973
[9] https://trendingpolitics.com/video/biden-says-the-united-states-is-obligated-to-give-health-care-to-illegal-aliens-1324.html?utm_source=realjack&utm_medium=twitter
[8] https://www.healthcareers.nhs.uk/explore-roles/nursing-careers
[7] https://www.dailywire.com/news/46967/joe-biden-us-has-obligation-give-healthcare-ryan-saavedra
[6] https://www.weforum.org/agenda/2019/05/healthcare-technology-precision-medicine-breakthroughs
[5] https://www.visualcapitalist.com/5-ways-technology-healthcare-industry/?utm_source=twitter&utm_medium=social&utm_campaign=SocialWarfare
[5] https://www.foxbusiness.com/healthcare/trump-strikes-big-hiv-drug-deal-to-knockout-virus
[5] https://thehill.com/policy/healthcare/state-issues/443272-44-states-accuse-drug-companies-of-price-fixing
[5] https://www.breitbart.com/politics/2019/05/09/joe-biden-claims-u-s-obligation-to-give-illegal-aliens-free-healthcare/

Top URLs in Tweet in G1:
[4] https://thehill.com/policy/healthcare/state-issues/443272-44-states-accuse-drug-companies-of-price-fixing
[4] http://natsjobs.com/find-a-job
[3] https://www.healthcareers.nhs.uk/explore-roles/nursing-careers
[3] http://biotech-365.com/pr-newswire/?rkey=20190429EN33362&filter=11542
[2] https://www.ohc-care.ca/scams-that-target-seniors/
[2] https://kimemsonanimates.com/portfolio/healthier-lancs-cumbria/?utm_sq=fz2wpv8xct
[2] https://area-info.net/trending-research-brain-monitoring-equipment-market-is-estimated-to-grow-at-a-cagr-of-6-and-is-expected-to-reach-us-6595-million-by-2026-top-companies-covidien-ge-healthcare-siemens-healthca/
[2] https://www.washingtonexaminer.com/policy/healthcare/could-a-heartbeat-bill-take-down-roe-v-wade
[2] https://thediplomat.com/2019/05/taiwan-seeks-to-share-its-advances-in-digital-healthcare/
[2] https://www.pharmatech.es/noticias/20190510/ge-healthcare-rockwell-automation-colaboran-impulsar-proxima-generacion-automatizacion-bioprocesamiento

Top URLs in Tweet in G2:
[5] https://healthcare.gov/
[3] https://www.foxbusiness.com/healthcare/trump-strikes-big-hiv-drug-deal-to-knockout-virus
[2] https://www.usatoday.com/story/news/nation/2019/05/09/health-insurance-1-1-million-more-americans-lost-coverage-2018/1140304001/
[2] https://www.dailywire.com/news/46967/joe-biden-us-has-obligation-give-healthcare-ryan-saavedra
[1] https://www.dailymail.co.uk/news/article-7012485/amp/Father-Colorado-school-shooter-Alec-McKinney-serial-felon-illegal-immigrant.html?__twitter_impression=true
[1] http://45.wh.gov/agG2WQ
[1] https://twitter.com/RealSaavedra/status/1126223330753662976
[1] https://www.foxbusiness.com/healthcare/trump-strikes-big-hiv-drug-deal-to-knockout-virus?fbclid=IwAR1qQIfZa7JjFpOvPH3XFeW3kx7dVc8PHnqZtgW7bYuNiuRTd8CpfMrNm0g
[1] https://twitter.com/hcunmaskedfilm/status/1126544047277916160
[1] https://twitter.com/senatemajldr/status/1126924195697516544

Top URLs in Tweet in G3:
[2] https://twitter.com/washingtonpost/status/1111575867115880448
[1] https://twitter.com/FlyingWithSara/status/1126128244254826497
[1] https://twitter.com/steve_hanke/status/1125786114382495744
[1] https://newrepublic.com/article/153870/inequality-death-america-life-expectancy-gap
[1] https://twitter.com/journalsentinel/status/1126147279889387520

Top URLs in Tweet in G4:
[1] https://hannity.com/media-room/president-trump-the-gop-is-quickly-becoming-the-party-of-healthcare/

Top URLs in Tweet in G5:
[1] http://johnpavlovitz.com/2017/12/03/trumps-america-living-hell-jesus/
[1] http://bit.ly/2ZSMd2m

Top URLs in Tweet in G6:
[1] https://twitter.com/kpdirection/status/1127430094983532545
[1] https://groundswell.org.uk/2019/groundswell-shortlisted-for-a-homeless-link-excellence-award/
[1] https://twitter.com/diverselearners/status/1126521029197582336

Top URLs in Tweet in G7:
[1] https://twitter.com/logotv/status/1126578083073380352
[1] https://twitter.com/jacqklimas/status/1126583388473839616

Top URLs in Tweet in G8:
[1] https://m.huffpost.com/us/entry/us_5cd52173e4b0796a95d94da8?ncid=tweetlnkushpmg00000067
[1] https://www.foxnews.com/health/attacks-on-healthcare-facilities-and-security-concern-escalating-latest-ebola-outbreak
[1] Https://secure.actblue.com/donate/rashidforva

Top URLs in Tweet in G9:
[2] https://thehill.com/policy/healthcare/442917-alabama-senate-backtracks-postpones-abortion-vote?rnd=1557418783
[1] https://thehill.com/policy/healthcare/abortion/441746-conservatives-pounce-on-alabama-state-dems-abortion-comments

Top URLs in Tweet in G10:
[1] https://www.express.co.uk/news/uk/1125426/NHS-news-NHS-privatisation-NHS-logo-pay-choices-professionals-improvement-England
[1] https://twitter.com/BBCWalesNews/status/1126726571325251585
[1] https://twitter.com/sueallison809/status/1127111370741288960
[1] https://www.theguardian.com/world/2019/apr/21/romanian-hospitals-in-crisis-as-emigration-take-its-toll

Top Domains
Top Domains in Tweet in Entire Graph:
[236] twitter.com
[84] cura.healthcare
[42] drfeelgood.us
[40] thejobnetwork.com
[36] co.uk
[26] bit.ly
[23] youtube.com
[23] thehill.com
[18] lnkd.in
[15] careerarc.com

Top Domains in Tweet in G1:
[53] twitter.com
[40] thejobnetwork.com
[15] co.uk
[15] careerarc.com
[11] dcm-b.jp
[9] lnkd.in
[8] nursestogo.com
[8] thehill.com
[8] natsjobs.com
[5] alljobsintheuk.eu

Top Domains in Tweet in G2:
[7] twitter.com
[5] healthcare.gov
[4] foxbusiness.com
[2] usatoday.com
[2] apple.news
[2] dailywire.com
[1] co.uk
[1] wh.gov
[1] ow.ly
[1] youtube.com

Top Domains in Tweet in G3:
[5] twitter.com
[1] newrepublic.com

Top Domains in Tweet in G4:
[1] hannity.com

Top Domains in Tweet in G5:
[1] johnpavlovitz.com
[1] bit.ly

Top Domains in Tweet in G6:
[2] twitter.com
[1] org.uk

Top Domains in Tweet in G7:
[2] twitter.com

Top Domains in Tweet in G8:
[1] huffpost.com
[1] foxnews.com
[1] actblue.com

Top Domains in Tweet in G9:
[3] thehill.com

Top Domains in Tweet in G10:
[2] twitter.com
[1] co.uk
[1] theguardian.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[464] healthcare
[132] internationalnursesday
[99] hospitaljobs
[80] internationalnursesday2019
[54] ai
[52] nurses
[48] medicaljobs
[43] nhs
[40] ind2019
[40] jobopening



Top Hashtags in Tweet in G1:
[148] healthcare
[40] jobopening
[38] genesis_healthcare
[35] certified_nursing_assistant_
[21] internationalnursesday
[19] health
[15] bhcpfinniger
[13] nhs
[13] jitegamodijitegabharat
[10] nurses

Top Hashtags in Tweet in G2:
[15] healthcare
[3] americanminersact
[3] winterbourneview
[3] autism
[3] learningdisabilities
[2] democratspoisedtokillhealthcareinnovation
[2] democratsareimmoral
[2] aca
[2] loser
[2] warren2020

Top Hashtags in Tweet in G3:
[1] aoc
[1] statusquo
[1] ataleoftwocities
[1] capitalism

Top Hashtags in Tweet in G5:
[1] sundaymorning
[1] sundaymotivation

Top Hashtags in Tweet in G6:
[66] internationalnursesday2019
[32] internationalnursesday
[31] nurses
[3] nursesday2019
[3] nationalnursesday
[3] youthsummit2019
[2] ind2019
[1] nursing
[1] tksnhs
[1] rebapholosi

Top Hashtags in Tweet in G7:
[2] trump
[2] gop
[1] healthcare

Top Hashtags in Tweet in G8:
[2] ebola
[2] drc
[2] rashidforva
[1] medicareforall

Top Hashtags in Tweet in G9:
[2] hr986
[2] protectourcare
[2] aca
[2] healthcare
[1] massachusetts
[1] mapoli

Top Hashtags in Tweet in G10:
[4] donoharmwales
[2] marr

Top Words
Top Words in Tweet in Entire Graph:
[5587] Words in Sentiment List#1: Positive
[3600] Words in Sentiment List#2: Negative
[81] Words in Sentiment List#3: Angry/Violent
[135986] Non-categorized Words
[145174] Total Words
[3578] healthcare
[992] s
[513] gop
[482] people
[464] #healthcare

Top Words in Tweet in G1:
[487] healthcare
[148] #healthcare
[93] health
[65] more
[61] care
[59] job
[54] s
[52] now
[47] nurses
[41] jobs

Top Words in Tweet in G2:
[228] healthcare
[217] realdonaldtrump
[88] joebiden
[79] americans
[61] whitehouse
[58] owe
[56] president
[53] t
[52] charliekirk11
[51] put

Top Words in Tweet in G3:
[362] aoc
[237] healthcare
[198] right
[191] living
[191] society
[190] nation
[190] basic
[189] ultimately
[189] moral
[189] good

Top Words in Tweet in G4:
[469] s
[242] healthcare
[240] the_trump_train
[236] joe
[236] biden
[236] illegal
[235] immigrants
[234] america
[234] provide
[234] hand

Top Words in Tweet in G5:
[136] life
[70] women
[69] pro
[67] nice
[67] way
[67] saying
[67] think
[67] lesser
[67] men
[67] truly

Top Words in Tweet in G6:
[91] nurses
[66] #internationalnursesday2019
[64] day
[60] today
[59] s
[57] work
[55] world
[54] phenomenal
[53] recognise
[52] dramirkhangp

Top Words in Tweet in G7:
[111] abortions
[110] 1
[110] 2
[110] twobroadstalk
[109] dear
[109] republican
[109] lawmakers
[109] reduces
[109] birth
[109] control

Top Words in Tweet in G8:
[310] gop
[108] healthcare
[104] birth
[104] control
[104] abortions
[102] miscarriages
[102] crimes
[102] pregnancy
[101] ohnoshetwitnt
[101] preexi

Top Words in Tweet in G9:
[88] healthcare
[77] republicans
[77] americans
[71] conditions
[66] house
[66] funder
[66] protections
[65] voted
[65] remove
[65] preexisting

Top Words in Tweet in G10:
[66] healthcare
[57] free
[53] genuinely
[53] grieves
[53] see
[53] grey
[53] hair
[53] farages
[53] rallies
[53] knowing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[326] joe,biden
[262] s,obligation
[258] obligation,provide
[258] illegal,immigrants
[245] birth,control
[242] biden,s
[238] america,s
[236] s,america
[236] provide,illegal
[236] immigrants,healthcare

Top Word Pairs in Tweet in G1:
[38] #jobopening,#genesis_healthcare
[35] #genesis_healthcare,#certified_nursing_assistant_
[22] healthcare,system
[21] #certified_nursing_assistant_,full_time
[19] billion,dollars
[16] healthcare,workers
[14] niger,state
[14] #certified_nursing_assistant_,part_time
[13] healthcare,professionals
[13] over,5

Top Word Pairs in Tweet in G2:
[44] president,realdonaldtrump
[44] realdonaldtrump,working
[44] working,protect
[44] protect,americans
[44] americans,surprise
[44] surprise,medical
[44] medical,bills
[44] bills,another
[44] another,action
[44] action,put

Top Word Pairs in Tweet in G3:
[190] healthcare,right
[189] ultimately,living
[189] living,moral
[189] moral,society
[189] society,good
[189] good,nation
[189] nation,means
[189] means,establishing
[189] establishing,basic
[189] basic,standards

Top Word Pairs in Tweet in G4:
[235] joe,biden
[235] illegal,immigrants
[233] biden,s
[233] s,america
[233] america,s
[233] s,obligation
[233] obligation,provide
[233] provide,illegal
[233] immigrants,healthcare
[233] healthcare,raise

Top Word Pairs in Tweet in G5:
[69] pro,life
[67] life,nice
[67] nice,way
[67] way,saying
[67] saying,think
[67] think,women
[67] women,lesser
[67] lesser,men
[67] men,truly
[67] truly,cared

Top Word Pairs in Tweet in G6:
[57] s,#internationalnursesday2019
[57] #internationalnursesday2019,today
[53] today,day
[53] day,recognise
[53] recognise,phenomenal
[53] phenomenal,work
[53] work,nurses
[53] nurses,world
[52] dramirkhangp,s
[52] world,t

Top Word Pairs in Tweet in G7:
[110] abortions,1
[109] dear,republican
[109] republican,lawmakers
[109] lawmakers,reduces
[109] reduces,abortions
[109] 1,birth
[109] birth,control
[109] control,esp
[109] esp,long
[109] long,acting

Top Word Pairs in Tweet in G8:
[104] birth,control
[102] gop,birth
[102] control,healthcare
[102] healthcare,gop
[102] gop,abortions
[102] abortions,miscarriages
[102] miscarriages,crimes
[102] crimes,gop
[102] gop,pregnancy
[101] ohnoshetwitnt,gop

Top Word Pairs in Tweet in G9:
[65] republicans,house
[65] house,voted
[65] voted,remove
[65] remove,healthcare
[65] healthcare,protections
[65] protections,americans
[65] americans,preexisting
[65] preexisting,conditions
[64] funder,republicans
[64] conditions,jus

Top Word Pairs in Tweet in G10:
[55] free,healthcare
[53] genuinely,grieves
[53] grieves,see
[53] see,grey
[53] grey,hair
[53] hair,farages
[53] farages,rallies
[53] rallies,knowing
[53] knowing,benefitted
[53] benefitted,free

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@aoc
@whitehouse
@thehill
@joebiden
@dancrenshawtx
@teamtrump
@the_trump_train
@senatemajldr
@pericles_ii

Top Replied-To in G2:
@realdonaldtrump
@whitehouse
@joebiden
@dancrenshawtx
@teamtrump
@vp
@kamalaharris
@speakerpelosi
@marcorubio
@charliekirk11

Top Replied-To in G3:
@aoc
@janetmafgalea
@gilr
@peggymi51404929
@robpurea
@guerrerianruler
@wwntnt
@karencuaresma5
@ncforbernie
@pictureplane

Top Replied-To in G4:
@the_trump_train

Top Replied-To in G5:
@blkprolifewoman
@johnpavlovitz

Top Replied-To in G6:
@nhsmillion
@erdmuted
@mattorr52811145

Top Replied-To in G7:
@twobroadstalk

Top Replied-To in G9:
@thehill
@chris0u24

Top Replied-To in G10:
@jeremycorbyn
@hashish62
@brexitarmy
@cotswoldsbloke
@mrtickle3
@marsipanmarsian
@jacktcnd
@nickwboro

Top Mentioned
Top Mentioned in Entire Graph:
@aoc
@the_trump_train
@realdonaldtrump
@twobroadstalk
@ohnoshetwitnt
@joebiden
@ida_skibenes
@funder
@johnpavlovitz
@holbornlolz

Top Mentioned in G1:
@kimemson
@rfhhealthcare
@shindersuzan
@docbhooshan
@thebhf
@armygurl1999
@brassnucklez

Top Mentioned in G2:
@realdonaldtrump
@joebiden
@charliekirk11
@whitehouse
@tomilahren
@repmarkmeadows
@dancrenshawtx
@berniesanders
@petebuttigieg
@potus

Top Mentioned in G3:
@aoc
@mineworkers
@nyc_erik
@repvos
@rep89
@guerrerianruler
@schmahlnaomi
@1boetjenation1
@ofb2020
@sen_joemanchin

Top Mentioned in G4:
@the_trump_train
@swtbrzgr
@ogmarys
@vandysal
@rodstryker
@charliekirk11
@seanhannity
@realdonaldtrump

Top Mentioned in G5:
@ida_skibenes
@johnpavlovitz
@mrfilmkritik
@aoc
@twobroadstalk
@naral
@realdonaldtrump
@blkprolifewoman

Top Mentioned in G6:
@dramirkhangp
@theqni
@thercn
@nhsmillion
@mediswitch
@pholosongh
@healthza
@itsgroundswell
@abrahamthepharm
@homelesslink

Top Mentioned in G7:
@twobroadstalk
@davidcrosss
@disavowtrump20
@nacky_g
@mirrorman55

Top Mentioned in G8:
@ohnoshetwitnt
@huffpost
@aoc
@miss_jess03
@twobroadstalk
@drdenagrayson
@holliesmckay
@lcars_24
@qasimrashid

Top Mentioned in G9:
@funder
@thehill
@reppressley
@altuspresssec
@repslotkin
@aoc
@cstamper_
@ohnoshetwitnt
@twobroadstalk
@scooter1066

Top Mentioned in G10:
@wpmtese
@fisherandrew79
@britainelects
@phoebejoy1611
@opiniumresearch
@darrenmillaram
@jeremycorbyn
@welshconserv
@wingedpsyche
@sjt78508478

Top Tweeters
Top Tweeters in Entire Graph:
@juanmuriango
@americanbanking
@alllibertynews
@sectest9
@delta
@independent
@honeymoongondol
@evankirstel
@law1gloria
@debilu2

Top Tweeters in G1:
@americanbanking
@collegaegezocht
@0vy12
@edourdoo
@natsjobs
@fxbooklttg
@stcom
@knittingknots
@amadorn
@summer7570

Top Tweeters in G2:
@alllibertynews
@independent
@pmgeezer
@bbusa617
@drofdem
@jgionova
@barracuda_bella
@acobasi
@miamipapers
@supareaper

Top Tweeters in G3:
@law1gloria
@pussinpjs1
@marthalynneowe1
@not_backingdown
@lkjtexas
@ruthsorbello
@lardychap
@shanchan_37
@herbsistah
@kausikdatta22

Top Tweeters in G4:
@rodstryker
@r98250729
@fibarda
@dcgilltx
@llyoung28
@cindybinmo
@farmergirl1967
@dd93778941
@1944jnewell
@hdbradko

Top Tweeters in G5:
@murtwitnessone
@crazymomma007
@mybestgirlholly
@fleurdelis30
@michebella
@deploycatattack
@essenberglynn
@lustinglarry
@enough_2016
@lily_warrior

Top Tweeters in G6:
@wenurses
@plaintalkinghr
@welsh_lisa2
@erdmuted
@discovery_sa
@itsmuzza2004
@cllrvosper
@thercn
@meridith_truth
@greenrotgut

Top Tweeters in G7:
@dbchirpy
@sukifrench
@zebrafarm2000
@rosemariebrown3
@dtipson
@ursulacuffee
@barbadams66
@harmonywho
@2018questionall
@godotislate

Top Tweeters in G8:
@huffpost
@ami_tvdfan
@amb0306
@garden4u_wa
@heroesofmine
@chloedancer
@wrecksdart
@skohayes
@skyebright8
@ohnoshetwitnt

Top Tweeters in G9:
@thehill
@chris0u24
@funder
@stevepphill
@utauskni
@idiocracyworld
@annabellet53
@clairewitz1
@linneydel
@nimrod38

Top Tweeters in G10:
@mconway70
@sphenefan
@mickster_1
@simon_vessey
@mrtickle3
@labourleft
@linda62lowe
@oakleighrover
@afireinthenorth
@jentoo44


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