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VirginAmerica_2017-10-12_07-49-39.xlsx
VirginAmerica_2017-10-12_07-49-39.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 12, 2017
Short Description:
VirginAmerica via NodeXL http://bit.ly/2gzuwzT
@virginamerica
@nathanialblaine
@alaskaair
@rduairport
@m1analytics
@richardbranson

Description:
Description
The graph represents a network of 1,663 Twitter users whose tweets in the requested range contained "VirginAmerica", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 12 October 2017 at 14:50 UTC.

The requested start date was Thursday, 12 October 2017 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 13-day, 23-hour, 51-minute period from Thursday, 28 September 2017 at 00:07 UTC to Wednesday, 11 October 2017 at 23:59 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 : 1663
Unique Edges : 2568
Edges With Duplicates : 1827
Total Edges : 4395
Self-Loops : 147
Reciprocated Vertex Pair Ratio : 0.167103784188835
Reciprocated Edge Ratio : 0.286356340288925
Connected Components : 84
Single-Vertex Connected Components : 75
Maximum Vertices in a Connected Component : 1560
Maximum Edges in a Connected Component : 4268
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.379831
Graph Density : 0.00112702819849879
Modularity : 0.384379
NodeXL Version : 1.0.1.388

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[68] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=12101862
[12] https://www.virginamerica.com/static/oldbrowser/old-browser-page.html
[7] https://twitter.com/virginamerica/status/909839438947155968
[7] https://twitter.com/VirginAmerica/status/914162066092589056
[6] https://twitter.com/virginamerica/status/915044096191975424
[5] http://virginamerica.custhelp.com/app/ask/incidents.c$typeofquestion/1858
[5] http://www.virginamerica.com/
[5] https://twitter.com/VirginAmerica/status/909839438947155968
[4] https://live.nettracer.aero/virginamerica-paxview/lostandfound/landing.do
[4] https://thepointsguy.com/2017/10/virgin-america-alaska-flights-april-2018/?utm_source=TWITTER&utm_medium=social&utm_term=Editorial&utm_campaign=TWITTER-100000083923065

Top URLs in Tweet in G1:
[68] https://twitter.com/login?redirect_after_login=/messages/compose?recipient_id=12101862
[7] https://www.virginamerica.com/static/oldbrowser/old-browser-page.html
[5] http://virginamerica.custhelp.com/app/ask/incidents.c$typeofquestion/1858
[4] https://live.nettracer.aero/virginamerica-paxview/lostandfound/landing.do
[4] https://thepointsguy.com/2017/10/virgin-america-alaska-flights-april-2018/?utm_source=TWITTER&utm_medium=social&utm_term=Editorial&utm_campaign=TWITTER-100000083923065
[4] https://twitter.com/janiobi/status/917608361239052288
[3] https://www.youtube.com/watch?v=DtyfiPIHsIg
[2] http://virginamerica.custhelp.com/app/answers/detail/a_id/221
[2] http://www.alaskaair.com/
[2] https://twitter.com/VirginAmerica/status/915953784328802304

Top URLs in Tweet in G2:
[2] https://www.virginamerica.com/cms/fly-with-us/wifi
[2] https://www.virginamerica.com/static/oldbrowser/old-browser-page.html
[2] http://wjla.com/news/nation-world/alaska-airlines-and-virgin-america-offer-discounted-rates-for-family-of-shooting-victims
[1] http://www.virginamerica.com/
[1] https://twitter.com/i/web/status/914522304893263872
[1] https://twitter.com/i/web/status/916355397337808897
[1] https://twitter.com/i/web/status/915243698413285377
[1] https://twitter.com/virginamerica/status/916138587262943232
[1] https://twitter.com/i/web/status/915213189486219264
[1] https://twitter.com/i/web/status/913800463069278208

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/913869644116615169
[1] https://twitter.com/i/web/status/918132716247203841
[1] https://www.youtube.com/watch?v=q8LaT5Iiwo4&app=desktop
[1] https://twitter.com/i/web/status/917502107002880000
[1] https://twitter.com/i/web/status/917553835102568453
[1] https://twitter.com/i/web/status/917488050246107136
[1] https://twitter.com/i/web/status/913443568068513792
[1] https://twitter.com/i/web/status/917438542158061568
[1] https://twitter.com/i/web/status/917430867273936896
[1] https://twitter.com/virginamerica/status/915599898443120641

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/914978360232685570
[1] https://twitter.com/i/web/status/914981007849377792
[1] https://twitter.com/i/web/status/914618577776295942
[1] https://twitter.com/i/web/status/917208679245582336
[1] https://twitter.com/i/web/status/917209866304880645
[1] https://twitter.com/i/web/status/913540270402277381
[1] https://twitter.com/i/web/status/918220166025973760
[1] https://twitter.com/i/web/status/918219707844476929
[1] https://twitter.com/i/web/status/918143226179092480
[1] https://twitter.com/i/web/status/917918810488918016

Top URLs in Tweet in G5:
[7] https://twitter.com/virginamerica/status/909839438947155968
[5] https://twitter.com/VirginAmerica/status/909839438947155968
[3] http://www.virginamerica.com/
[3] http://www.frommers.com/blogs/passportable/blog_posts/date-set-for-last-virgin-america-flights
[2] https://soy.marketing/despedida-virgin-america/
[2] https://www.instagram.com/p/BZ13sC5AnKi1J7qbz84_3fSr9sTBbLQ4Uk4USg0/
[2] https://www.instagram.com/p/BZzG79ugNPf/
[1] https://twitter.com/i/web/status/913241619280695296
[1] https://www.instagram.com/p/BZmQbQZnTEX/
[1] https://www.instagram.com/p/BZqsYhShnq0/

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/918166468549849090
[1] https://twitter.com/i/web/status/913603064220680192
[1] https://twitter.com/i/web/status/913598513203757056
[1] https://twitter.com/i/web/status/913600445041356800

Top URLs in Tweet in G7:
[3] http://info.rdu.com/sanfran
[3] https://twitter.com/RDUAirport/status/915943420094484480
[1] https://twitter.com/i/web/status/915943420094484480
[1] https://twitter.com/i/web/status/915947212017999872
[1] https://twitter.com/i/web/status/917294187430719489
[1] http://travelskills.com/2017/10/07/countdown-starts-end-virgin-america-flights/
[1] https://twitter.com/i/web/status/916766568499023874
[1] https://twitter.com/i/web/status/915310665820028928
[1] https://twitter.com/i/web/status/915311107140501504
[1] https://twitter.com/i/web/status/915311487811338240

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/918115488345051136
[1] https://twitter.com/i/web/status/918104774624595968
[1] https://twitter.com/i/web/status/918101981868281856
[1] https://twitter.com/gva_watcher/status/912580344213393408
[1] https://twitter.com/i/web/status/913194698440794114
[1] https://twitter.com/i/web/status/913195749801783296
[1] https://twitter.com/i/web/status/913271321613672448

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/914242694024634369
[1] https://twitter.com/i/web/status/914245087130820608
[1] https://twitter.com/i/web/status/914243979348025344
[1] https://twitter.com/i/web/status/914245259122503680
[1] https://twitter.com/i/web/status/916484981278466049
[1] https://twitter.com/i/web/status/916790541790060545
[1] https://twitter.com/i/web/status/916791520279257088

Top Domains
Top Domains in Tweet in Entire Graph:
[542] twitter.com
[47] instagram.com
[26] virginamerica.com
[12] custhelp.com
[9] youtube.com
[7] alaskaair.com
[7] fb.me
[6] gtfoflights.com
[4] nettracer.aero
[4] thepointsguy.com

Top Domains in Tweet in G1:
[299] twitter.com
[20] instagram.com
[12] virginamerica.com
[12] custhelp.com
[7] youtube.com
[6] alaskaair.com
[6] gtfoflights.com
[4] nettracer.aero
[4] thepointsguy.com
[3] fb.me

Top Domains in Tweet in G2:
[60] twitter.com
[5] virginamerica.com
[2] wjla.com
[1] airlinegeeks.com
[1] apple.news
[1] instagram.com
[1] tumblr.com
[1] vgn.am
[1] alaskaair.com

Top Domains in Tweet in G3:
[22] twitter.com
[1] youtube.com

Top Domains in Tweet in G4:
[28] twitter.com
[1] ytimg.com
[1] youtube.com
[1] instagram.com

Top Domains in Tweet in G5:
[23] twitter.com
[22] instagram.com
[4] fb.me
[3] virginamerica.com
[3] frommers.com
[3] falcon.tours
[2] soy.marketing
[2] trendolizer.com
[2] dealsplus.com
[1] swarmapp.com

Top Domains in Tweet in G6:
[4] twitter.com

Top Domains in Tweet in G7:
[13] twitter.com
[3] rdu.com
[1] travelskills.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[111] virginamerica
[31] avgeek
[25] travel
[19] aviation
[13] flying
[12] sfo
[12] airbus
[10] airbusa321neo
[8] flight
[8] fly



Top Hashtags in Tweet in G1:
[19] virginamerica
[15] travel
[7] hawaii
[7] fly
[6] sfo
[6] gtfo
[6] dragonmax
[6] dragonboat
[5] flashbackfriday
[5] fbf

Top Hashtags in Tweet in G2:
[8] virginamerica
[5] fail
[4] lasvegas
[3] avgeek
[2] aviation
[2] mostwestcoast
[2] inflightwifi
[2] alaskaair
[2] customerservice
[2] wtf

Top Hashtags in Tweet in G3:
[2] supplies
[2] puertorico
[2] charging
[2] escape
[2] prselevanta
[1] neverforget
[1] lol
[1] virgin4ever
[1] whyareairlinesworsethancablecompanies
[1] avgeek

Top Hashtags in Tweet in G4:
[6] mondaymotivation
[6] teamcarpenter
[6] upyourscancer
[3] virginamerica
[3] virgin
[2] brand
[2] puertorico
[1] bravo
[1] notapromotedpostbutshouldbe
[1] laxtoord

Top Hashtags in Tweet in G5:
[50] virginamerica
[5] sanfrancisco
[5] sfo
[5] alaskaairlines
[4] travel
[3] richardbranson
[3] avgeek
[3] lasvegas
[3] flights
[3] airline

Top Hashtags in Tweet in G7:
[1] bedsidemanners
[1] ripvirginamerica
[1] hurricanenate
[1] help
[1] vx1954
[1] gate50b

Top Hashtags in Tweet in G9:
[1] ty

Top Hashtags in Tweet in G10:
[2] senatorblaine
[2] youarewelcome
[2] dieuetmondroit

Top Words
Top Words in Tweet in Entire Graph:
[1476] Words in Sentiment List#1: Positive
[1102] Words in Sentiment List#2: Negative
[14] Words in Sentiment List#3: Angry/Violent
[37918] Non-categorized Words
[40496] Total Words
[1964] virginamerica
[362] flight
[299] alaskaair
[186] sorry
[151] thanks

Top Words in Tweet in G1:
[940] virginamerica
[257] flight
[177] sorry
[116] thanks
[95] code
[93] maeghan
[91] confirmation
[89] out
[86] please
[83] flying

Top Words in Tweet in G2:
[288] virginamerica
[258] alaskaair
[32] flight
[29] terminal
[28] jfkairport
[27] starting
[25] travel
[25] 10
[25] 7
[24] 5

Top Words in Tweet in G3:
[122] virginamerica
[48] delta
[43] southwestair
[42] americanair
[33] united
[26] jetblue
[23] ticket
[19] alaskaair
[16] fly
[14] flight

Top Words in Tweet in G4:
[109] virginamerica
[71] richardbranson
[24] virgin
[20] help
[14] flights
[14] airport
[10] airline
[9] well
[8] flight
[8] t

Top Words in Tweet in G5:
[72] virginamerica
[22] maui
[17] mountains
[16] rocky
[16] seat
[15] window
[15] over
[15] shores
[14] along
[10] virgin

Top Words in Tweet in G6:
[49] virginamerica
[44] corinneoly
[11] video
[10] leegarrett_
[9] real
[8] out
[8] safety
[7] k
[7] jams
[7] 's

Top Words in Tweet in G7:
[24] virginamerica
[20] flysfo
[8] gate
[8] nonstop
[7] rduairport
[6] ready
[6] delta
[5] aboard
[4] wait
[4] two

Top Words in Tweet in G8:
[21] virginamerica
[12] alliemackay
[8] w
[7] customer
[6] british_airways
[6] great
[6] service
[5] twitter
[4] thanks
[4] team

Top Words in Tweet in G9:
[5] ty
[5] hemalradia
[5] virginamerica
[4] sundancefest
[4] redetelecine
[4] kerrifar
[4] lmjb
[3] mktgsciences
[3] kevineikenberry
[3] joeygiggles

Top Words in Tweet in G10:
[5] richardbranson
[4] theresa_may
[4] borisjohnson
[4] 38_degrees
[4] jeremycorbyn
[4] virginamerica
[4] johnkerry
[4] smart
[4] choice
[3] nathanialblaine

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[92] virginamerica,alaskaair
[84] alaskaair,virginamerica
[82] confirmation,code
[57] sorry,hear
[49] virginamerica,flight
[45] dm,confirmation
[35] virgin,america
[35] very,sorry
[33] customer,service
[33] corinneoly,virginamerica

Top Word Pairs in Tweet in G1:
[81] confirmation,code
[55] sorry,hear
[44] dm,confirmation
[34] very,sorry
[27] virginamerica,flight
[24] thanks,flying
[23] customer,service
[22] private,message
[21] code,look
[21] great,flight

Top Word Pairs in Tweet in G2:
[78] virginamerica,alaskaair
[72] alaskaair,virginamerica
[24] terminal,7
[21] travel,alert
[21] alert,changes
[21] changes,happening
[21] happening,jfkairport
[21] jfkairport,starting
[21] starting,10
[21] 10,5

Top Word Pairs in Tweet in G3:
[18] united,virginamerica
[17] jetblue,virginamerica
[14] delta,jetblue
[13] funder,delta
[12] lexsion,funder
[10] fly,virginamerica
[10] alansemsar,southwestair
[10] ticket,home
[10] home,dallas
[10] dallas,cancelled

Top Word Pairs in Tweet in G4:
[17] richardbranson,virginamerica
[15] virginamerica,richardbranson
[7] hey,richardbranson
[7] richardbranson,charter
[7] charter,virginamerica
[7] virginamerica,flights
[7] flights,bdl
[7] bdl,airport
[7] airport,bring
[7] bring,donations

Top Word Pairs in Tweet in G5:
[16] rocky,mountains
[15] window,seat
[15] seat,over
[15] shores,maui
[14] virginamerica,window
[14] over,rocky
[14] mountains,along
[14] along,shores
[7] virgin,america
[4] america,virginamerica

Top Word Pairs in Tweet in G6:
[33] corinneoly,virginamerica
[8] safety,video
[7] k,real
[7] real,jams
[7] jams,out
[7] out,virginamerica
[7] virginamerica,'s
[7] 's,safety
[7] video,before
[7] before,take

Top Word Pairs in Tweet in G7:
[7] virginamerica,flysfo
[6] flysfo,delta
[4] flysfo,virginamerica
[3] gate,don
[3] don,t
[3] t,wait
[3] wait,visit
[3] visit,enter
[3] enter,chance
[3] chance,win

Top Word Pairs in Tweet in G8:
[6] alliemackay,virginamerica
[6] w,customer
[6] customer,service
[4] thanks,virginamerica
[4] virginamerica,twitter
[4] twitter,team
[4] team,sorting
[4] sorting,out
[4] out,thanksgiving
[4] thanksgiving,plans

Top Word Pairs in Tweet in G9:
[5] hemalradia,virginamerica
[4] sundancefest,redetelecine
[4] redetelecine,hemalradia
[4] virginamerica,kerrifar
[4] kerrifar,lmjb
[3] kevineikenberry,sundancefest
[3] lmjb,joeygiggles
[3] joeygiggles,augieray
[3] augieray,ronedmondson
[2] ty,mktgsciences

Top Word Pairs in Tweet in G10:
[4] theresa_may,borisjohnson
[4] borisjohnson,38_degrees
[4] 38_degrees,jeremycorbyn
[4] smart,choice
[2] nathanialblaine,theresa_may
[2] jeremycorbyn,virginamerica
[2] virginamerica,richardbranson
[2] richardbranson,number10gov
[2] number10gov,johnkerry
[2] senatorblaine,needs

Top Replied-To
Top Replied-To in Entire Graph:
@virginamerica
@alaskaair
@corinneoly
@freeourfist
@lisaloeb
@richardbranson
@millscorpceo
@synopsi
@janiobi
@alliemackay

Top Replied-To in G1:
@virginamerica
@freeourfist
@lisaloeb
@millscorpceo
@bkamron
@kristenlonner
@legalenglish111
@gotgooodies
@siliconvllygrl
@coffeandfire_

Top Replied-To in G2:
@virginamerica
@alaskaair
@crankyflier
@abatalion
@sfanthony1
@micah
@kvox
@abuttars
@single_flyer
@brendan_dorsey

Top Replied-To in G3:
@virginamerica
@americanair
@united
@cincydannyboy
@dynamicwebpaige
@lexsion
@flyfrontier
@daljo628
@mmiller75
@southwestair

Top Replied-To in G4:
@virginamerica
@richardbranson
@virgin
@baruchhashem247
@xeni
@hotwire
@sozeib
@bethenny
@vacation_couple
@virginaustralia

Top Replied-To in G6:
@corinneoly
@missemily_a
@jokke562
@virginamerica
@kellydont
@kandeejohnson
@todrick
@supsnogaa
@leegarrett_

Top Replied-To in G7:
@virginamerica
@epharmacist
@davidrdennis
@colin_sebastian
@flysfo

Top Replied-To in G8:
@alliemackay
@sidneyb
@snowyislington
@jayfrancheyes
@nenareuser
@mollywatttalks

Top Replied-To in G10:
@alexiaslazar
@danbernalsf
@theresa_may
@govpressoffice

Top Mentioned
Top Mentioned in Entire Graph:
@virginamerica
@alaskaair
@richardbranson
@delta
@americanair
@united
@southwestair
@jfkairport
@jetblue
@corinneoly

Top Mentioned in G1:
@virginamerica
@lisaloeb
@alaskaair
@hawaiianair
@legalenglish111
@nationals
@fijiairways
@lalupuslady
@thepointsguy
@bareftmontessa

Top Mentioned in G2:
@virginamerica
@alaskaair
@jfkairport
@askcomenity
@crankyflier
@maroon5
@seatacairport
@abatalion
@tsa
@virginamerican

Top Mentioned in G3:
@virginamerica
@delta
@americanair
@southwestair
@united
@jetblue
@alaskaair
@funder
@alansemsar
@nickminyon

Top Mentioned in G4:
@virginamerica
@richardbranson
@virginmedia
@virginatlantic
@virgin
@virgingalactic
@jossievalentin
@sahilulu992093
@sahouraxo
@cheddar

Top Mentioned in G5:
@floodauction

Top Mentioned in G6:
@virginamerica
@corinneoly
@leegarrett_
@todrick
@realdonaldtrump
@kellydont
@clemfairie
@uptomyknees
@gameovergreggy
@timgettys

Top Mentioned in G7:
@flysfo
@virginamerica
@rduairport
@delta
@united
@alaskaairlines
@vi
@raleigh_cc
@asktsa
@mlroach

Top Mentioned in G8:
@virginamerica
@british_airways
@alliemackay
@easyjet
@ryanair
@nenareuser
@snowyislington
@virginatlantic
@jayfrancheyes

Top Mentioned in G9:
@hemalradia
@virginamerica
@sundancefest
@redetelecine
@kerrifar
@lmjb
@mktgsciences
@kevineikenberry
@joeygiggles
@augieray

Top Mentioned in G10:
@richardbranson
@borisjohnson
@38_degrees
@jeremycorbyn
@virginamerica
@johnkerry
@nathanialblaine
@theresa_may
@number10gov
@6

Top Tweeters
Top Tweeters in Entire Graph:
@virginmedia
@americanair
@gocoo
@klm
@united
@british_airways
@virgintrains
@delta
@muzikscribe
@coolbreeeze_

Top Tweeters in G1:
@muzikscribe
@coolbreeeze_
@fahma311
@llhawaii
@akelaa
@bareftmontessa
@revagsl
@bmkatz
@raquelaberakiki
@tiramisu8

Top Tweeters in G2:
@jetcitystar
@abc7news
@solidrecs
@alaskaair
@chuckdalldorf
@mikefolf
@newschannel8
@queencolleen__
@pilotnawaf77777
@luisevanegas

Top Tweeters in G3:
@americanair
@klm
@united
@delta
@southwestair
@jetblue
@latam_bra
@jpofgwynedd
@airfrance
@funder

Top Tweeters in G4:
@virginmedia
@virgintrains
@virgin_trainsec
@nytimes
@boingboing
@bostonroca
@xeni
@buzzfeed
@virginatlantic
@cnn

Top Tweeters in G5:
@tres444
@carpoolworld
@iashleyrichards
@_theeblacksheep
@iemilyjohannson
@julianna12369
@ansmt
@vbella23
@imemilydsouza
@kingzo_6

Top Tweeters in G6:
@readysetrock75
@foxnews
@gameovergreggy
@uptomyknees
@ddpieroni
@mynameismindi
@laurenww
@todrick
@asapthottie
@iisuperwomanii

Top Tweeters in G7:
@mlroach
@asktsa
@meteorologist45
@mygiveawayhub
@flysfo
@rduairport
@blairreeves
@danielernsttmt
@rohanaanand
@raleigh_cc

Top Tweeters in G8:
@british_airways
@kingsfanone
@easyjet
@ryanair
@alliemackay
@davidla95dh
@mollywatttalks
@mcsmackthe1st
@sidneyb
@staceyagordon

Top Tweeters in G9:
@joeygiggles
@kerrifar
@kellyolexa
@lmjb
@thinkgeek
@hemalradia
@augieray
@wellbelove
@harpercollinsca
@ronedmondson

Top Tweeters in G10:
@6
@nygovcuomo
@38_degrees
@number10gov
@jeremycorbyn
@govpressoffice
@govinslee
@ziggymarley
@johnkerry
@jerrybrowngov