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Davos_2019-02-11_07-05-07.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 11, 2019
Description:
Description
The graph represents a network of 5,981 Twitter users whose tweets in the requested range contained "Davos", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 11 February 2019 at 15:06 UTC.

The requested start date was Monday, 11 February 2019 at 01:01 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 1-day, 10-hour, 6-minute period from Saturday, 09 February 2019 at 14:50 UTC to Monday, 11 February 2019 at 00:57 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 : 5981
Unique Edges : 7483
Edges With Duplicates : 1369
Total Edges : 8852
Number of Edge Types : 3
Mentions : 7337
Tweet : 956
Replies to : 559
Self-Loops : 956
Reciprocated Vertex Pair Ratio : 0.00692285956484883
Reciprocated Edge Ratio : 0.0137505261680932
Connected Components : 962
Single-Vertex Connected Components : 404
Maximum Vertices in a Connected Component : 2797
Maximum Edges in a Connected Component : 4751
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 7.146236
Graph Density : 0.000199265343599212
Modularity : 0.794552
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[114] Videos&utm_medium=Facebook
[114] Videos&utm_campaign=Facebook
[114] Video
[114] Blogs
[84] https://www.weforum.org/agenda/2019/02/davos-2019-technology-un-sustainable-development-goals-sdg
[52] https://www.weforum.org/agenda/2019/02/brick-by-lego-brick-teen-builds-his-own-prosthetic-arm/
[30] https://www.weforum.org/agenda/2018/11/coastal-cities-consider-waterfront-parks-over-sea-walls-to-combat-flooding?utm_source=Facebook
[29] https://www.weforum.org/agenda/2018/09/ai-could-help-us-manage-natural-disasters-but-only-to-an-extent?utm_source=Facebook
[23] https://twitter.com/UOLCinema/status/1094379665299595264
[22] https://twitter.com/scotteweinberg/status/1094295867530584064

Top URLs in Tweet in G1:
[1] https://twitter.com/i/web/status/1094640581806964736
[1] https://twitter.com/i/web/status/1088608680742768641

Top URLs in Tweet in G2:
[5] https://www.weforum.org/agenda/2019/02/davos-2019-technology-un-sustainable-development-goals-sdg
[5] https://www.theguardian.com/commentisfree/2019/jan/29/bill-gates-davos-global-poverty-infographic-neoliberal
[4] https://www.prospo.co/l
[4] https://www.prospo.co/mcp2FD65w
[4] https://www.bookbrowse.com/news/detail/index.cfm?news_item_number=2252
[4] https://bergensia.com/greta-thunberg-16-making-her-voice-heard-in-davos-fridaysforfuture/
[3] https://environmentaljusticetv.wordpress.com/2019/02/09/welcome-to-davos-world-economic-forum-annual-meeting-2019/
[3] https://www.weforum.org/agenda/2019/02/davos-2019-technology-un-sustainable-development-goals-sdg/
[3] http://bigeducationape.blogspot.com/2019/01/curmudgucation-truth-about-davos-ai-and.html
[2] https://twitter.com/davos/status/1093887506565734400

Top URLs in Tweet in G3:
[111] Videos&utm_medium=Facebook
[111] Videos&utm_campaign=Facebook
[111] Video
[111] Blogs
[52] https://www.weforum.org/agenda/2019/02/brick-by-lego-brick-teen-builds-his-own-prosthetic-arm/
[29] https://www.weforum.org/agenda/2018/11/coastal-cities-consider-waterfront-parks-over-sea-walls-to-combat-flooding?utm_source=Facebook
[28] https://www.weforum.org/agenda/2018/09/ai-could-help-us-manage-natural-disasters-but-only-to-an-extent?utm_source=Facebook
[19] https://www.weforum.org/agenda/2019/02/british-chips-now-one-inch-shorter-due-to-climate-change?utm_source=Facebook
[17] https://www.weforum.org/agenda/2017/10/if-plants-could-be-superheroes-this-tree-would-be-one?utm_content=bufferbac3a&utm_medium=social&utm_source=facebook.com&utm_campaign=buffer
[13] https://www.weforum.org/agenda/2019/02/antarcticas-krill-shift-south-as-icy-waters-warm?utm_source=Facebook

Top URLs in Tweet in G4:
[76] https://www.weforum.org/agenda/2019/02/davos-2019-technology-un-sustainable-development-goals-sdg
[7] https://www.weforum.org/agenda/2019/02/davos-2019-technology-un-sustainable-development-goals-sdg/
[6] https://www.weforum.org/agenda/2019/01/these-are-the-biggest-risks-to-the-global-economy-in-2019
[6] http://CCG-ifeng.com
[3] https://www.weforum.org/events/world-economic-forum-annual-meeting
[3] https://www.weforum.org/agenda/2019/01/these-3-technologies-will-permanently-change-the-banking-sector
[3] https://www.computerweekly.com/news/252456232/Davos-2019-Why-data-sharing-is-key-to-AI-in-Industry-40
[2] https://www.topcoder.com/blog/topcoder-takes-on-2019-davos/?utm_campaign=coschedule&utm_source=twitter&utm_medium=Topcoder&utm_content=Topcoder
[2] Takes
[2] On

Top URLs in Tweet in G5:
[4] https://buchanan.org/blog/is-the-spectre-of-trump-haunting-davos-124642
[1] https://twitter.com/i/web/status/1087822041003319298
[1] https://twitter.com/i/web/status/1094735524206645248
[1] https://twitter.com/i/web/status/1094376190394200065
[1] https://twitter.com/i/web/status/1094542065407541250
[1] https://twitter.com/i/web/status/1094536801233051651
[1] https://twitter.com/i/web/status/1094566652828635136
[1] https://twitter.com/i/web/status/1094554144709464065
[1] https://twitter.com/i/web/status/1094564810631589888
[1] https://twitter.com/i/web/status/1094588909735067650

Top URLs in Tweet in G6:
[1] https://twitter.com/grovernorquist/status/1094017680603078656
[1] https://www.nytimes.com/2019/01/27/world/europe/metoo-backlash-gender-equality-davos-men.html

Top URLs in Tweet in G7:
[3] https://www.abc.net.au/news/2019-02-07/rutger-bregmans-viral-tax-speech-but-didnt-go-down-well-in-davos/10791322
[2] https://twitter.com/KSAmofaEN/status/1093945843672145925
[2] https://www.youtube.com/watch?v=P8ijiLqfXP0

[2] https://twitter.com/EconomistRadio/status/1093575424628719619
[2] https://www.youtube.com/watch?v=T3gFNd54reg&feature=youtu.be

[1] https://twitter.com/i/web/status/1093517339256078336
[1] http://evonomics.com/why-garbage-men-should-earn-more-than-bankers/
[1] https://twitter.com/i/web/status/1088764948505858049
[1] https://twitter.com/i/web/status/1089553562777071617
[1] https://twitter.com/i/web/status/1086291763701137408

Top URLs in Tweet in G8:
[4] https://www.theguardian.com/business/2017/jan/13/army-of-staff-descends-on-davos-to-serve-wef-super-rich
[1] https://twitter.com/i/web/status/1094472429475311617
[1] https://twitter.com/i/web/status/1094470921669218305
[1] https://www.evernote.com/shard/s499/sh/161879ea-7086-4807-adda-aa197b738915/cc48bf05751ecf576d5803a362ac4e96
[1] https://threadreaderapp.com/thread/1094088781068681218.html

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1094479146628116480
[1] https://twitter.com/i/web/status/1094610758061699072

Top URLs in Tweet in G10:
[2] https://brasilsa.tumblr.com/post/182633136397/bolsonaro-%C3%A9-uma-piada-e-um-perigo-diz-jovem#_=_
[1] https://twitter.com/folha/status/1094627052223774720
[1] https://twitter.com/i/web/status/1094596184667275264
[1] https://twitter.com/i/web/status/1094670810625789952

Top Domains
Top Domains in Tweet in Entire Graph:
[837] twitter.com
[364] weforum.org
[148] youtube.com
[60] theguardian.com
[19] co.uk
[19] lnkd.in
[16] nytimes.com
[10] cnn.com
[10] inc.com
[9] bit.ly

Top Domains in Tweet in G1:
[2] twitter.com

Top Domains in Tweet in G2:
[135] twitter.com
[28] youtube.com
[22] theguardian.com
[14] lnkd.in
[13] weforum.org
[8] ziftsolutions.com
[8] prospo.co
[7] tradeforprofit.net
[6] bergensia.com
[5] blogspot.com

Top Domains in Tweet in G3:
[209] weforum.org
[58] twitter.com
[7] legrandcontinent.eu
[4] paper.li
[2] irinnews.org
[2] accntu.re
[1] georgesoros.com
[1] medium.com
[1] thenational.ae
[1] bit.ly

Top Domains in Tweet in G4:
[121] weforum.org
[41] twitter.com
[6] ccg-ifeng.com
[3] computerweekly.com
[2] topcoder.com
[2] bizcatalyst360.com
[2] washingtonpost.com
[2] straitstimes.com
[1] competentboards.com
[1] fcltglobal.org

Top Domains in Tweet in G5:
[10] twitter.com
[4] buchanan.org
[1] cnn.com

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

Top Domains in Tweet in G7:
[26] twitter.com
[5] youtube.com
[3] net.au
[3] theguardian.com
[2] trib.al
[1] evonomics.com
[1] washingtonpost.com
[1] weforum.org
[1] oxfamfrance.org

Top Domains in Tweet in G8:
[4] theguardian.com
[2] twitter.com
[1] evernote.com
[1] threadreaderapp.com

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

Top Domains in Tweet in G10:
[3] twitter.com
[2] tumblr.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[254] davos
[152] wef19
[115] sustainability
[91] environment
[81] nature
[78] future
[75] bestof
[74] climatechange
[48] taxtherich
[44] ai



Top Hashtags in Tweet in G1:
[2] tearitupbts

Top Hashtags in Tweet in G2:
[34] davos
[6] climatechange
[5] wef
[4] bestof
[4] sustainability
[4] future
[4] got
[4] fridaysforfuture
[3] venezuela
[3] gameofthrones

Top Hashtags in Tweet in G3:
[78] nature
[76] environment
[30] sustainability
[17] health
[14] elites
[14] inequality
[14] poverty
[14] oilandgas
[14] lng
[14] coal

Top Hashtags in Tweet in G4:
[74] sustainability
[74] future
[71] bestof
[34] wef19
[27] davos
[11] ai
[9] economics
[8] ppps
[8] belgrade
[7] ceos

Top Hashtags in Tweet in G6:
[5] metoo

Top Hashtags in Tweet in G7:
[30] taxtherich
[5] davos
[3] systemchange
[2] mustwatch
[2] wef19
[1] davos2019
[1] abc730
[1] postgrowth
[1] inégalité
[1] monde

Top Hashtags in Tweet in G8:
[1] climatechange

Top Words
Top Words in Tweet in Entire Graph:
[2528] Words in Sentiment List#1: Positive
[1491] Words in Sentiment List#2: Negative
[4] Words in Sentiment List#3: Angry/Violent
[100220] Non-categorized Words
[104239] Total Words
[3569] davos
[1205] generation
[653] leaders
[636] next
[609] order

Top Words in Tweet in G1:
[1202] generation
[603] bts_twt
[601] time's
[601] next
[601] leaders
[601] speakers
[601] order
[601] cultural
[601] merit
[601] holders

Top Words in Tweet in G2:
[348] davos
[59] 2019
[50] world
[29] economic
[29] forum
[19] 1
[19] more
[18] future
[18] s
[17] people

Top Words in Tweet in G3:
[373] davos
[148] more
[108] nature
[103] read
[77] environment
[54] sustainable
[52] teenager
[52] built
[52] prosthetic
[52] arm

Top Words in Tweet in G4:
[165] wef
[118] davos
[110] world
[91] more
[84] future
[81] road
[81] ahead
[81] building
[81] sustainable
[74] sustainability

Top Words in Tweet in G5:
[224] davos
[210] blair
[207] change_britain
[202] tony
[201] last
[201] month
[6] millions
[5] made
[5] bulldog665
[4] man

Top Words in Tweet in G6:
[223] davos
[219] govmikehuckabee
[218] swells
[218] lecture
[218] carbon
[218] emissions
[218] gulfstreams
[218] global
[218] jets
[217] tu

Top Words in Tweet in G7:
[157] davos
[98] rcbregman
[63] tax
[61] s
[60] world
[52] rutger
[52] bregman
[52] economic
[52] forum
[49] economist

Top Words in Tweet in G8:
[143] davos
[138] climateaudit
[134] conference
[126] leshchenko
[125] sponsored
[125] clinton
[124] good
[124] spotting
[124] fusion
[124] gps

Top Words in Tweet in G9:
[151] davos
[143] now
[143] more
[143] data
[143] costs
[143] survé
[143] r1
[143] 8m
[143] attend
[143] ayo

Top Words in Tweet in G10:
[138] davos
[97] bolsonaro
[96] estelitaborges
[93] está
[93] fugindo
[93] suas
[93] obrigações
[93] presidenciais
[93] vampiro
[93] foge

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[601] bts_twt,time's
[601] time's,next
[601] next,generation
[601] generation,leaders
[601] leaders,speakers
[601] speakers,order
[601] order,cultural
[601] cultural,merit
[601] merit,holders
[601] holders,unicef's

Top Word Pairs in Tweet in G1:
[601] bts_twt,time's
[601] time's,next
[601] next,generation
[601] generation,leaders
[601] leaders,speakers
[601] speakers,order
[601] order,cultural
[601] cultural,merit
[601] merit,holders
[601] holders,unicef's

Top Word Pairs in Tweet in G2:
[46] davos,2019
[26] economic,forum
[25] world,economic
[12] greta,thunberg
[11] em,davos
[10] davos,seaworth
[8] road,ahead
[8] ahead,building
[8] building,more
[8] more,sustainable

Top Word Pairs in Tweet in G3:
[100] read,more
[52] teenager,built
[52] built,prosthetic
[52] prosthetic,arm
[52] arm,lego
[51] davos,teenager
[49] more,nature
[45] nature,environment
[35] learn,more
[30] managing,natural

Top Word Pairs in Tweet in G4:
[81] road,ahead
[81] ahead,building
[81] building,more
[81] more,sustainable
[81] sustainable,world
[74] world,sustainability
[74] sustainability,future
[71] bestof,road
[70] wef,bestof
[26] gt,gt

Top Word Pairs in Tweet in G5:
[202] tony,blair
[201] last,month
[200] blair,last
[200] month,davos
[199] change_britain,tony
[5] davos,blair
[4] cjneet,davidlammy
[4] davidlammy,lammy
[4] lammy,highest
[4] highest,claimant

Top Word Pairs in Tweet in G6:
[218] swells,lecture
[218] lecture,carbon
[218] carbon,emissions
[218] emissions,davos
[218] davos,gulfstreams
[218] gulfstreams,global
[218] global,jets
[217] govmikehuckabee,swells
[217] jets,tu
[5] mentoring,women

Top Word Pairs in Tweet in G7:
[52] rutger,bregman
[52] world,economic
[52] economic,forum
[48] economist,asks
[48] forum,davos
[47] bregman,caused
[47] caused,stir
[47] stir,criticising
[47] criticising,tax
[47] tax,avoidance

Top Word Pairs in Tweet in G8:
[124] good,spotting
[124] spotting,fusion
[124] fusion,gps
[124] gps,source
[124] source,leshchenko
[124] leshchenko,pal
[124] pal,nayem
[124] nayem,featured
[124] featured,2015
[124] 2015,davos

Top Word Pairs in Tweet in G9:
[143] now,more
[143] more,data
[143] data,costs
[143] costs,survé
[143] survé,r1
[143] r1,8m
[143] 8m,attend
[143] attend,davos
[143] davos,ayo
[143] ayo,s

Top Word Pairs in Tweet in G10:
[93] bolsonaro,está
[93] está,fugindo
[93] fugindo,suas
[93] suas,obrigações
[93] obrigações,presidenciais
[93] presidenciais,vampiro
[93] vampiro,foge
[93] foge,da
[93] da,estaca
[93] estaca,foi

Top Replied-To
Top Replied-To in Entire Graph:
@davos
@sergiomassa
@daveot2018
@eldestapeweb
@jairbolsonaro
@bolsonarosp
@carlosot2018
@rcbregman
@tembamliswa
@hughhewitt

Top Replied-To in G1:
@bts_twt

Top Replied-To in G3:
@davos
@tembamliswa
@nickmangwana
@undp
@skynews
@engineereden
@farmernzou
@jonnejuntura
@firoozi
@oxonianx

Top Replied-To in G4:
@officeofknath
@gretathunberg
@shaideluca
@atomreisfleisch
@gpforeducation
@az_beobachter
@nancytastar
@wef
@cornishpom
@georgemonbiot

Top Replied-To in G5:
@change_britain
@protecths
@anna_soubry
@warringtonforeu
@ridgeonsunday
@carlsmythe
@cjneet
@ian_fromblighty
@europeanbriton
@pickylawyer

Top Replied-To in G6:
@govmikehuckabee

Top Replied-To in G7:
@rcbregman
@jbinero
@anandwrites
@_max_w_
@ian_427
@dwightsproull
@kevin00909937
@feisty_fl
@wef
@aoc

Top Replied-To in G8:
@avery1776
@climateaudit
@sebgorka

Top Replied-To in G10:
@estelitaborges

Top Mentioned
Top Mentioned in Entire Graph:
@bts_twt
@shadow_twts
@davos
@govmikehuckabee
@change_britain
@wef
@magda_wierzycka
@climateaudit
@estelitaborges
@rcbregman

Top Mentioned in G1:
@bts_twt
@shadow_twts
@bangtanonlyu
@cocacola
@armyindonesiaa

Top Mentioned in G2:
@voyageswiss
@tirasversiprosa
@yunus_gulendam
@seanbrickell
@besserewege
@hjarche
@westmountmag
@speakola_
@barbarakimmel

Top Mentioned in G3:
@davos
@wef
@asteiner
@undp
@geg_lgc
@irinnews
@femiabodunde
@homelessdave0
@globalshapers
@un

Top Mentioned in G4:
@wef
@gretathunberg
@davos
@mikequindazzi
@avucic
@ebrdsuma
@jrigterink
@ebrd
@predsednikrs
@fisher85m

Top Mentioned in G5:
@change_britain
@bulldog665
@davidlammy
@cjneet
@patrickbuchanan
@peoplesvote_uk
@lbc
@nigel_farage
@ridgeonsunday
@ed_miller_uk

Top Mentioned in G6:
@govmikehuckabee
@maddy_dychtwald
@climateaudit
@usacsmret
@p_statz

Top Mentioned in G7:
@rcbregman
@theeconomist
@aoc
@marijnissenl
@meyerron
@winnie_byanyima
@davos
@anandwrites
@abc730
@oxfam

Top Mentioned in G8:
@climateaudit
@avery1776
@jackposobiec
@georgew01735467
@realpiw
@stevepieczenik
@healthranger
@markdice
@libertytarian
@1foreverseeking

Top Mentioned in G9:
@magda_wierzycka
@martin_welz

Top Mentioned in G10:
@estelitaborges
@freibetto
@mdenser
@tarlouze

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@superalitita
@prospoco
@natransversal
@libertad717
@diraholanda
@heelleclech
@moonbootica
@limportant_fr
@hassan_k82

Top Tweeters in G1:
@ingirksnob
@jeanettacsheehy
@cocacola
@sucrebonbon1
@jeanne20th
@jammin_to_jimin
@outrotear041
@kingtanslay
@panterka30k
@taemoonhyung

Top Tweeters in G2:
@prospoco
@jondknight
@coopmike48
@chrisifg
@politicalhedge
@chidambara09
@jimdwrench
@michellebullet1
@kurtschlichter
@pdesamos

Top Tweeters in G3:
@libertad717
@fintechna
@femiabodunde
@skynews
@ineeshadvs
@truthtotweet
@cloud_stream
@kikuyugoddess
@clayengberg
@skry

Top Tweeters in G4:
@evankirstel
@rjber15
@guardian
@zimei_no_ri
@anonomouse1981
@chouchoumpacko
@atomreisfleisch
@hubbucket
@simon_a_wood
@tagesschau

Top Tweeters in G5:
@firetrench
@mitchiepoo46
@coderedshell
@turfline
@z_chrissie
@anncaswell2
@thorpelynden
@redhotsquirrel
@coull26
@tm014d1009

Top Tweeters in G6:
@joefreedomlove
@debrammason1
@sofiegeorge
@jetrotter
@usacsmret
@wetfeathers
@lanaashford1
@misstree18
@caselvis58
@casuperrunner

Top Tweeters in G7:
@alllibertynews
@marconavarrolor
@abcnews
@burnodo
@dwnews
@theon0563
@elizabethliza16
@pennyvane10
@riyadhalrifai
@theeconomist

Top Tweeters in G8:
@vjeannek
@rickandkim30yrs
@anzers
@melissa31920880
@ldiamond39
@stranahan
@peterpobjecky
@rlyor
@lindanap123
@_luv_maga

Top Tweeters in G9:
@mckaytracey
@kabloemski
@sapolnews
@notolls1
@claylungs
@sonjaphd
@sparky_guy
@pietmeis1234
@kenn_qbe
@justinelimlaw

Top Tweeters in G10:
@natransversal
@tarlouze
@liamabat
@enfanaleao
@nildaalcarinque
@arte_prima
@carlatoscan
@gracieusabrito
@joceyrr
@magnamoreira_