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Davos_2020-05-23_18-57-04.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 24, 2020
Short Description:
Davos via NodeXL https://bit.ly/2Xo6r3H
@davos
@imrankhanpti
@inabster
@wef
@5agenda21
@adnan_zaheer
@pacaselahattin
@rterdogan
@aj_dettman
@potus

Top hashtags:
#historymakerpmik
#nawazsharif
#gameofthrones
#davos
#pmkhanprideofpakistan
#graubündabidiar
#wef

Description:
Description
The graph represents a network of 5,583 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 Sunday, 24 May 2020 at 01:58 UTC.

The requested start date was Sunday, 24 May 2020 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 4-day, 14-hour, 13-minute period from Tuesday, 19 May 2020 at 09:45 UTC to Saturday, 23 May 2020 at 23:58 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 : 5583
Unique Edges : 3593
Edges With Duplicates : 8049
Total Edges : 11642
Number of Edge Types : 5
Replies to : 917
Mentions : 2100
Tweet : 1091
Retweet : 3218
MentionsInRetweet : 4316
Self-Loops : 1133
Reciprocated Vertex Pair Ratio : 0.0208945478289259
Reciprocated Edge Ratio : 0.0409338023664855
Connected Components : 923
Single-Vertex Connected Components : 341
Maximum Vertices in a Connected Component : 2006
Maximum Edges in a Connected Component : 5344
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 6.512062
Graph Density : 0.000200678301644195
Modularity : 0.545859
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 5,583 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 Sunday, 24 May 2020 at 01:58 UTC.

The requested start date was Sunday, 24 May 2020 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 4-day, 14-hour, 13-minute period from Tuesday, 19 May 2020 at 09:45 UTC to Saturday, 23 May 2020 at 23:58 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : Davos
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[32] https://www.the-american-interest.com/2020/05/22/how-to-fix-globalization-for-detroit-not-davos/
[27] https://www.cnbc.com/video/2019/01/23/bill-gates-and-the-return-on-investment-in-vaccinations-davos.html
[19] https://www.theguardian.com/commentisfree/2016/nov/09/rise-of-the-davos-class-sealed-americas-fate
[10] http://www.independent.co.uk/news/business/news/oxfam-report-worlds-richest-poorest-inequality-gap-wealth-2017-davos-wef-a8167676.html
[9] https://www.bloomberg.com/news/articles/2019-01-20/dimon-schwarzman-and-other-davos-a-listers-add-175-billion-in-10-years
[7] https://ctxt.es/es/20200501/Firmas/31297/Jose-Angel-Moreno-Izquierdo-Economistas-sin-Fronteras-responsabilidad-social-empresas-capitalismo-accionistas-davos.htm?utm_source=twitter&utm_medium=social&utm_campaign=publico
[7] https://www.cnbc.com/2020/01/22/cnbc-transcript-president-donald-trump-sits-down-with-cnbcs-joe-kernen-at-the-world-economic-forum-in-davos-switzerland.html
[7] https://getpocket.com/explore/item/rutger-bregman-the-dutch-historian-who-rocked-davos-and-unearthed-the-real-lord-of-the-flies?utm_source=twtrsynd&utm_medium=social
[6] https://ctxt.es/es/20200501/Firmas/31297/Jose-Angel-Moreno-Izquierdo-Economistas-sin-Fronteras-responsabilidad-social-empresas-capitalismo-accionistas-davos.htm
[6] https://latinoguysporn.com

Top URLs in Tweet in G1:
[2] https://www.weforum.org/agenda/2020/05/answering-key-data-governance-questions-raised-by-covid-19/
[2] https://www.project-syndicate.org/podcasts/imagining-the-new-9-5
[2] https://www.wired.com/story/its-called-artificial-intelligence-but-what-is-intelligence/
[2] https://intelligence.weforum.org/topics/a1Gb0000000pTDbEAM?tab=publications
[2] https://youtu.be/gG6WnMb9Fho?t=169
[2] https://www.weforum.org/agenda/2020/01/yuval-hararis-warning-davos-speech-future-predications
[2] https://www.linkedin.com/pulse/your-sports-team-playing-today-check-here-paul
[2] https://www.weforum.org/agenda/2020/01/why-diversity-needs-sponsors-not-just-allies/
[1] https://twitter.com/i/web/status/1263195410618896385
[1] https://twitter.com/i/web/status/1263181075649646592

Top URLs in Tweet in G2:
[5] https://build-small-business-idea.blogspot.com/2020/05/jack-ma-love-is-important-in-business.html
[4] https://ai-trust.info/davos/1142/
[3] https://gateway.on24.com/wcc/eh/2240281/lp/2322033/the-importance-of-circularity-and-the-role-we-play/
[3] https://twitter.com/ringer/status/1263167907669741569
[3] https://getpocket.com/explore/item/rutger-bregman-the-dutch-historian-who-rocked-davos-and-unearthed-the-real-lord-of-the-flies?utm_source=pocket-newtab
[3] https://twitter.com/cmoisensei/status/1263515861551321088
[3] https://www.youtube.com/watch?v=qiYvXZkEeEU&utm_source=dlvr.it&utm_medium=twitter

[2] https://www.cnbc.com/video/2019/01/23/bill-gates-and-the-return-on-investment-in-vaccinations-davos.html
[2] https://twitter.com/HuertDeAuteuil/status/1262795522584305665
[2] https://www.theguardian.com/books/2020/may/09/rutger-bregman-our-secret-superpower-is-our-ability-to-cooperate

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1262795522584305665

Top URLs in Tweet in G5:
[3] https://twitter.com/PiAckles92/status/1263261315272978436
[2] https://twitter.com/pigdemont_/status/1262732307720437760
[2] https://twitter.com/EFEnoticias/status/1263228263142490113
[2] https://twitter.com/Guerraeterna/status/1263125798724292609
[2] https://twitter.com/DoriToribio/status/1263162026836267008
[2] https://twitter.com/t3vinj/status/1262764613612916737
[2] https://m.tiktok.com/v/6828999690982395141.html?u_code=d752k09jmf1j0d&preview_pb=0&language=en&_d=da083k94k7ilek×tamp=1590000594&utm_campaign=client_share&app=musically&utm_medium=ios&user_id=6710758034665374725&tt_from=copy&utm_source=copy
[2] https://twitter.com/Peshonaria/status/1263189325736443904
[2] https://twitter.com/TheGeek_Zone/status/1263163332112064513
[2] https://twitter.com/mparadinas/status/1263206655027744771

Top URLs in Tweet in G7:
[1] https://www.weforum.org/agenda/2020/05/coronavirus-plandemic-and-the-7-traits-of-conspiratorial-thinking/?utm_source=sfmc&utm_medium=email&utm_campaign=2719847_Agenda_weekly-22May2020&utm_term=&emailType=Newsletter
[1] https://twitter.com/i/web/status/1263022092972425218
[1] https://twitter.com/i/web/status/1263042742269235201

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1263775709434130432
[1] https://twitter.com/i/web/status/1262901794809749506
[1] https://twitter.com/i/web/status/1262902646630998016

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1263941011522441216
[1] https://twitter.com/i/web/status/1247228268857757697
[1] https://twitter.com/cafeweltschmerz/status/1263261167163768832
[1] https://twitter.com/i/web/status/1263567516300972038
[1] https://twitter.com/i/web/status/1263460268492947457

Top Domains
Top Domains in Tweet in Entire Graph:
[463] twitter.com
[59] youtube.com
[45] cnbc.com
[36] the-american-interest.com
[27] theguardian.com
[25] weforum.org
[17] ctxt.es
[16] getpocket.com
[11] bloomberg.com
[11] co.uk

Top Domains in Tweet in G1:
[49] twitter.com
[14] weforum.org
[4] youtube.com
[3] linkedin.com
[2] project-syndicate.org
[2] wired.com
[2] com.pk
[2] youtu.be
[1] nytimes.com
[1] irena.org

Top Domains in Tweet in G2:
[89] twitter.com
[14] youtube.com
[7] blogspot.com
[6] getpocket.com
[5] ctxt.es
[4] cnbc.com
[4] on24.com
[4] theguardian.com
[4] reuters.com
[4] weforum.org

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

Top Domains in Tweet in G5:
[97] twitter.com
[5] youtube.com
[2] tiktok.com
[2] europapress.es
[2] elpais.com
[2] elconfidencial.com
[1] cnn.com
[1] xataka.com
[1] businessinsider.com
[1] org.uk

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[211] historymakerpmik
[207] nawazsharif
[202] gameofthrones
[158] davos
[117] pmkhanprideofpakistan
[77] graubündabidiar
[47] wef
[40] worldeconomicforum
[36] دافوس
[35] erdoğan



Top Hashtags in Tweet in G1:
[12] covid19
[10] nawazsharif
[9] strategicintelligence
[8] wef20
[8] coronavirus
[5] worldeconomicforum
[5] pmkhanprideofpakistan
[4] freebalochistan
[3] pakistan
[3] southafrica

Top Hashtags in Tweet in G2:
[15] davos
[10] gameofthrones
[4] innovationx
[4] dreamsunlimited
[4] ダボス会議
[4] 地球温暖化問題
[3] worldeconomicforum
[3] coronavirus
[3] sap
[3] switzerland

Top Hashtags in Tweet in G3:
[168] nawazsharif
[2] worldeconomicforum

Top Hashtags in Tweet in G4:
[185] gameofthrones

Top Hashtags in Tweet in G5:
[4] humor
[3] covid19
[3] covid_19
[2] starwars
[2] yoda
[2] r2d2
[2] magneto
[2] meme
[2] homeopatía
[2] drunktrump

Top Hashtags in Tweet in G7:
[1] corruption

Top Hashtags in Tweet in G8:
[33] erdoğan
[1] erdoğandanbirsözyaz
[1] kuduesfilistininbaskentidir

Top Hashtags in Tweet in G9:
[207] historymakerpmik
[27] worldeconomicforum
[9] iktakesdownmafia
[5] nawazsharif
[2] pakistan
[1] pmkhanprideofpakistan

Top Hashtags in Tweet in G10:
[7] gates
[6] vaccine
[1] 4ir
[1] ubi
[1] ceos
[1] multinationals
[1] wef

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[185] davos
[108] wef
[53] antonioguterres
[44] request
[36] nation
[31] imrankhanpti
[31] un_spokesperson
[31] globalshapers
[30] joinun75
[30] globalgoalsun

Top Words in Tweet in G2:
[326] davos
[33] world
[25] economic
[23] forum
[17] 2020
[15] #davos
[15] seaworth
[15] rutger
[15] historian
[14] 2019

Top Words in Tweet in G3:
[214] pm
[177] davos
[168] #nawazsharif
[134] barred
[134] speaking
[134] corruption
[133] naya
[133] pakistan
[133] unfortunately
[132] adnan_zaheer

Top Words in Tweet in G4:
[187] davos
[186] cosa
[186] più
[186] iconica
[186] trono
[186] spade
[186] rimarra
[186] manda
[186] fanculo
[186] gli

Top Words in Tweet in G5:
[74] davos_seaworth
[22] undivaga
[18] xd
[16] bien
[14] tengo
[13] madrid
[11] antes
[11] pues
[11] tienen
[11] nada

Top Words in Tweet in G6:
[349] bir
[348] ufak
[174] türkiye'nin
[174] imparatorluğun
[174] mirasçısı
[174] olduğu
[174] doksan
[174] yıldır
[174] unutturulmuştu
[174] bunu

Top Words in Tweet in G7:
[184] davos
[154] world
[143] 5agenda21
[117] taken
[116] decision
[116] global
[116] lockdown
[116] collapse
[116] economy
[116] january

Top Words in Tweet in G8:
[372] ile
[228] mücadele
[227] ediyor
[226] locaları
[114] davos
[113] biri
[113] kandil
[113] diğeri
[113] londra
[113] başlarında

Top Words in Tweet in G9:
[207] #historymakerpmik
[181] davos
[145] resort
[142] wef
[141] hosts
[108] annual
[93] meeting
[93] end
[93] january
[92] mountain

Top Words in Tweet in G10:
[118] davos
[104] world
[99] 21wire
[97] economic
[94] top
[94] end
[94] 'new
[94] normal'
[94] construct
[94] find

Top Word Pairs
Top Word Pairs in Tweet in G2:
[50] world,economic
[30] economic,forum
[30] davos,seaworth
[30] rutger,bregman
[30] forum,davos
[30] dutch,historian
[30] bregman,dutch
[30] lord,flies
[26] historian,rocked
[25] rocked,davos

Top Word Pairs in Tweet in G3:
[21] #nawazsharif,barred
[21] barred,speaking
[14] speaking,davos
[14] davos,corruption
[11] naya,pakistan
[10] pakistan,pm
[9] pm,unfortunately
[9] unfortunately,#nawazsharif
[8] adnan_zaheer,naya
[8] time,nawaz

Top Word Pairs in Tweet in G4:
[134] cosa,più
[134] più,iconica
[134] iconica,trono
[134] trono,spade
[133] spade,rimarra
[133] rimarra,davos
[133] davos,manda
[133] manda,fanculo
[132] fanculo,gli
[43] gli,elettori

Top Word Pairs in Tweet in G5:
[186] katiesony,undivaga
[186] davos_seaworth,katiesony
[186] pasar,fase
[186] tom_madico,pioiin
[186] vilagarcía,arousa
[186] gira,ruleta
[186] banderas,españa
[186] 15,días
[186] haber,hecho
[186] partido,popular

Top Word Pairs in Tweet in G6:
[10] türkiye'nin,bir
[7] bir,imparatorluğun
[5] imparatorluğun,mirasçısı
[4] mirasçısı,olduğu
[4] olduğu,doksan
[4] doksan,yıldır
[4] yıldır,unutturulmuştu
[3] unutturulmuştu,ufak
[3] ufak,ufak
[3] ufak,bunu

Top Word Pairs in Tweet in G7:
[174] decision,global
[174] global,lockdown
[174] lockdown,collapse
[174] collapse,world
[174] world,economy
[174] economy,taken
[174] taken,davos
[174] davos,january
[174] january,2020
[174] 2020,prior

Top Word Pairs in Tweet in G8:
[116] ile,mücadele
[116] mücadele,ediyor
[116] locaları,ile
[116] biri,kandil
[116] kandil,locaları
[116] ediyor,diğeri
[116] diğeri,londra
[116] londra,davos
[116] davos,locaları
[116] ediyor,başlarında

Top Word Pairs in Tweet in G9:
[227] wef,hosts
[227] hosts,annual
[226] annual,meeting
[113] meeting,end
[113] end,january
[113] january,davos
[113] davos,mountain
[113] mountain,resort
[113] resort,graubünden
[113] 1971,profit

Top Word Pairs in Tweet in G10:
[141] top,end
[108] end,'new
[93] 'new,normal'
[93] normal',construct
[93] construct,find
[93] find,stakeholders
[92] stakeholders,world
[91] world,economic
[91] economic,forum
[77] forum,davos

Top Replied-To
Top Replied-To in Entire Graph:
@davos_seaworth
@antonioguterres
@themlotsdad
@davos_1999
@ringer
@cynaegeirus
@undivaga
@realdonaldtrump
@quotes_chomsky
@putomikel

Top Replied-To in G1:
@antonioguterres
@quotes_chomsky
@davos
@spencer99972444
@abc
@johnpilger
@tweettruth2me
@imrankhanpti
@independent
@rajshah

Top Replied-To in G4:
@mashkyufriends

Top Replied-To in G5:
@davos_seaworth
@undivaga
@putomikel
@tripo_1
@davos_
@potipotiinlove
@tom_madico
@ladykilauea
@el_alexchino
@_ytrio_

Top Replied-To in G7:
@5agenda21
@markbprocter
@kthopkins
@stevebakerhw
@2013boodicca

Top Replied-To in G10:
@21wire
@cynthiamckinney
@chelllllz
@maximebernier
@xguoforwaterloo
@hyderjoseph1

Top Mentioned
Top Mentioned in Entire Graph:
@huertdeauteuil
@engnnardc
@5agenda21
@davos
@adnan_zaheer
@pacaselahattin
@wef
@21wire
@herbert_keg
@wasi_a1

Top Mentioned in G1:
@davos
@wef
@un
@un_spokesperson
@globalshapers
@joinun75
@globalgoalsun
@unyouthenvoy
@imrankhanpti
@un_pga

Top Mentioned in G2:
@chhon_sochea
@rjp56
@cannafrom
@lpotus45
@wsjp_insight
@quiluc58

Top Mentioned in G3:
@adnan_zaheer
@alirazatweets
@ikhanz_tigress
@imrankhanpti

Top Mentioned in G4:
@huertdeauteuil

Top Mentioned in G5:
@davos_seaworth
@undivaga
@katiesony
@pioiin
@labarovier
@japa6691
@petitsuize
@oskartxuprz
@eskualdunak
@egocrata

Top Mentioned in G6:
@engnnardc

Top Mentioned in G7:
@5agenda21
@2013boodicca
@matthancock
@jongar00990153
@drjudyamikovits
@cjsnowdon
@telegraph
@ginadee47634688
@billgates

Top Mentioned in G8:
@pacaselahattin
@gandi_gudu
@rterdogan

Top Mentioned in G9:
@sumz_rao
@abdul_wahabshah
@tm_rocks
@uzmawriteups
@saraby114
@uzm
@live__wire_
@live__
@masimshabbirkh2
@bilalmalik5400

Top Mentioned in G10:
@21wire
@elleprovocateur
@keesvdpijl1
@dreamweaverguru
@5agenda21
@danid212316
@shawng927
@thejohnrobson
@fpvaughaniii
@maximebernier

Top Tweeters
Top Tweeters in Entire Graph:
@tulionoticias
@paoloigna1
@marcodacostafx
@durobelinda
@esterlinalanzi
@1denmadrid
@washiro
@inabster
@independent
@revolution_fr

Top Tweeters in G1:
@paoloigna1
@inabster
@independent
@abscbnnews
@menabster
@rosenchild
@guardian
@business
@reuters
@foxnews

Top Tweeters in G2:
@tulionoticias
@washiro
@carhire121
@ussanews
@edourdoo
@creativattack
@mrsuperjay
@mtnpoet
@overthemoonbat
@naturallykatz

Top Tweeters in G3:
@ambitiousfree
@fahad_pti
@salman0800
@afridifan_mufc
@19sahsanraza
@karachikings19s
@alirazatweets
@ranaomer
@tahsinfatima9
@alvina91

Top Tweeters in G4:
@_beaphoenix_
@oldmanaries
@_ciuliaa_
@porowskj
@vpervero
@just__sara_
@chemicalblxxd
@tsubychan1984
@mvvnligvt
@bellisaldridge

Top Tweeters in G5:
@frikitty
@obdriftwood
@flanaganmcphee
@damagedbrainzs
@esterrubio2
@undivaga
@julwiki
@lara_santaella
@desselebrada
@xipirona

Top Tweeters in G6:
@kyamamcancazm
@nusretustun
@mgurkan435
@analyzman
@abdisuleyman10
@enginhcttp
@ucanmd
@mrgezgin123
@fatinkapusuz
@qxmqolkpmyqoeu2

Top Tweeters in G7:
@telegraph
@mikerestorer
@battlefrontgen1
@usashopper
@reptoid_hunter
@tornadonewslink
@bobtd30
@dmills3710
@albertothomas
@anonymous4835

Top Tweeters in G8:
@furkanrt34
@golgenin_gucu34
@1001esat2
@ahdes98
@abdurrahman_sng
@o_is_tamameksi
@akilknurrte3
@servet_beki
@beyduzmahmut
@rteabi

Top Tweeters in G9:
@asadanwarr
@haniyaiman1
@sanaaaaaaakk
@josethejudas
@the_morbius_
@mashterani
@nidiim
@tzghauri
@abuwassay_
@zararrmalik

Top Tweeters in G10:
@housecracka
@lulu_brown24
@sandoly
@ghengiskhan88
@libertylady44
@petermcc66
@bprophetable
@reneemccone
@ian56789
@mabukon


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