#WEF, Twitter, 3/29/2020 2:28:35 AM, 223932


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#WEF_2020-03-28_19-12-00.xlsx
#WEF_2020-03-28_19-12-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 29, 2020
Short Description:
#WEF via NodeXL https://bit.ly/3dA4bgZ
@elleprovocateur
@brave_fatima
@wef
@borgebrende
@spinky363
@anonylyzer13
@competia
@shuledirect
@compromisedngos
@waltisiegrist

Top hashtags:
#wef
#who
#covid19
#coronaviruspandemic
#letsfightcorona
#coronavirus
#davos
#covid

Description:
Description
The graph represents a network of 872 Twitter users whose tweets in the requested range contained "#WEF", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 29 March 2020 at 02:12 UTC.

The requested start date was Sunday, 29 March 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 13-day, 13-hour, 16-minute period from Sunday, 15 March 2020 at 00:09 UTC to Saturday, 28 March 2020 at 13:25 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 : 872
Unique Edges : 900
Edges With Duplicates : 523
Total Edges : 1423
Number of Edge Types : 4
Tweet : 296
MentionsInRetweet : 861
Mentions : 219
Replies to : 47
Self-Loops : 296
Reciprocated Vertex Pair Ratio : 0.019047619047619
Reciprocated Edge Ratio : 0.0373831775700935
Connected Components : 233
Single-Vertex Connected Components : 125
Maximum Vertices in a Connected Component : 102
Maximum Edges in a Connected Component : 206
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.360186
Graph Density : 0.00112703946744752
Modularity : 0.63997
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 872 Twitter users whose tweets in the requested range contained "#WEF", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 29 March 2020 at 02:12 UTC.

The requested start date was Sunday, 29 March 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 13-day, 13-hour, 16-minute period from Sunday, 15 March 2020 at 00:09 UTC to Saturday, 28 March 2020 at 13:25 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 : #WEF
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:
[19] https://www.linkedin.com/posts/nigelwillson_professionalservices-ai-artificialintelligence-activity-6646026082262794241-CNGV
[18] http://blog.softwareinsider.org/2017/01/02/mondays-musings-dynamic-leadership-responsive-responsible-approach-davos17-wef/
[10] https://waltersiegrist.ch/Event201.mp4
[9] https://www.corrierecomunicazioni.it/digital-economy/coronavirus-il-world-economic-forum-crea-una-task-force-per-il-business/
[7] https://www.who.int/immunization/immunization_agenda_2030/en/
[6] https://www.linkedin.com/slink?code=f6dQF7z
[6] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[6] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[5] https://www.activistpost.com/2020/01/did-bill-gates-world-economic-forum-predict-coronavirus-outbreak-an-inside-look-may-shock-you.html
[5] https://play.google.com/store/apps/details?id=com.weforum.maa

Top URLs in Tweet in G1:
[6] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[6] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[5] https://play.google.com/store/apps/details?id=com.weforum.maa
[2] http://www.nosacapital.com/blog/even-the-great-and-the-good-realise-cryptos-are-here-to-stay
[1] https://twitter.com/i/web/status/1239018283300339712
[1] https://twitter.com/i/web/status/1239131986654040065
[1] http://news.mit.edu/2020/slow-epidemic-airport-handwashing-0206
[1] https://www.youtube.com/watch?v=1CM2z3Od9yo

[1] https://twitter.com/i/web/status/1239216178456866818
[1] https://www.youtube.com/watch?v=0-FQbhkWYuY&feature=youtu.be


Top URLs in Tweet in G2:
[1] https://www.businessinsider.com/wef-and-who-launch-covid-action-platform-for-business-2020-3
[1] https://twitter.com/i/web/status/1238235424604241921
[1] https://twitter.com/i/web/status/1238980560481062912
[1] https://twitter.com/i/web/status/1239684910098649088
[1] https://twitter.com/i/web/status/1239898472096169988
[1] https://twitter.com/i/web/status/1239985026940338176
[1] https://twitter.com/i/web/status/1240315426506264580
[1] https://twitter.com/i/web/status/1242123328065867777
[1] https://twitter.com/i/web/status/1242484427395121152
[1] https://twitter.com/i/web/status/1243644836860899329

Top URLs in Tweet in G4:
[2] https://paper.li/Competia/1326997107?edition_id=aa625310-6d3b-11ea-9eb9-0cc47a0d1609
[1] https://paper.li/Competia/1326997107?edition_id=812c2280-67bb-11ea-a645-0cc47a0d1609
[1] https://twitter.com/i/web/status/1239489733601918976
[1] https://intelligence.weforum.org/topics/a1G0X000006O6EHUA0?tab=publications
[1] https://twitter.com/i/web/status/1239624470853292032
[1] https://twitter.com/i/web/status/1241077136540172288
[1] https://www.weforum.org/agenda/2020/03/covid-19-coronavirus-new-york-simulation-lessons-not-too-late-to-act/
[1] https://twitter.com/i/web/status/1242494017906114561
[1] https://twitter.com/i/web/status/1240630278361579521
[1] https://twitter.com/i/web/status/1242767695260659714

Top URLs in Tweet in G5:
[9] https://www.corrierecomunicazioni.it/digital-economy/coronavirus-il-world-economic-forum-crea-una-task-force-per-il-business/
[1] https://twitter.com/i/web/status/1243038253319626754
[1] https://twitter.com/i/web/status/1240080884109389824
[1] https://www.weforum.org/focus/coronavirus-covid-19
[1] https://twitter.com/i/web/status/1242806065386811392
[1] https://twitter.com/i/web/status/1242352320614203392
[1] https://www.w20saudiarabia.org.sa/en/Publications/Pages/default.aspx
[1] https://twitter.com/wef/status/1238812122890391552?s=20
[1] https://www.weforum.org/agenda/2020/03/emissions-impact-coronavirus-lockdowns-satellites/
[1] https://twitter.com/i/web/status/1239603606980120576

Top URLs in Tweet in G6:
[10] https://waltersiegrist.ch/Event201.mp4
[1] https://twitter.com/i/web/status/1241781407179046914
[1] https://twitter.com/i/web/status/1240928514305597440
[1] https://twitter.com/i/web/status/1241336873424994305
[1] https://twitter.com/i/web/status/1241335435521142784
[1] https://twitter.com/i/web/status/1240158260876980225

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1219294641561985028
[1] https://www.bloomberg.com/news/articles/2019-01-20/dimon-schwarzman-and-other-davos-a-listers-add-175-billion-in-10-years

Top URLs in Tweet in G8:
[1] https://www.g20-insights.org/think_tanks/world-economic-forum/

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1242303508105138177
[1] https://www.cbc.ca/player/play/2360528866
[1] https://twitter.com/i/web/status/1240838416222130176
[1] https://twitter.com/i/web/status/1241895748095987715
[1] https://twitter.com/i/web/status/1239360784532033537
[1] https://twitter.com/i/web/status/1243027059812659200

Top URLs in Tweet in G10:
[18] http://blog.softwareinsider.org/2017/01/02/mondays-musings-dynamic-leadership-responsive-responsible-approach-davos17-wef/
[1] https://twitter.com/i/web/status/815986658604552193

Top Domains
Top Domains in Tweet in Entire Graph:
[275] twitter.com
[33] linkedin.com
[30] paper.li
[22] weforum.org
[18] softwareinsider.org
[10] waltersiegrist.ch
[9] youtube.com
[9] corrierecomunicazioni.it
[7] who.int
[6] imf.org

Top Domains in Tweet in G1:
[82] twitter.com
[7] youtube.com
[6] weforum.org
[6] imf.org
[6] 5starinnovation.com
[5] google.com
[4] linkedin.com
[3] paper.li
[2] nosacapital.com
[2] pscp.tv

Top Domains in Tweet in G2:
[21] twitter.com
[1] businessinsider.com

Top Domains in Tweet in G4:
[10] twitter.com
[4] weforum.org
[3] paper.li

Top Domains in Tweet in G5:
[9] corrierecomunicazioni.it
[8] twitter.com
[5] weforum.org
[1] org.sa
[1] youtu.be
[1] ideaspies.com

Top Domains in Tweet in G6:
[10] waltersiegrist.ch
[5] twitter.com

Top Domains in Tweet in G7:
[1] twitter.com
[1] bloomberg.com

Top Domains in Tweet in G8:
[1] g20-insights.org

Top Domains in Tweet in G9:
[5] twitter.com
[1] cbc.ca

Top Domains in Tweet in G10:
[18] softwareinsider.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[555] wef
[106] who
[92] covid19
[83] coronaviruspandemic
[77] letsfightcorona
[55] coronavirus
[31] davos
[23] covid
[23] climatechange
[20] azizelmessaoudi



Top Hashtags in Tweet in G1:
[90] wef
[17] coronavirus
[13] covid19
[6] imf
[5] davos
[4] covid_19
[4] lockdown
[4] pandemic
[4] covid
[4] fintech

Top Hashtags in Tweet in G2:
[92] wef
[19] vaccine
[14] covid19
[12] capitalism
[9] billgates
[9] climatechange
[5] coronavirusvaccine
[5] coalitionforepidemicpreparedness
[5] thunberg
[3] amazon

Top Hashtags in Tweet in G3:
[77] coronaviruspandemic
[77] who
[77] wef
[77] letsfightcorona

Top Hashtags in Tweet in G4:
[18] wef
[11] coronavirus
[4] digital
[3] davos
[3] covid19
[3] videoconferencing
[2] cellist
[1] podcast

Top Hashtags in Tweet in G5:
[23] wef
[16] coronavirus
[9] business
[2] wef20
[2] 5g
[2] coronaviruspandemic
[2] remoteworking
[2] ideaspies
[2] futureofwork
[1] who

Top Hashtags in Tweet in G6:
[15] wef
[12] covid19
[11] pandemie
[2] coronaviruspandemic

Top Hashtags in Tweet in G7:
[12] davos
[8] wef20
[7] davos2019
[7] wef
[4] wef2019
[4] wef19
[4] davos19
[4] fedhistory
[3] plutocracy
[3] worldeconomicforum

Top Hashtags in Tweet in G8:
[2] cashless
[2] wef

Top Hashtags in Tweet in G9:
[22] covid19
[12] jeanedixon
[12] greatestcrashofalltime
[9] wef
[8] dtes
[1] trumpism
[1] jinpingism
[1] putinism
[1] vanpoli
[1] wto

Top Hashtags in Tweet in G10:
[18] davos17
[18] wef

Top Words
Top Words in Tweet in Entire Graph:
[396] Words in Sentiment List#1: Positive
[432] Words in Sentiment List#2: Negative
[29] Words in Sentiment List#3: Angry/Violent
[17917] Non-categorized Words
[18745] Total Words
[551] #wef
[109] elleprovocateur
[106] #who
[93] world
[92] #covid19

Top Words in Tweet in G1:
[90] #wef
[25] world
[21] economic
[19] forum
[17] #coronavirus
[13] #covid19
[12] 19
[11] global
[10] wef
[9] people

Top Words in Tweet in G2:
[106] elleprovocateur
[92] #wef
[54] question
[35] business
[33] covid
[33] action
[33] platform
[30] go
[27] those
[27] behind

Top Words in Tweet in G3:
[77] informative
[77] guide
[77] fight
[77] #coronaviruspandemic
[77] myths
[77] answered
[77] #who
[77] #wef
[77] #letsfightcorona
[76] brave_fatima

Top Words in Tweet in G4:
[32] borgebrende
[30] really
[30] hard
[30] watch
[30] stark
[30] reminder
[30] happen
[30] governments
[30] flatten
[29] curve

Top Words in Tweet in G5:
[26] wef
[23] #wef
[17] world
[16] #coronavirus
[9] economic
[9] forum
[9] crea
[9] task
[9] force
[9] #business

Top Words in Tweet in G6:
[15] #wef
[12] problem
[12] reaction
[12] solution
[12] #covid19
[11] #pandemie
[11] oktober
[9] bereits
[8] simuliert
[7] waltisiegrist

Top Words in Tweet in G7:
[27] rudyhavenstein
[17] 2009
[13] billion
[12] david
[12] rubenstein
[12] doubled
[12] fortune
[12] jamie
[12] dimon
[12] more

Top Words in Tweet in G8:
[3] world
[2] alistairtaurus
[2] kaytonholsteins
[2] emm_downunder
[2] jansummersalt
[2] faustralians
[2] ausrodney
[2] den2114
[2] aussie000050
[2] suecrowther57

Top Words in Tweet in G9:
[52] kennedystewart
[52] gt
[50] homelessdave0
[40] jjhorgan
[28] hd
[26] rates
[25] northpolenews8
[25] bcndp
[22] #covid19
[18] homelessdave10

Top Words in Tweet in G10:
[18] hi
[18] friends
[18] pls
[18] dynamic
[18] leadership
[18] responsive
[18] responsible
[18] approach
[18] #davos17
[18] #wef

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[84] #who,#wef
[77] informative,guide
[77] guide,fight
[77] fight,#coronaviruspandemic
[77] #coronaviruspandemic,myths
[77] myths,answered
[77] answered,#who
[77] #wef,#letsfightcorona
[76] brave_fatima,informative
[60] world,economic

Top Word Pairs in Tweet in G1:
[19] world,economic
[19] economic,forum
[8] forum,#wef
[6] covid,19
[6] critical,#imf
[6] solution,global
[5] #wef,app
[4] #wef,#coronavirus
[4] #covid,19
[4] save,lives

Top Word Pairs in Tweet in G2:
[33] covid,action
[33] action,platform
[27] question,those
[27] those,behind
[27] behind,greta
[27] greta,mean
[27] mean,business
[27] business,#wef
[27] #wef,hate
[27] hate,children

Top Word Pairs in Tweet in G3:
[77] informative,guide
[77] guide,fight
[77] fight,#coronaviruspandemic
[77] #coronaviruspandemic,myths
[77] myths,answered
[77] answered,#who
[77] #who,#wef
[77] #wef,#letsfightcorona
[76] brave_fatima,informative

Top Word Pairs in Tweet in G4:
[30] really,hard
[30] hard,watch
[30] watch,stark
[30] stark,reminder
[30] reminder,happen
[30] happen,governments
[30] governments,flatten
[29] borgebrende,really
[29] flatten,curve
[10] world,economic

Top Word Pairs in Tweet in G5:
[9] #coronavirus,world
[9] world,economic
[9] economic,forum
[9] forum,#wef
[9] #wef,crea
[9] crea,task
[9] task,force
[9] force,#business
[9] #business,wef
[8] milafiordalisi,#coronavirus

Top Word Pairs in Tweet in G6:
[12] problem,reaction
[12] reaction,solution
[12] solution,#covid19
[10] #covid19,#pandemie
[9] #pandemie,bereits
[9] bereits,#wef
[8] #wef,oktober
[8] oktober,simuliert
[3] thomas_binder,bag_ofsp_ufsp
[3] bag_ofsp_ufsp,eda_dfae

Top Word Pairs in Tweet in G7:
[12] david,rubenstein
[12] rubenstein,doubled
[12] doubled,fortune
[12] fortune,2009
[12] 2009,jamie
[12] jamie,dimon
[12] dimon,more
[12] more,tripled
[12] tripled,net
[12] net,worth

Top Word Pairs in Tweet in G8:
[2] alistairtaurus,kaytonholsteins
[2] kaytonholsteins,emm_downunder
[2] emm_downunder,jansummersalt
[2] jansummersalt,faustralians
[2] faustralians,ausrodney
[2] ausrodney,den2114
[2] den2114,aussie000050
[2] aussie000050,suecrowther57
[2] suecrowther57,oranglaut
[2] oranglaut,bawdensnoek

Top Word Pairs in Tweet in G9:
[52] kennedystewart,gt
[25] jjhorgan,bcndp
[25] bcndp,kennedystewart
[25] homelessdave0,kennedystewart
[18] homelessdave0,jjhorgan
[15] gt,listen
[15] listen,babybrains
[15] babybrains,hypocrite
[15] hypocrite,cllrs
[15] cllrs,4virtue

Top Word Pairs in Tweet in G10:
[18] hi,friends
[18] friends,pls
[18] pls,dynamic
[18] dynamic,leadership
[18] leadership,responsive
[18] responsive,responsible
[18] responsible,approach
[18] approach,#davos17
[18] #davos17,#wef
[17] rwang0,hi

Top Replied-To
Top Replied-To in Entire Graph:
@qblueskyq
@wef
@northpolenews8
@kennedystewart
@sergewinkler1
@thomas_binder
@alistairtaurus
@jonstern100
@emotiv
@robinmonotti

Top Replied-To in G1:
@dtek_en

Top Replied-To in G2:
@jonstern100
@robinmonotti
@mrtardigradeuk

Top Replied-To in G4:
@wef

Top Replied-To in G5:
@wef
@suriusvsvodka
@ideaspies

Top Replied-To in G6:
@sergewinkler1
@thomas_binder
@honegger
@furchtundtadel
@philipp_kaestli
@teamkenfm
@picco94115398

Top Replied-To in G8:
@alistairtaurus

Top Replied-To in G9:
@northpolenews8
@kennedystewart
@homelessdave0
@homelessdave10

Top Mentioned
Top Mentioned in Entire Graph:
@elleprovocateur
@brave_fatima
@kennedystewart
@homelessdave0
@jjhorgan
@borgebrende
@rudyhavenstein
@wef
@bcndp
@northpolenews8

Top Mentioned in G1:
@00nkood

Top Mentioned in G2:
@elleprovocateur
@compromisedngos
@ivanajpavlovic
@j_jric
@robinmonotti
@jonstern100
@nodealfornature
@piersmorgan

Top Mentioned in G3:
@brave_fatima

Top Mentioned in G4:
@borgebrende
@amonck
@wef_fr
@saritanayyar1
@yoyo_ma
@mjamme
@w
@frasejonco
@virsecsystems
@apollohealthvc

Top Mentioned in G5:
@wef
@milafiordalisi
@nouriel
@margaret_curran
@borgebrende
@w20org
@svaadhyaya
@sfpoulter
@nokia
@mckinsey

Top Mentioned in G6:
@waltisiegrist
@thomas_binder
@bag_ofsp_ufsp
@eda_dfae
@zivi_ch
@ejpd_dfjp_dfgp
@vbs_ddps
@honegger
@an_ma_ma
@srfnews

Top Mentioned in G7:
@rudyhavenstein
@anandwrites

Top Mentioned in G8:
@kaytonholsteins
@emm_downunder
@jansummersalt
@faustralians
@ausrodney
@den2114
@aussie000050
@suecrowther57
@oranglaut
@bawdensnoek

Top Mentioned in G9:
@kennedystewart
@homelessdave0
@jjhorgan
@bcndp
@northpolenews8
@homelessdave10
@drtomfrieden
@cnn

Top Mentioned in G10:
@rwang0

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@robre62
@pparzival
@chidambara09
@bliadhnaichean
@xxxsthlm
@fintechna
@jjj5819
@sadafsheriff35
@real_gujjar1

Top Tweeters in G1:
@streetscoop
@amaniashour
@bdaigo
@tuasesorglobal
@portalalemania
@pmsxa
@footnewsbe
@banalcommetout
@innovationatoz
@jmandersonbm

Top Tweeters in G2:
@citizencaz
@kernow4corbyn
@ban_animal_test
@bbfrompa
@andersblinde
@dvernychuk
@surfeitndearth
@szikratigris
@piersmorgan
@flagrantdolphin

Top Tweeters in G3:
@sadafsheriff35
@real_gujjar1
@its__shai
@mpakiiprince
@chaudryaamir5
@vigilant__eye
@innocent_cheeti
@isufyansays
@safeerbutt4
@jokerr11021

Top Tweeters in G4:
@yasui_yumeki
@irenie_m
@ohemaadufiegh
@cycleofretweets
@chrisdulux
@frasejonco
@competia
@heymskirby
@cacaskata
@juakar

Top Tweeters in G5:
@robre62
@signoraldo
@franciungaro
@wef
@darioandriani
@duanearitonang
@suriusvsvodka
@nokia
@fra7russo
@nicoooo82

Top Tweeters in G6:
@pparzival
@srfnews
@seifert34
@thomas_binder
@waltisiegrist
@srf
@furchtundtadel
@sergewinkler1
@honegger
@picco94115398

Top Tweeters in G7:
@rudyhavenstein
@annika1021
@mairn_pap
@freegolds
@justusnatuhwera
@jmaleckinyc
@gloeschi
@burningplat
@mickmca32
@optionstr8dr

Top Tweeters in G8:
@davidmatheson27
@den2114
@bill_dobell
@karoolatas
@jansummersalt
@suecrowther57
@bawdensnoek
@basham8888
@imbalaska
@akarnious

Top Tweeters in G9:
@fintechna
@cnn
@homelessdave0
@official_forex
@kennedystewart
@janetholder_iam
@kashyapvyaas
@homelessdave10
@abolitionfossil
@northpolenews8

Top Tweeters in G10:
@trippbraden
@shicooks
@sabinmarketing
@rwang0
@johngil01440564
@mvollmer1
@amiv2
@nestemorten
@kareanderson
@fogle_shane


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