#WEF, Twitter, 4/5/2020 7:31:04 AM, 224418


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#WEF_2020-04-04_19-12-00.xlsx
#WEF_2020-04-04_19-12-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 05, 2020
Short Description:
#WEF via NodeXL https://bit.ly/3dXr1iI
@elleprovocateur
@wef
@pranjalsharma
@billgates
@competia
@bonga_777
@susanflower1
@ishkama1
@ourfuturebot
@enkisort33

Top hashtags:
#wef
#covid19
#davos
#coronavirus
#covid
#fourthindustrialrevolution
#who
#crypto

Description:
Description
The graph represents a network of 758 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, 05 April 2020 at 02:12 UTC.

The requested start date was Sunday, 05 April 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, 56-minute period from Sunday, 22 March 2020 at 00:03 UTC to Saturday, 04 April 2020 at 14:00 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 : 758
Unique Edges : 808
Edges With Duplicates : 609
Total Edges : 1417
Number of Edge Types : 4
Mentions : 241
Replies to : 38
MentionsInRetweet : 895
Tweet : 243
Self-Loops : 243
Reciprocated Vertex Pair Ratio : 0.0383631713554987
Reciprocated Edge Ratio : 0.0738916256157636
Connected Components : 215
Single-Vertex Connected Components : 102
Maximum Vertices in a Connected Component : 92
Maximum Edges in a Connected Component : 391
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.567515
Graph Density : 0.0014151124247568
Modularity : 0.592787
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 758 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, 05 April 2020 at 02:12 UTC.

The requested start date was Sunday, 05 April 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, 56-minute period from Sunday, 22 March 2020 at 00:03 UTC to Saturday, 04 April 2020 at 14:00 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:
[12] http://blog.softwareinsider.org/2017/01/02/mondays-musings-dynamic-leadership-responsive-responsible-approach-davos17-wef/
[8] https://www.cmrubinworld.com/around-the-world-in-30-days-mar-2020/
[8] https://www.linkedin.com/posts/nigelwillson_professionalservices-ai-artificialintelligence-activity-6646026082262794241-CNGV
[7] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[7] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[6] https://www.linkedin.com/slink?code=f6dQF7z
[5] https://www.enterprisetimes.co.uk/2020/02/07/wef-launches-self-service-blockchain-track-and-trace-platform/
[4] https://www.weforum.org/agenda/2016/01/the-fourth-industrial-revolution-what-it-means-and-how-to-respond/
[3] https://www.youtube.com/watch?v=t6S3JbyuraE&feature=youtu.be

[3] https://www.linkedin.com/in/bawany/detail/recent-activity/posts

Top URLs in Tweet in G1:
[7] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[7] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[5] https://www.enterprisetimes.co.uk/2020/02/07/wef-launches-self-service-blockchain-track-and-trace-platform/
[3] https://www.linkedin.com/in/bawany/detail/recent-activity/posts
[3] https://www.weforum.org/agenda/2020/03/why-lockdowns-work-epidemics-coronavirus-covid19
[2] https://www.weforum.org/agenda/2020/03/covid-19-climate-change/
[1] https://www.who.int/immunization/immunization_agenda_2030/en/
[1] https://twitter.com/i/web/status/1241825044260683777
[1] https://twitter.com/i/web/status/1241868169905451008
[1] https://twitter.com/i/web/status/1241987128940101632

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1242123328065867777
[1] https://twitter.com/i/web/status/1242484427395121152
[1] https://twitter.com/i/web/status/1243644836860899329
[1] https://www.weforum.org/agenda/2020/03/4-ways-covid-19-education-future-generations
[1] https://twitter.com/i/web/status/1245833088858554368
[1] https://twitter.com/i/web/status/1246197923580383233
[1] https://twitter.com/i/web/status/1242439221043920896
[1] http://centerforhealthsecurity.org/event201/recommendations.html
[1] http://centerforhealthsecurity.org/event201/scenario.html
[1] https://twitter.com/i/web/status/1243239880999739393

Top URLs in Tweet in G3:
[3] https://www.weforum.org/agenda/2016/01/the-fourth-industrial-revolution-what-it-means-and-how-to-respond/
[2] http://reports.weforum.org/future-of-jobs-2016/shareable-infographics/
[1] https://twitter.com/i/web/status/1246256171205287938
[1] https://www.weforum.org/press/2020/04/world-economic-forum-steps-up-coordinating-efforts-on-corporate-covid-response
[1] https://twitter.com/i/web/status/1245750148472373248
[1] https://twitter.com/CargoXio/status/1245725836189278209
[1] https://www.linkedin.com/feed/update/urn:li:activity:6651177521880666113/
[1] https://twitter.com/NadiaHewett/status/1245412571819147264
[1] https://www.linkedin.com/feed/update/urn:li:activity:6651157970879152128/
[1] http://dreamscapes.com.au/St%20James%20Ethics%20Centre%203/Queens%20Birthday%202013%20Honours%20List.html

Top URLs in Tweet in G4:
[8] https://www.linkedin.com/posts/nigelwillson_professionalservices-ai-artificialintelligence-activity-6646026082262794241-CNGV
[2] https://www.weforum.org/agenda/2020/03/we-should-treat-data-as-a-natural-resource-heres-why/
[1] https://twitter.com/i/web/status/1219989526057189376
[1] https://twitter.com/i/web/status/1234756653834211328
[1] https://twitter.com/i/web/status/1242723706666876929

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1241895748095987715
[1] https://twitter.com/i/web/status/1246232172496711682
[1] https://twitter.com/i/web/status/1243027059812659200
[1] https://thetyee.ca/News/2020/03/31/Silence-DTES-Covid-Fears/?utm_source=cheung&utm_medium=social&utm_content=033020-1&utm_campaign=editorial-0320
[1] https://www.youtube.com/watch?v=BhjDnrw34QA

[1] https://twitter.com/i/web/status/1242303508105138177
[1] https://www.cbc.ca/player/play/2360528866

Top URLs in Tweet in G7:
[1] https://www.weforum.org/agenda/2020/03/bill-gates-us-shutdown-covid-19-trump/
[1] Https://www.theguardian.com/commentisfree/2019/jan/29/bill-gates-davos-global-poverty-infographic-neoliberal

Top URLs in Tweet in G8:
[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 G9:
[1] https://twitter.com/i/web/status/1246025768557318145

Top URLs in Tweet in G10:
[2] https://waltersiegrist.ch/Event201.mp4
[1] https://twitter.com/i/web/status/1241781407179046914

Top Domains
Top Domains in Tweet in Entire Graph:
[170] twitter.com
[40] weforum.org
[32] linkedin.com
[20] paper.li
[13] youtube.com
[12] softwareinsider.org
[8] cmrubinworld.com
[7] imf.org
[7] 5starinnovation.com
[6] centerforhealthsecurity.org

Top Domains in Tweet in G1:
[50] twitter.com
[16] weforum.org
[14] linkedin.com
[7] imf.org
[7] 5starinnovation.com
[6] youtube.com
[5] co.uk
[1] who.int
[1] google.com
[1] pscp.tv

Top Domains in Tweet in G2:
[7] twitter.com
[2] centerforhealthsecurity.org
[1] weforum.org
[1] wrongkindofgreen.org

Top Domains in Tweet in G3:
[13] twitter.com
[8] weforum.org
[2] linkedin.com
[1] com.au
[1] nytimes.com
[1] org.sa

Top Domains in Tweet in G4:
[8] linkedin.com
[3] twitter.com
[2] weforum.org

Top Domains in Tweet in G6:
[4] twitter.com
[1] thetyee.ca
[1] youtube.com
[1] cbc.ca

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

Top Domains in Tweet in G8:
[1] twitter.com
[1] bloomberg.com

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

Top Domains in Tweet in G10:
[2] waltersiegrist.ch
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[477] wef
[82] covid19
[50] davos
[35] coronavirus
[27] covid
[25] fourthindustrialrevolution
[24] who
[24] crypto
[23] climatechange
[20] vaccine



Top Hashtags in Tweet in G1:
[95] wef
[14] coronavirus
[14] covid19
[10] who
[9] davos
[8] imf
[5] covid
[5] blockchain
[4] pandemic
[4] oecd

Top Hashtags in Tweet in G2:
[77] wef
[24] crypto
[24] fourthindustrialrevolution
[19] vaccine
[12] covid19
[7] newdealfornature
[6] capitalism
[5] voicefortheplanet
[5] monbiot
[5] coronavirusvaccine

Top Hashtags in Tweet in G3:
[20] wef
[16] climatechange
[15] usa
[14] emissions
[11] mit
[11] noaa
[9] globalwarming
[7] newyork
[6] energy
[5] covid

Top Hashtags in Tweet in G4:
[11] ai
[10] wef
[8] dezvideochallenge
[8] video
[4] artificialintelligence
[2] coronaviruschallenge
[2] machinelearning
[2] futureofwork
[2] jobs
[2] data

Top Hashtags in Tweet in G5:
[1] cashless
[1] wef

Top Hashtags in Tweet in G6:
[22] covid19
[12] jeanedixon
[10] wef
[9] dtes
[1] vanpoli
[1] yvr
[1] ai
[1] fintech
[1] ar
[1] vr

Top Hashtags in Tweet in G7:
[2] wef
[1] india
[1] lockdown
[1] covidpandemic
[1] usa
[1] coronavirus

Top Hashtags in Tweet in G8:
[8] davos
[7] wef
[5] davos2019
[4] wef2019
[4] wef19
[4] davos19
[4] wef20
[3] plutocracy
[3] worldeconomicforum
[2] fedhistory

Top Hashtags in Tweet in G9:
[14] davos
[13] wef

Top Hashtags in Tweet in G10:
[5] covid19
[3] pandemie
[3] wef
[2] coronaviruspandemic

Top Words
Top Words in Tweet in Entire Graph:
[408] Words in Sentiment List#1: Positive
[286] Words in Sentiment List#2: Negative
[39] Words in Sentiment List#3: Angry/Violent
[15956] Non-categorized Words
[16650] Total Words
[470] #wef
[122] global
[103] world
[103] elleprovocateur
[101] 2020

Top Words in Tweet in G1:
[94] #wef
[20] world
[19] global
[19] economic
[17] 19
[17] forum
[14] #coronavirus
[14] #covid19
[13] wef
[11] covid

Top Words in Tweet in G2:
[102] elleprovocateur
[78] question
[77] #wef
[43] global
[40] mean
[40] business
[39] those
[39] behind
[39] hate
[39] children

Top Words in Tweet in G3:
[28] wef
[20] #wef
[16] #climatechange
[15] #usa
[14] world
[14] #emissions
[12] economic
[11] #mit
[11] #noaa
[9] gender

Top Words in Tweet in G4:
[11] #ai
[10] #wef
[8] jobs
[8] tomorrow
[8] hold
[8] find
[8] #dezvideochallenge
[8] #video
[7] panel
[7] intro

Top Words in Tweet in G5:
[2] world

Top Words in Tweet in G6:
[74] kennedystewart
[73] gt
[69] homelessdave0
[51] jjhorgan
[50] bcndp
[40] northpolenews8
[37] hd
[25] janetholder_iam
[25] adriandix
[25] udibc

Top Words in Tweet in G7:
[16] billgates
[15] yes
[15] œourðÿœžis
[15] richer
[15] before
[15] income
[15] global
[15] growth
[15] trickles
[15] down

Top Words in Tweet in G8:
[18] rudyhavenstein
[14] 2009
[11] thanks
[10] david
[10] rubenstein
[10] doubled
[10] fortune
[10] jamie
[10] dimon
[10] more

Top Words in Tweet in G9:
[14] gop
[14] ivankatrump
[14] trump
[14] advisors
[14] jared
[14] ivanka
[14] #davos
[14] million
[14] taxpayer
[14] funded

Top Words in Tweet in G10:
[5] #covid19
[4] thomas_binder
[4] problem
[4] reaction
[4] solution
[3] bag_ofsp_ufsp
[3] eda_dfae
[3] zivi_ch
[3] ejpd_dfjp_dfgp
[3] vbs_ddps

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[77] world,economic
[68] economic,forum
[50] jjhorgan,bcndp
[50] bcndp,kennedystewart
[48] kennedystewart,gt
[48] ãƒ,ãƒ
[39] question,those
[39] those,behind
[39] mean,business
[39] business,#wef

Top Word Pairs in Tweet in G1:
[17] world,economic
[17] economic,forum
[11] covid,19
[7] critical,#imf
[7] solution,global
[5] #covid,19
[5] wef,world
[5] #blockchain,#wef
[4] #who,#wef
[4] supply,chain

Top Word Pairs in Tweet in G2:
[39] question,those
[39] those,behind
[39] mean,business
[39] business,#wef
[39] #wef,hate
[39] hate,children
[39] children,question
[39] question,ruling
[39] ruling,classes
[38] elleprovocateur,question

Top Word Pairs in Tweet in G3:
[13] #climatechange,#emissions
[12] world,economic
[11] #mit,#noaa
[9] enkisort33,#climatechange
[9] #noaa,#globalwarming
[7] gap,report
[7] economic,forum
[7] #emissions,#newyork
[7] #newyork,last
[7] last,coal

Top Word Pairs in Tweet in G4:
[8] jobs,tomorrow
[8] tomorrow,hold
[8] hold,find
[8] find,#dezvideochallenge
[8] #dezvideochallenge,#video
[7] #wef,#ai
[7] #ai,panel
[7] panel,intro
[7] intro,aibo
[7] aibo,jimmarous

Top Word Pairs in Tweet in G6:
[50] jjhorgan,bcndp
[50] bcndp,kennedystewart
[48] kennedystewart,gt
[32] northpolenews8,jjhorgan
[25] janetholder_iam,northpolenews8
[25] kennedystewart,adriandix
[25] adriandix,udibc
[25] udibc,justintrudeau
[25] justintrudeau,gt
[24] homelessdave0,janetholder_iam

Top Word Pairs in Tweet in G7:
[15] yes,billgates
[15] billgates,œourðÿœžis
[15] œourðÿœžis,richer
[15] richer,before
[15] before,income
[15] income,global
[15] global,growth
[15] growth,trickles
[15] trickles,down
[14] dearsarah,yes

Top Word Pairs in Tweet in G8:
[10] david,rubenstein
[10] rubenstein,doubled
[10] doubled,fortune
[10] fortune,2009
[10] 2009,jamie
[10] jamie,dimon
[10] dimon,more
[10] more,tripled
[10] tripled,net
[10] net,worth

Top Word Pairs in Tweet in G9:
[14] gop,ivankatrump
[14] ivankatrump,trump
[14] trump,advisors
[14] advisors,jared
[14] jared,ivanka
[14] ivanka,#davos
[14] #davos,million
[14] million,taxpayer
[14] taxpayer,funded
[14] funded,luxury

Top Word Pairs in Tweet in G10:
[4] problem,reaction
[4] reaction,solution
[4] solution,#covid19
[3] thomas_binder,bag_ofsp_ufsp
[3] bag_ofsp_ufsp,eda_dfae
[3] eda_dfae,zivi_ch
[3] zivi_ch,ejpd_dfjp_dfgp
[3] ejpd_dfjp_dfgp,vbs_ddps
[3] vbs_ddps,problem
[3] #covid19,#pandemie

Top Replied-To
Top Replied-To in Entire Graph:
@wef
@homelessdave0
@northpolenews8
@kennedystewart
@caitrionambalfe
@annpettifor
@moved_average
@gop
@vivek_d_mundhe
@prisonplanet

Top Replied-To in G1:
@dtek_en

Top Replied-To in G2:
@robinmonotti

Top Replied-To in G3:
@wef
@vivek_d_mundhe

Top Replied-To in G4:
@deeplearn007

Top Replied-To in G5:
@alistairtaurus

Top Replied-To in G6:
@kennedystewart
@northpolenews8
@homelessdave0
@janetholder_iam

Top Replied-To in G9:
@gop

Top Replied-To in G10:
@sergewinkler1
@thomas_binder

Top Mentioned
Top Mentioned in Entire Graph:
@elleprovocateur
@kennedystewart
@homelessdave0
@jjhorgan
@bcndp
@northpolenews8
@adriandix
@udibc
@justintrudeau
@janetholder_iam

Top Mentioned in G2:
@elleprovocateur
@ivanajpavlovic
@j_jric
@robinmonotti
@compromisedngos

Top Mentioned in G3:
@wef
@enkisort33
@evopricing
@robinwauters
@dsm
@lagarde
@kirstinferguson
@clareepayne
@peterharmer04
@melindacilento

Top Mentioned in G4:
@jimmarous
@spirosmargaris
@jblefevre60
@xbond49
@therudingroup
@nigewillson
@pierrepinna
@deeplearn007
@alt_insights_

Top Mentioned in G5:
@kaytonholsteins
@emm_downunder
@jansummersalt
@faustralians
@ausrodney
@den2114
@aussie000050
@suecrowther57
@oranglaut
@bawdensnoek

Top Mentioned in G6:
@kennedystewart
@homelessdave0
@jjhorgan
@bcndp
@northpolenews8
@adriandix
@udibc
@justintrudeau
@janetholder_iam
@homelessdave10

Top Mentioned in G7:
@billgates
@dearsarah
@wef

Top Mentioned in G8:
@rudyhavenstein
@anandwrites

Top Mentioned in G9:
@ivankatrump
@evenbev
@gop

Top Mentioned in G10:
@thomas_binder
@bag_ofsp_ufsp
@eda_dfae
@zivi_ch
@ejpd_dfjp_dfgp
@vbs_ddps
@waltisiegrist
@an_ma_ma
@srfnews
@srf

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@evankirstel
@porridgeisgood
@xxxsthlm
@fintechna
@marshacollier
@trippbraden
@planespotiscool
@shicooks
@streetscoop

Top Tweeters in G1:
@streetscoop
@diggrich_
@jrobertson
@randrewohge
@amaniashour
@dangarrett97
@bigchill_lc
@portalalemania
@pmsxa
@joetke

Top Tweeters in G2:
@porridgeisgood
@druid999s
@ironfalcon77
@josmirek
@mikerestorer
@citizencaz
@levyloiseau
@wulf_9
@andersblinde
@dvernychuk

Top Tweeters in G3:
@chidambara09
@bayiskendr
@eurocentrique
@wef
@imagine_garden
@robinwauters
@duanearitonang
@johnsnowmtainer
@lgcommai
@potekarprashant

Top Tweeters in G4:
@enrirosasdiaz
@spirosmargaris
@jblefevre60
@hubofml
@therudingroup
@trendsfm
@pierrepinna
@jimmarous
@nigewillson
@m_sophie77

Top Tweeters in G5:
@davidmatheson27
@den2114
@bill_dobell
@karoolatas
@jansummersalt
@suecrowther57
@bawdensnoek
@basham8888
@imbalaska
@akarnious

Top Tweeters in G6:
@fintechna
@homelessdave0
@justintrudeau
@udibc
@kennedystewart
@janetholder_iam
@homelessdave10
@abolitionfossil
@northpolenews8
@obamaclintony12

Top Tweeters in G7:
@anotherazntart
@glennmerrill
@shawnsharif
@dearsarah
@murriana
@iwriteok
@cargoneofassad
@lycandros
@lalalandiez
@juanpablojmnz

Top Tweeters in G8:
@rudyhavenstein
@annika1021
@mairn_pap
@freegolds
@justusnatuhwera
@gloeschi
@burningplat
@mickmca32
@optionstr8dr
@spherebymilan

Top Tweeters in G9:
@smc752
@msmariat
@evenbev
@sam201810
@deedee33955
@gop
@jerseymom473
@volcanicvents
@mcpjune
@cannphilips

Top Tweeters in G10:
@srfnews
@thomas_binder
@waltisiegrist
@srf
@sergewinkler1
@maria58118983
@xtribun
@vbs_ddps
@ejpd_dfjp_dfgp
@srgssr


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