#WEF, Twitter, 6/7/2020 2:31:30 AM, 228859


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#WEF_2020-06-06_19-14-50.xlsx
#WEF_2020-06-06_19-14-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 07, 2020
Short Description:
#WEF via NodeXL https://bit.ly/3cFZxMX
@wef
@borgebrende
@beatricedicaro
@thomsonfiji
@execcareercoach
@efipm
@sectest9
@cybersecurityn8
@davos
@imfnews

Top hashtags:
#wef
#covid19
#coronavirus
#davos
#worldeconomicforum
#covid_19
#worldenvironmentday
#fornature

Description:
Description
The graph represents a network of 902 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, 07 June 2020 at 02:15 UTC.

The requested start date was Sunday, 07 June 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, 15-hour, 32-minute period from Sunday, 24 May 2020 at 04:57 UTC to Saturday, 06 June 2020 at 20:30 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 : 902
Unique Edges : 637
Edges With Duplicates : 1346
Total Edges : 1983
Number of Edge Types : 5
Tweet : 235
Mentions : 290
Retweet : 559
MentionsInRetweet : 856
Replies to : 43
Self-Loops : 269
Reciprocated Vertex Pair Ratio : 0.0236220472440945
Reciprocated Edge Ratio : 0.0461538461538462
Connected Components : 192
Single-Vertex Connected Components : 96
Maximum Vertices in a Connected Component : 261
Maximum Edges in a Connected Component : 777
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.897716
Graph Density : 0.00127968185140433
Modularity : 0.526071
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 902 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, 07 June 2020 at 02:15 UTC.

The requested start date was Sunday, 07 June 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, 15-hour, 32-minute period from Sunday, 24 May 2020 at 04:57 UTC to Saturday, 06 June 2020 at 20:30 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:
[27] https://www.pscp.tv/UNEP/1djxXQWqMrdKZ?t=13m1s
[22] http://blog.softwareinsider.org/2017/01/02/mondays-musings-dynamic-leadership-responsive-responsible-approach-davos17-wef/
[18] https://www.weforum.org/agenda/2020/03/coronavirus-pandemic-cybersecurity/
[7] http://events.r20.constantcontact.com/register/event?oeidk=a07eh2cxbrp4550a6d1&llr=zmrdwubab
[6] https://www.faz.net/aktuell/wirtschaft/coronavirus-und-klimawandel-weltwirtschaftsforum-wird-geteilt-16798053.html?GEPC=s3
[5] https://www.weforum.org/agenda/2020/06/now-is-the-time-for-a-great-reset/
[5] https://www.netwerk24.com/Sake/Ekonomie/as-ons-niks-doen-is-covid-19-net-die-begin-20200604
[5] https://www.weforum.org/agenda/2019/05/what-are-microfibers-heres-what-you-can-do-to-avoid-them
[5] https://www.weforum.org/agenda/2020/05/iceland-tourism-covid19-tests
[4] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/

Top URLs in Tweet in G1:
[27] https://www.pscp.tv/UNEP/1djxXQWqMrdKZ?t=13m1s
[18] https://www.weforum.org/agenda/2020/03/coronavirus-pandemic-cybersecurity/
[5] https://www.weforum.org/agenda/2020/05/iceland-tourism-covid19-tests
[5] https://www.weforum.org/agenda/2019/05/what-are-microfibers-heres-what-you-can-do-to-avoid-them
[4] http://www3.weforum.org/docs/WEF_COVID_19_Risks_Outlook_Special_Edition_Pages.pdf
[4] https://www.weforum.org/agenda/2020/05/what-risks-does-covid-19-pose-to-society-in-the-long-term
[2] https://www.weforum.org/agenda/2020/04/coronavirus-covid19-air-pollution-enviroment-nature-lockdown
[2] https://www.weforum.org/agenda/2020/05/nature-legal-personhood/
[1] https://twitter.com/i/web/status/1269365949662220289
[1] http://947.co.za/articles/2020/06/04/how-millennials-will-save-us-from-our-broken-economic-system?utm_content=bufferc715f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[4] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[4] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[2] https://www.weforum.org/whitepapers/a-framework-for-developing-a-national-artificial-intelligence-strategy/
[2] https://twitter.com/wef/status/1268151906448310272
[1] https://www.linkedin.com/slink?code=dSiFYdx
[1] https://www.weforum.org/agenda/2020/05/enviroment-coronavirus-covid19-pandemic-emissions-co2-pollution
[1] https://www.linkedin.com/slink?code=dMA_s6E
[1] https://twitter.com/i/web/status/1264465689122758656
[1] https://www.independent.co.uk/news/world/africa/coronavirus-tanzania-test-kits-suspicion-goat-pawpaw-positive-a9501291.html
[1] https://twitter.com/i/web/status/1264530666143862786

Top URLs in Tweet in G3:
[3] https://www.gulf-times.com/story/664763
[2] https://m.gulf-times.com/story/664763/WEF-bills-Davos-2021-as-the-Great-Reset
[1] https://twitter.com/wef/status/1268030407645290496
[1] https://www.linkedin.com/slink?code=ekkWTUV

Top URLs in Tweet in G4:
[22] http://blog.softwareinsider.org/2017/01/02/mondays-musings-dynamic-leadership-responsive-responsible-approach-davos17-wef/
[1] https://www.weforum.org/agenda/2020/06/flooding-homes-sea-levels-rising-floating-ocean-grimshaw/
[1] https://www.finews.ch/news/finanzplatz/41531-weltwirtschaftsforum-wef-davos-2021
[1] https://twitter.com/i/web/status/1265864884375490560
[1] https://paper.li/creativesage/creativity-innovation-km?edition_id=2ef56031-a1ef-11ea-95d8-0cc47a0d1605

Top URLs in Tweet in G5:
[1] https://twitter.com/cnbcafrica/status/1268579967861956608
[1] https://twitter.com/wef/status/1268030407645290496
[1] https://twitter.com/wef/status/1268481586611142656
[1] https://www.weforum.org

Top URLs in Tweet in G6:
[1] https://www.weforum.org/agenda/2020/06/now-is-the-time-for-a-great-reset/
[1] https://twitter.com/i/web/status/1266075148697903105
[1] https://twitter.com/i/web/status/1268651579558768640

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1246853634819796997
[1] https://twitter.com/i/web/status/1263292728743510020
[1] https://www.weforum.org/agenda/authors/marc-benioff/
[1] https://www.youtube.com/watch?v=8tSkpcGs4yU&feature=youtu.be

[1] https://www.youtube.com/watch?v=4GpFWDcMcb8&feature=youtu.be

[1] https://twitter.com/threadreaderapp/status/1255587080958246912

Top URLs in Tweet in G8:
[1] https://www.airliners.net/photo/USA-Air-Force/Boeing-C-32A-757-2G4/6032491?qsp=eJwljEEKwkAQBP/S5xyMiuDe9AN68APDbKOBaJaZEQwhf3ddb0VR1AKdXsFP3OZCJDjF9IEORUyejrTg7TSkfnPc7jv4ZHGea5gleFJlCWb8/cXyr0Smazvc67GvQLs2xu5QfR68jNIeDBlGrOsXtPwrng%3D%3D
[1] https://www.weforum.org/agenda/2020/05/9-trillion-global-fiscal-support-covid-19

Top URLs in Tweet in G10:
[1] https://twitter.com/FriendsofOcean/status/1268587640770658306?s=19
[1] https://twitter.com/kristianteleki/status/1262814351863549954

Top Domains
Top Domains in Tweet in Entire Graph:
[102] twitter.com
[79] weforum.org
[27] pscp.tv
[22] softwareinsider.org
[11] linkedin.com
[9] paper.li
[9] youtube.com
[7] gulf-times.com
[7] constantcontact.com
[6] faz.net

Top Domains in Tweet in G1:
[48] weforum.org
[27] pscp.tv
[14] twitter.com
[2] co.za
[2] youtube.com
[1] yahoo.com
[1] okt.to
[1] theconversation.com
[1] orfonline.org
[1] goodnewsfinland.com

Top Domains in Tweet in G2:
[30] twitter.com
[12] weforum.org
[10] linkedin.com
[4] imf.org
[4] 5starinnovation.com
[2] ledecodeur.ch
[2] paper.li
[1] co.uk
[1] org.sg
[1] cryptonaute.fr

Top Domains in Tweet in G3:
[5] gulf-times.com
[1] twitter.com
[1] linkedin.com

Top Domains in Tweet in G4:
[22] softwareinsider.org
[1] weforum.org
[1] finews.ch
[1] twitter.com
[1] paper.li

Top Domains in Tweet in G5:
[3] twitter.com
[1] weforum.org

Top Domains in Tweet in G6:
[2] twitter.com
[1] weforum.org

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

Top Domains in Tweet in G8:
[1] airliners.net
[1] weforum.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[611] wef
[82] covid19
[52] coronavirus
[51] davos
[30] worldeconomicforum
[30] covid_19
[27] worldenvironmentday
[27] fornature
[26] problemreactionsolution
[26] davos17



Top Hashtags in Tweet in G1:
[95] wef
[27] worldenvironmentday
[27] fornature
[27] coronavirus
[23] covid19
[20] pandemic
[20] cybersecurity
[18] malware
[17] cio
[16] report

Top Hashtags in Tweet in G2:
[97] wef
[10] covid19
[10] davos
[6] imf
[5] wefollowedtherules
[4] blockchain
[4] cummingsmustgo
[4] un
[4] humanity
[3] who

Top Hashtags in Tweet in G3:
[7] wef
[1] thegreatreset
[1] science

Top Hashtags in Tweet in G4:
[26] wef
[23] davos17
[5] ai
[2] digitaltransformation
[1] technology
[1] sharingeconomy
[1] creativity
[1] innovation
[1] km

Top Hashtags in Tweet in G5:
[13] wef
[9] thegreatreset
[6] imf
[3] unsg
[2] economy
[1] who
[1] covid19
[1] gdpgrowth
[1] business
[1] youth

Top Hashtags in Tweet in G6:
[26] problemreactionsolution
[9] wef
[3] coronavirusvaccine
[3] coalitionforepidemicpreparedness
[3] reset
[3] newworldorder
[2] cepi
[2] nwo
[1] klausschwab
[1] coronahoax

Top Hashtags in Tweet in G7:
[33] wef
[22] imperial
[18] covid19
[16] salesforce
[5] vaccine
[4] 4ir
[4] disposable
[4] automation
[3] capitalist
[3] media

Top Hashtags in Tweet in G8:
[9] meettheshapers
[8] wef
[4] davos
[2] avgeek
[2] aviation
[2] usairforce
[2] airforce
[2] imf
[1] c17
[1] cargo

Top Hashtags in Tweet in G9:
[24] pakfightscoronawithpmik
[24] wef
[24] covid_19

Top Hashtags in Tweet in G10:
[21] wef
[12] friendsofocean
[1] oceandialogues

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:
[95] #wef
[79] wef
[39] elite
[35] howellings
[35] vangreens
[35] gt
[34] obamaclintony12
[28] ᴴᴰ
[27] live
[27] professor

Top Words in Tweet in G2:
[97] #wef
[35] ãƒ
[15] world
[13] forum
[12] economic
[12] great
[11] reset
[10] #covid19
[10] #davos
[10] global

Top Words in Tweet in G3:
[45] world
[45] one
[44] emerge
[44] covid
[44] quite
[44] different
[44] before
[44] pandemic
[44] hit
[43] borgebrende

Top Words in Tweet in G4:
[26] #wef
[25] rwang0
[24] approach
[23] #davos17
[22] hi
[22] friends
[22] pls
[22] dynamic
[22] leadership
[22] responsive

Top Words in Tweet in G5:
[13] #wef
[11] wef
[9] #thegreatreset
[7] kgeorgieva
[6] #imf
[6] launch
[5] imfnews
[5] clarencehouse
[5] prince
[5] managing

Top Words in Tweet in G6:
[26] thread
[26] web
[26] #problemreactionsolution
[26] piece
[26] paragon
[26] intelligence
[26] empathy
[26] justice
[26] virtue
[26] decency

Top Words in Tweet in G7:
[38] elleprovocateur
[33] #wef
[22] #imperial
[20] world
[19] important
[19] college
[19] economic
[19] forum
[18] #covid19
[16] thread

Top Words in Tweet in G8:
[9] #meettheshapers
[8] #wef
[8] yaoundeshapers
[8] wednesday
[8] 27th
[8] join
[8] 2nd
[8] edition
[8] ebenezar
[8] wikina

Top Words in Tweet in G9:
[24] #pakfightscoronawithpmik
[24] #wef
[24] pakistan
[24] combating
[24] #covid_19
[24] economy
[24] damage
[24] social
[24] safety
[23] net

Top Words in Tweet in G10:
[27] ocean
[21] #wef
[20] thomsonfiji
[12] thank
[12] inviting
[12] participate
[12] #friendsofocean
[12] oceandialogues
[12] allowing
[11] agnes_kalibata

Top Word Pairs
Top Word Pairs in Tweet in G2:
[35] ãƒ,ãƒ
[34] economic,forum
[27] world,economic
[27] great,reset
[27] covid,19
[27] #cummingsmustgo,#wefollowedtherules
[27] #davos,#wef
[27] power,education
[27] education,interesting
[27] interesting,case

Top Word Pairs in Tweet in G3:
[23] world,emerge
[11] emerge,covid
[9] covid,quite
[9] quite,different
[5] different,one
[4] one,before
[4] before,pandemic
[4] pandemic,hit
[4] borgebrende,world
[4] hit,beâ

Top Word Pairs in Tweet in G4:
[44] #davos17,#wef
[44] hi,friends
[44] friends,pls
[44] pls,dynamic
[44] dynamic,leadership
[44] leadership,responsive
[44] responsive,responsible
[44] responsible,approach
[43] approach,#davos17
[21] rwang0,hi

Top Word Pairs in Tweet in G5:
[23] managing,director
[22] extremely,honored
[22] honored,part
[22] part,#thegreatreset
[22] #thegreatreset,launch
[22] launch,together
[22] together,clarencehouse
[22] clarencehouse,royalfamily
[22] royalfamily,wef
[21] director,kgeorgieva

Top Word Pairs in Tweet in G6:
[5] thread,web
[4] web,#problemreactionsolution
[4] #problemreactionsolution,piece
[4] piece,paragon
[4] paragon,intelligence
[4] intelligence,empathy
[4] empathy,justice
[4] justice,virtue
[4] virtue,decency
[4] thomas_binder,thread

Top Word Pairs in Tweet in G7:
[26] #imperial,college
[26] #covid19,important
[26] important,thread
[26] thread,#imperial
[26] college,world
[26] world,economic
[26] economic,forum
[26] forum,#wef
[26] #wef,#salesforce
[25] elleprovocateur,#covid19

Top Word Pairs in Tweet in G8:
[19] wednesday,27th
[16] 27th,join
[16] join,2nd
[16] 2nd,edition
[16] edition,#meettheshapers
[16] #meettheshapers,ebenezar
[16] ebenezar,wikina
[16] wikina,global
[16] global,shapers
[15] shapers,port

Top Word Pairs in Tweet in G9:
[8] #pakfightscoronawithpmik,#wef
[8] #wef,pakistan
[8] pakistan,combating
[8] combating,#covid_19
[8] #covid_19,economy
[8] economy,damage
[8] damage,social
[8] social,safety
[8] safety,net
[8] insafpk,#pakfightscoronawithpmik

Top Word Pairs in Tweet in G10:
[24] thank,thomsonfiji
[24] thomsonfiji,inviting
[24] inviting,participate
[24] participate,#wef
[24] #wef,#friendsofocean
[24] #friendsofocean,oceandialogues
[24] oceandialogues,allowing
[24] agnes_kalibata,thank
[23] allowing,brin
[21] postponement,ocean

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@wef
@borgebrende
@elleprovocateur
@vangreens
@howellings
@obamaclintony12
@unep
@ivanduque
@thomas_binder
@rwang0

Top Mentioned in G1:
@wef
@vangreens
@howellings
@obamaclintony12
@unep
@ivanduque
@noikeanolife
@thejupaul
@gregorrobertson
@kennedystewart

Top Mentioned in G2:
@deborahmcollier
@naotaka1234
@quecaalvaro
@uncappingagate

Top Mentioned in G3:
@borgebrende
@gulftimes_qatar
@cryptohomegirl

Top Mentioned in G4:
@rwang0
@swisscognitive
@dgt_switzerland
@epfl
@roblemvr
@garymarcus
@jbradleybush
@patriciag_k4j
@gr_4o
@mtdupdates

Top Mentioned in G5:
@wef
@kgeorgieva
@imfnews
@clarencehouse
@royalfamily
@antonioguterres
@vic_alonsoperez
@un
@yglvoices

Top Mentioned in G6:
@thomas_binder
@sheenmalcolm
@am_mirk
@clarkemicah
@juliebalfour9
@cathycathyfox

Top Mentioned in G7:
@elleprovocateur
@timand2037
@raniakhalek
@georgegalloway
@bijtayari

Top Mentioned in G8:
@yaoundeshapers
@davos
@usairforce
@realdonaldtrump
@joebiden
@joelat___
@jolvictoria
@borgebrende
@wef
@euroairportcom

Top Mentioned in G9:
@insafpk
@naikmkhanpti

Top Mentioned in G10:
@thomsonfiji
@oceandialogues
@agnes_kalibata
@foodsystems
@borgebrende

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@sectest9
@cowboyscifibot
@robre62
@evankirstel
@cybersec_feeds
@thefabledaesop
@cipherequality
@5b20be6386164f8
@analyticaglobal

Top Tweeters in G1:
@jornalistavitor
@sectest9
@robre62
@cybersec_feeds
@cipherequality
@analyticaglobal
@santchiweb
@fintechna
@ajaykushwaha_
@ansisegle

Top Tweeters in G2:
@carlesdijous
@cybertaters
@ticinonline
@dinisguarda
@dogetalist
@postkneejerk
@kweriousgeorge
@innovationatoz
@competia
@checobm

Top Tweeters in G3:
@mariussou
@gulftimes_qatar
@hemaloart
@alvarez_nimer
@mikasakombi
@oscarbergamin
@dimensionofmind
@lesegothinane
@iamseunalaofin
@crystalmds

Top Tweeters in G4:
@evankirstel
@mjgranger1
@trippbraden
@rwang0
@ajblackston
@sarahsynergie
@creativesage
@richard_florida
@lazybot6
@glenbeer

Top Tweeters in G5:
@cnbcafrica
@un
@beltwaygreg
@royalfamily
@mastercardnews
@narendramodi
@sucastro33
@kgeorgieva
@imfnews
@microsoft

Top Tweeters in G6:
@truthseeker6761
@clarkemicah
@summerbreeze712
@cathycathyfox
@journey0724inf1
@andre__levy
@thomas_binder
@pyewhackett02
@sjolundkevin
@am_mirk

Top Tweeters in G7:
@birdtrees
@georgegalloway
@gibb491
@elvan
@kim9973
@bijtayari
@raniakhalek
@qinoqino1
@elleprovocateur
@appitekbot

Top Tweeters in G8:
@planespotiscool
@ewestaway
@lope_64
@ebenezarwikina
@infoaeroquebec
@realdonaldtrump
@davos
@usairforce
@execcareercoach
@enofrankitaeyo

Top Tweeters in G9:
@insafpk
@ptinorthpunjab
@ptiofficialrwp
@ptipunjabpk
@ptiofficialmtn
@naikmkhanpti
@ptiwpofficial
@ptiofficiallhr
@ptiofficialisb
@iamqasim2004

Top Tweeters in G10:
@joy_wa_afrika
@edunjau1
@reeflife911
@jhdez32
@thomsonfiji
@tweetatruthy
@kristianteleki
@agnes_kalibata
@rockfordw
@beatricedicaro