#WEF, Twitter, 4/12/2020 2:48:18 AM, 224856


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#WEF_2020-04-11_19-14-50.xlsx
#WEF_2020-04-11_19-14-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 12, 2020
Short Description:
#WEF via NodeXL https://bit.ly/3eemjgO
@elleprovocateur
@wef
@billgates
@pranjalsharma
@bonga_777
@costellodaniel1
@ishkama1
@susanflower1
@execcareercoach
@appitekbot

Top hashtags:
#wef
#covid19
#imperial
#salesforce
#davos
#who
#vaccine
#blockchain
#covid2019

Description:
Description
The graph represents a network of 1,043 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, 12 April 2020 at 02:15 UTC.

The requested start date was Sunday, 12 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, 15-hour, 41-minute period from Sunday, 29 March 2020 at 08:19 UTC to Sunday, 12 April 2020 at 00:00 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 : 1043
Unique Edges : 1135
Edges With Duplicates : 852
Total Edges : 1987
Number of Edge Types : 4
MentionsInRetweet : 1403
Mentions : 266
Replies to : 46
Tweet : 272
Self-Loops : 272
Reciprocated Vertex Pair Ratio : 0.0238095238095238
Reciprocated Edge Ratio : 0.0465116279069767
Connected Components : 227
Single-Vertex Connected Components : 120
Maximum Vertices in a Connected Component : 296
Maximum Edges in a Connected Component : 649
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.267091
Graph Density : 0.001107833412771
Modularity : 0.589427
NodeXL Version : 1.0.1.430
Data Import : The graph represents a network of 1,043 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, 12 April 2020 at 02:15 UTC.

The requested start date was Sunday, 12 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, 15-hour, 41-minute period from Sunday, 29 March 2020 at 08:19 UTC to Sunday, 12 April 2020 at 00:00 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:
[11] http://blog.softwareinsider.org/2017/01/02/mondays-musings-dynamic-leadership-responsive-responsible-approach-davos17-wef/
[9] https://www.cmrubinworld.com/school-to-career-program-breaks-the-cycle-of-poverty/
[8] https://www.cmrubinworld.com/around-the-world-in-30-days-mar-2020/
[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.weforum.org/agenda/2020/04/supply-chains-resilient-covid-19/
[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/
[4] https://www.weforum.org/agenda/2020/03/restore-data-privacy-after-coronavirus-pandemic/
[3] https://paper.li/Competia/1326997107?edition_id=fc177220-783b-11ea-9b1b-0cc47a0d1609

Top URLs in Tweet in G1:
[1] https://twitter.com/i/web/status/1247332274833686529
[1] https://twitter.com/i/web/status/1237410158151643136
[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/1246853634819796997
[1] https://twitter.com/i/web/status/1246859834328322054
[1] https://twitter.com/i/web/status/1246861828300423168
[1] https://twitter.com/i/web/status/1246870285447581697
[1] https://twitter.com/i/web/status/1246921027889831941

Top URLs in Tweet in G2:
[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
[3] https://cointelegraph.com/news/wef-explains-how-blockchain-can-help-calm-global-supply-chain-chaos?utm_source=dlvr.it&utm_medium=twitter
[2] http://www.postrecession.com/
[1] http://www3.weforum.org/docs/WEF_GAC_GeopoliticalRisk_2013.pdf
[1] https://twitter.com/ForeignAffairs/status/1244379861784965123
[1] https://www.ideas4allinnovation.com/innovadores/inteligencia-colectiva-coronavirus-colaboracion-tecnologia/

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] https://cointelegraph.com/news/blockchains-still-lack-interoperability-for-enterprise-use-wef-says?utm_source=dlvr.it&utm_medium=twitter
[2] http://reports.weforum.org/future-of-jobs-2016/shareable-infographics/
[1] https://twitter.com/i/web/status/1248741558658236416
[1] https://twitter.com/i/web/status/1247190884246065155
[1] https://twitter.com/i/web/status/1248655342000578561
[1] https://twitter.com/i/web/status/1245816747665620992
[1] https://twitter.com/i/web/status/1247261296057344001
[1] https://twitter.com/i/web/status/1247644342426259459
[1] https://twitter.com/i/web/status/1248254771678662657

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1248710997138956288

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1247287465309863936
[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 G6:
[1] https://twitter.com/i/web/status/1246025768557318145

Top URLs in Tweet in G7:
[9] https://www.cmrubinworld.com/school-to-career-program-breaks-the-cycle-of-poverty/
[8] https://www.cmrubinworld.com/around-the-world-in-30-days-mar-2020/
[1] https://twitter.com/i/web/status/1245803478385135618
[1] https://twitter.com/i/web/status/1249125264698888192
[1] https://twitter.com/i/web/status/1248381462589526016
[1] https://twitter.com/i/web/status/1245833675331252224
[1] https://twitter.com/i/web/status/1249064845166759940
[1] https://twitter.com/i/web/status/1245893840982216704
[1] https://twitter.com/i/web/status/1247645560171114496
[1] https://twitter.com/i/web/status/1248777888649949185

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1248042992734097408
[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://twitter.com/i/web/status/1246232172496711682
[1] https://www.youtube.com/watch?v=BhjDnrw34QA


Top URLs in Tweet in G9:
[1] https://twitter.com/wef/status/1244293240020283394?s=09

Top Domains
Top Domains in Tweet in Entire Graph:
[230] twitter.com
[47] weforum.org
[23] paper.li
[17] cmrubinworld.com
[14] linkedin.com
[11] softwareinsider.org
[9] youtube.com
[7] imf.org
[7] 5starinnovation.com
[6] cointelegraph.com

Top Domains in Tweet in G1:
[32] twitter.com
[2] centerforhealthsecurity.org
[1] weforum.org

Top Domains in Tweet in G2:
[65] twitter.com
[16] weforum.org
[11] linkedin.com
[7] imf.org
[7] 5starinnovation.com
[5] co.uk
[4] cointelegraph.com
[3] youtube.com
[2] instagram.com
[2] postrecession.com

Top Domains in Tweet in G3:
[17] twitter.com
[10] weforum.org
[2] cointelegraph.com
[1] linkedin.com

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

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

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

Top Domains in Tweet in G7:
[24] twitter.com
[17] cmrubinworld.com

Top Domains in Tweet in G8:
[2] twitter.com
[1] thetyee.ca
[1] youtube.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[805] wef
[344] covid19
[292] imperial
[214] salesforce
[60] davos
[44] who
[43] vaccine
[35] blockchain
[35] covid2019
[33] chitral



Top Hashtags in Tweet in G1:
[346] wef
[292] imperial
[271] covid19
[212] salesforce
[42] vaccine
[26] gates
[25] who
[25] capitalist
[24] crypto
[24] fourthindustrialrevolution

Top Hashtags in Tweet in G2:
[107] wef
[18] covid19
[18] blockchain
[12] coronavirus
[10] who
[8] imf
[8] supplychain
[6] davos
[5] pandemic
[5] covid_19

Top Hashtags in Tweet in G3:
[42] wef
[25] covid19
[24] covid2019
[23] stayhome
[23] health
[6] climatechange
[6] climatecrisis
[5] economy
[5] climateemergency
[5] news

Top Hashtags in Tweet in G4:
[33] chitral
[33] kp
[33] biodiversity
[33] wildlifefrommywindow
[33] wef
[32] 10billiontreetsunami

Top Hashtags in Tweet in G5:
[5] wef
[1] davos
[1] davos19
[1] wef19
[1] ubaxwef
[1] africaatdavos
[1] toeway
[1] africapitalism
[1] homeoffice
[1] hr

Top Hashtags in Tweet in G6:
[22] davos
[21] wef

Top Hashtags in Tweet in G7:
[37] wef
[25] bbc
[14] stayhomestaysafe
[14] afterparkland
[14] filmmakers
[14] gunviolence
[14] wellbeing
[13] collegebound
[12] schooltocareer
[12] cyberbullying

Top Hashtags in Tweet in G8:
[12] covid19
[2] wef
[1] dtes
[1] vanpoli
[1] yvr
[1] ai
[1] fintech
[1] ar
[1] vr
[1] trumpism

Top Hashtags in Tweet in G9:
[9] covid2019
[9] sustainability
[9] wef
[1] chemicalfree
[1] environment

Top Hashtags in Tweet in G10:
[14] davos
[14] air
[14] alps
[14] elite
[14] lake
[14] wef
[14] resort
[14] ski
[14] elixir
[14] scenic

Top Words
Top Words in Tweet in Entire Graph:
[681] Words in Sentiment List#1: Positive
[301] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[25495] Non-categorized Words
[26477] Total Words
[803] #wef
[538] elleprovocateur
[367] world
[344] #covid19
[329] economic

Top Words in Tweet in G1:
[537] elleprovocateur
[346] #wef
[299] world
[292] #imperial
[277] economic
[271] #covid19
[259] college
[251] forum
[236] thread
[234] important

Top Words in Tweet in G2:
[106] #wef
[23] world
[21] economic
[19] global
[18] #covid19
[18] #blockchain
[18] forum
[15] supply
[14] chain
[14] blockchain

Top Words in Tweet in G3:
[88] wef
[46] ingliguori
[42] #wef
[39] global
[37] read
[36] women
[36] leaders
[35] 70
[35] world's
[35] healthcare

Top Words in Tweet in G4:
[33] herd
[33] markhor
[33] toshi
[33] shahsha
[33] conservancy
[33] #chitral
[33] #kp
[33] #biodiversity
[33] #wildlifefrommywindow
[33] #wef

Top Words in Tweet in G5:
[17] global
[17] billgates
[15] yes
[15] œourðÿœžis
[15] richer
[15] before
[15] income
[15] growth
[15] trickles
[15] down

Top Words in Tweet in G6:
[22] gop
[22] ivankatrump
[22] trump
[22] advisors
[22] jared
[22] ivanka
[22] #davos
[22] million
[22] taxpayer
[22] funded

Top Words in Tweet in G7:
[37] #wef
[30] oaklandplanning
[29] cmrubinworld
[25] #bbc
[17] program
[14] #stayhomestaysafe
[14] #afterparkland
[14] #filmmakers
[14] discuss
[14] #gunviolence

Top Words in Tweet in G8:
[50] kennedystewart
[49] gt
[39] jjhorgan
[38] udibc
[34] homelessdave0
[25] janetholder_iam
[25] northpolenews8
[25] bcndp
[25] adriandix
[25] justintrudeau

Top Words in Tweet in G9:
[9] ways
[9] humans
[9] partner
[9] animals
[9] more
[9] sustainable
[9] planet
[9] #covid2019
[9] #sustainability
[9] #wef

Top Words in Tweet in G10:
[14] #davos
[14] #air
[14] #alps
[14] #elite
[14] #lake
[14] #wef
[14] #resort
[14] #ski
[14] #elixir
[14] #scenic

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[296] world,economic
[288] economic,forum
[259] #imperial,college
[250] elleprovocateur,#covid19
[228] #covid19,important
[228] important,thread
[227] thread,#imperial
[225] forum,#wef
[216] college,world
[214] #wef,#salesforce

Top Word Pairs in Tweet in G1:
[259] #imperial,college
[251] world,economic
[251] economic,forum
[250] elleprovocateur,#covid19
[228] #covid19,important
[228] important,thread
[227] thread,#imperial
[216] college,world
[214] forum,#wef
[212] #wef,#salesforce

Top Word Pairs in Tweet in G2:
[17] world,economic
[17] economic,forum
[14] supply,chain
[9] #blockchain,#wef
[8] covid,19
[7] critical,#imf
[7] solution,global
[6] blockchain,help
[6] help,calm
[6] calm,global

Top Word Pairs in Tweet in G3:
[35] 70,world's
[35] world's,healthcare
[35] healthcare,staff
[35] staff,women
[35] women,according
[35] according,wef
[35] wef,25
[35] 25,global
[35] global,leaders
[35] leaders,female

Top Word Pairs in Tweet in G4:
[33] herd,markhor
[33] markhor,toshi
[33] toshi,shahsha
[33] shahsha,conservancy
[33] conservancy,#chitral
[33] #chitral,#kp
[33] #kp,#biodiversity
[33] #biodiversity,#wildlifefrommywindow
[33] #wildlifefrommywindow,#wef
[32] btap2015,herd

Top Word Pairs in Tweet in G5:
[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 G6:
[22] gop,ivankatrump
[22] ivankatrump,trump
[22] trump,advisors
[22] advisors,jared
[22] jared,ivanka
[22] ivanka,#davos
[22] #davos,million
[22] million,taxpayer
[22] taxpayer,funded
[22] funded,luxury

Top Word Pairs in Tweet in G7:
[14] #stayhomestaysafe,#afterparkland
[14] #afterparkland,#filmmakers
[14] #filmmakers,discuss
[14] discuss,#gunviolence
[14] #gunviolence,cmrubinworld
[14] cmrubinworld,#wellbeing
[14] #wellbeing,#bbc
[14] #bbc,#wef
[12] oaklandplanning,#schooltocareer
[12] #schooltocareer,program

Top Word Pairs in Tweet in G8:
[25] janetholder_iam,northpolenews8
[25] northpolenews8,jjhorgan
[25] jjhorgan,bcndp
[25] bcndp,kennedystewart
[25] kennedystewart,adriandix
[25] adriandix,udibc
[25] udibc,justintrudeau
[25] justintrudeau,gt
[24] kennedystewart,gt
[24] homelessdave0,janetholder_iam

Top Word Pairs in Tweet in G9:
[9] ways,humans
[9] humans,partner
[9] partner,animals
[9] animals,more
[9] more,sustainable
[9] sustainable,planet
[9] planet,#covid2019
[9] #covid2019,#sustainability
[9] #sustainability,#wef
[8] achyutaghosh,ways

Top Word Pairs in Tweet in G10:
[14] #davos,#air
[14] #air,#alps
[14] #alps,#elite
[14] #elite,#lake
[14] #lake,#wef
[14] #wef,#resort
[14] #resort,#ski
[14] #ski,#elixir
[14] #elixir,#scenic
[14] #scenic,#photo

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@elleprovocateur
@wef
@kennedystewart
@jjhorgan
@udibc
@shannonplatz
@homelessdave0
@btap2015
@cmrubinworld
@northpolenews8

Top Mentioned in G1:
@elleprovocateur
@louisestephen9
@frackfree_eu
@threadreaderapp
@bijtayari
@myteaatom
@techlazy_msft
@disfoldcom
@dellemcoem
@tonythetigersea

Top Mentioned in G3:
@wef
@shannonplatz
@ingliguori
@enkisort33
@dsm
@lagarde
@robykerr
@ziyangfan
@lcx
@jaimecampos787

Top Mentioned in G4:
@btap2015

Top Mentioned in G5:
@billgates
@dearsarah
@davos
@tonyoelumelu
@gatesfoundation
@themasters
@wef
@execcareercoach

Top Mentioned in G6:
@ivankatrump
@evenbev
@gop

Top Mentioned in G7:
@cmrubinworld
@oaklandplanning
@classroomchamps
@orbknows
@globalsearch4ed
@ourrealalice
@all_globe
@deewineceller
@patrickscientis

Top Mentioned in G8:
@kennedystewart
@jjhorgan
@udibc
@homelessdave0
@northpolenews8
@bcndp
@adriandix
@justintrudeau
@janetholder_iam
@davehomes3

Top Mentioned in G9:
@achyutaghosh
@marshacollier
@shicooks
@kritimakhija
@baski_la
@ashoknellikar
@ravikikan
@vijaynallawala
@dramitinspires

Top Mentioned in G10:
@dko87

Top Tweeters
Top Tweeters in Entire Graph:
@clairebotai
@chidambara09
@bitcoinagile
@threadreaderapp
@evankirstel
@dclarediane
@schestowitz
@porridgeisgood
@ottlegalrebels
@thomasclone

Top Tweeters in G1:
@clairebotai
@threadreaderapp
@dclarediane
@porridgeisgood
@santchiweb
@calcaware
@flugennock
@60sparkle
@spacettf
@druid999s

Top Tweeters in G2:
@bitcoinagile
@schestowitz
@carlesdijous
@estream_studios
@kuriharan
@diggrich_
@martasalazar
@crypto__mak
@dinisguarda
@jrobertson

Top Tweeters in G3:
@chidambara09
@wef
@imagine_garden
@mary_b_68
@carolicen
@alternative200
@fabriziobustama
@mvollmer1
@ef5nw7j0a5wvjep
@lgcommai

Top Tweeters in G4:
@mittoonkhan
@onepakistani
@ssgpa1
@sajeelarashid
@amushtaqqa
@kokoalak9
@sagheer74424737
@nabeelahmedjan3
@aimtiaz
@waqarcma

Top Tweeters in G5:
@anotherazntart
@glennmerrill
@shawnsharif
@dearsarah
@davos
@sierradante
@murriana
@execcareercoach
@iwriteok
@cargoneofassad

Top Tweeters in G6:
@susancarver19
@smc752
@msmariat
@evenbev
@sam201810
@revraygreen
@pattigandolfini
@mitig8nfctrs
@deedee33955
@gop

Top Tweeters in G7:
@cmrubinworld
@moreartsplease
@globalsearch4ed
@classroomchamps
@ourrealalice
@gsinnovation
@steamculture
@worldoflearners
@vefour
@deewineceller

Top Tweeters in G8:
@fintechna
@homelessdave0
@justintrudeau
@udibc
@kennedystewart
@janetholder_iam
@homelessdave10
@abolitionfossil
@northpolenews8
@obamaclintony12

Top Tweeters in G9:
@marshacollier
@shicooks
@usagreat88
@narvijayyadav
@francaselles
@ravikikan
@kritimakhija
@dramitinspires
@ashoknellikar
@vijaynallawala

Top Tweeters in G10:
@xxxsthlm
@herve73950491
@papagalose
@bernadettethebe
@aris_123456
@nzxz4g3njxkddra
@janoskiraly
@nataliapavlenk5
@passatsp1
@stamatakismicha


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