#WEF, Twitter, 6/11/2019 7:03:25 PM, 199744


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#WEF_2019-06-11_06-13-31.xlsx
#WEF_2019-06-11_06-13-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 11, 2019
Short Description:
#WEF via NodeXL http://bit.ly/2X4DrzR
@wef_es
@wef
@swisscognitive
@homelessdave0
@mikequindazzi
@zapalak
@betweenmyths
@davos
@lunavalienterd
@ronaldvermeij

Top hashtags:
#wef
#ai
#greenland19
#digitaltransformation
#yvr
#blockchain
#iot
#davos
#negocio

Description:
Description
The graph represents a network of 1,545 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 Tuesday, 11 June 2019 at 13:14 UTC.

The requested start date was Monday, 10 June 2019 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, 23-hour, 44-minute period from Monday, 27 May 2019 at 00:13 UTC to Sunday, 09 June 2019 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 : 1545
Unique Edges : 1437
Edges With Duplicates : 1573
Total Edges : 3010
Number of Edge Types : 3
Mentions : 2551
Replies to : 23
Tweet : 436
Self-Loops : 436
Reciprocated Vertex Pair Ratio : 0.0144665461121157
Reciprocated Edge Ratio : 0.0285204991087344
Connected Components : 181
Single-Vertex Connected Components : 93
Maximum Vertices in a Connected Component : 801
Maximum Edges in a Connected Component : 1632
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.184091
Graph Density : 0.000705518386236732
Modularity : 0.493129
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[67] https://es.weforum.org/agenda/2018/10/que-hace-que-chile-sea-la-economia-mas-competitiva-de-america-latina-f05ff0e2-ef94-4d5c-b019-9fb0234b2bc3
[60] https://es.weforum.org/agenda/2019/02/dormir-puede-ser-mas-eficaz-que-una-medicina-mejora-el-sistema-inmunologico/
[56] https://es.weforum.org/agenda/2018/11/que-es-exactamente-la-inteligencia-emocional/
[46] https://es.weforum.org/agenda/2019/01/las-energias-renovables-van-a-cambiar-el-mundo/
[45] https://es.weforum.org/agenda/2017/09/la-inteligencia-emocional-sera-la-base-del-exito-laboral-en-el-futuro
[43] https://es.weforum.org/agenda/2019/01/por-que-es-importante-tener-a-mas-mujeres-en-altos-cargos/
[43] https://es.weforum.org/agenda/2019/03/que-sucede-en-un-minuto-en-internet/
[41] https://es.weforum.org/agenda/2018/10/la-economia-mundial-de-80-billones-en-una-grafica
[40] https://es.weforum.org/agenda/2018/08/los-objetivos-de-desarrollo-sostenible-una-agenda-transformadora-que-debe-evolucionar/
[39] https://es.weforum.org/agenda/2018/11/ansiedad-cuatro-expertos-desmontan-los-mitos-de-la-enfermedad-mental-mas-discutida-del-siglo-xxi

Top URLs in Tweet in G1:
[66] https://es.weforum.org/agenda/2018/10/que-hace-que-chile-sea-la-economia-mas-competitiva-de-america-latina-f05ff0e2-ef94-4d5c-b019-9fb0234b2bc3
[60] https://es.weforum.org/agenda/2019/02/dormir-puede-ser-mas-eficaz-que-una-medicina-mejora-el-sistema-inmunologico/
[56] https://es.weforum.org/agenda/2018/11/que-es-exactamente-la-inteligencia-emocional/
[46] https://es.weforum.org/agenda/2019/01/las-energias-renovables-van-a-cambiar-el-mundo/
[43] https://es.weforum.org/agenda/2017/09/la-inteligencia-emocional-sera-la-base-del-exito-laboral-en-el-futuro
[43] https://es.weforum.org/agenda/2019/01/por-que-es-importante-tener-a-mas-mujeres-en-altos-cargos/
[42] https://es.weforum.org/agenda/2019/03/que-sucede-en-un-minuto-en-internet/
[40] https://es.weforum.org/agenda/2018/10/la-economia-mundial-de-80-billones-en-una-grafica
[40] https://es.weforum.org/agenda/2018/08/los-objetivos-de-desarrollo-sostenible-una-agenda-transformadora-que-debe-evolucionar/
[39] https://es.weforum.org/agenda/2018/11/ansiedad-cuatro-expertos-desmontan-los-mitos-de-la-enfermedad-mental-mas-discutida-del-siglo-xxi

Top URLs in Tweet in G2:
[5] https://voicefortheplanet.org/
[4] http://www3.weforum.org/docs/WEF_Making_Affordable_Housing_A_Reality_In_Cities_report.pdf
[4] https://www.weforum.org/agenda/2018/10/how-transparency-can-help-grow-the-global-economy
[3] https://europeansting.com/2019/06/07/10-ways-cities-are-tackling-the-global-affordable-housing-crisis/
[2] https://www.weforum.org/agenda/2019/04/arctics-melting-permafrost-will-cost-nearly-70-trillion-study-finds?utm_source=Facebook
[2] Videos&utm_medium=Facebook
[2] Videos&utm_campaign=Facebook
[2] Video
[2] Blogs
[2] https://twitter.com/wef/status/1136630079780532229

Top URLs in Tweet in G3:
[8] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[8] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[5] https://www.technologyreview.com/s/613589/the-world-economic-forum-wants-to-develop-global-rules-for-ai/
[3] https://jerome-hoarau.com/
[2] https://venturebeat.com/2019/05/29/world-economic-forum-launches-global-ai-council-to-address-governance-gaps/
[2] https://twitter.com/EconomicTimes/status/1083034412680470529
[2] https://straighttalk.hcltech.com/straight-talking-with-eric-horvitz-at-wef-2019
[2] https://twitter.com/ciostraighttalk/status/1135520712565972992
[2] https://magnet.xataka.com/en-diez-minutos/ansiedad-cuatro-expertos-desmontan-mitos-enfermedad-mental-discutida-siglo-xxi
[1] https://twitter.com/marisolwef/status/1131346613660782592

Top URLs in Tweet in G4:
[5] https://www.enterpriseirregulars.com/132080/the-biggest-insights-and-trends-in-digital-transformation-for-2019/
[1] https://www.technologyreview.com/s/613589/the-world-economic-forum-wants-to-develop-global-rules-for-ai/

Top URLs in Tweet in G5:
[1] https://www.youtube.com/watch?v=IZBlqcbpmxY

[1] https://www.cbc.ca/news/canada/british-columbia/cheque-issue-day-study-drug-related-harm-1.5158656?__vfz=medium%3Dsharebar
[1] https://www.youtube.com/watch?v=zN6LBINgbIg

[1] https://www.youtube.com/watch?v=1qOZMLylDs0

[1] https://www.youtube.com/watch?v=F5lQZLWSWHE

[1] https://www.technologyreview.com/s/613589/the-world-economic-forum-wants-to-develop-global-rules-for-ai/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=social_share&utm_content=2019-05-30
[1] https://www.technologyreview.com/s/613589/the-world-economic-forum-wants-to-develop-global-rules-for-ai/
[1] https://twitter.com/roboticssystemz/status/1132141799043141632

Top URLs in Tweet in G6:
[12] https://straighttalk.hcltech.com/straight-talking-with-eric-horvitz-at-wef-2019
[1] https://twitter.com/ciostraighttalk/status/1135520712565972992

Top URLs in Tweet in G9:
[4] https://www.technologyreview.com/s/613589/the-world-economic-forum-wants-to-develop-global-rules-for-ai/
[2] https://www.smartcitiesworld.net/news/news/wef-inaugurates-global-councils-to-restore-trust-in-technology-4237
[1] https://www.weforum.org/agenda/2019/05/this-is-what-the-world-s-waste-does-to-people-in-poorer-countries/
[1] https://venturebeat.com/2019/05/29/world-economic-forum-launches-global-ai-council-to-address-governance-gaps/
[1] https://biggerpicture.ft.com/global-risks/article/ft-world-sleepwalking-crisis-what-does-mean-business/
[1] https://cointelegraph.com/news/wef-head-of-blockchain-sheila-warren-this-tech-can-solve-the-trust-crisis
[1] https://europeansting.com/2019/06/07/10-ways-cities-are-tackling-the-global-affordable-housing-crisis/
[1] https://www.reuters.com/article/us-usa-housing-tech/robot-bricklayers-to-3d-printing-how-tech-can-transform-housebuilding-idUSKCN1T71Z9
[1] https://www.technologyreview.com/s/613589/the-world-economic-forum-wants-to-develop-global-rules-for-ai/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=social_share&utm_content=2019-05-30
[1] https://www.technologyreview.com/s/613589/the-world-economic-forum-wants-to-develop-global-rules-for-ai/?utm_campaign=site_visitor.unpaid.engagement&utm_source=twitter&utm_medium=social_share&utm_content=2019-06-02

Top Domains
Top Domains in Tweet in Entire Graph:
[1635] weforum.org
[46] twitter.com
[22] wef.ch
[19] technologyreview.com
[14] hcltech.com
[9] lnkd.in
[8] imf.org
[8] 5starinnovation.com
[7] youtube.com
[6] reuters.com

Top Domains in Tweet in G1:
[1524] weforum.org
[21] wef.ch
[2] elpais.com
[2] medciencia.com
[2] twitter.com

Top Domains in Tweet in G2:
[19] weforum.org
[5] voicefortheplanet.org
[5] twitter.com
[3] europeansting.com
[2] reuters.com
[2] pbynd.co
[2] etherdesk.com
[1] xinhuanet.com
[1] com.sg
[1] nexusautomotiveinternational.eu

Top Domains in Tweet in G3:
[17] twitter.com
[14] weforum.org
[9] lnkd.in
[8] imf.org
[8] 5starinnovation.com
[7] technologyreview.com
[4] instagram.com
[3] facebook.com
[3] elpais.com
[3] jerome-hoarau.com

Top Domains in Tweet in G4:
[5] enterpriseirregulars.com
[1] technologyreview.com

Top Domains in Tweet in G5:
[4] youtube.com
[2] technologyreview.com
[1] cbc.ca
[1] twitter.com

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

Top Domains in Tweet in G9:
[7] technologyreview.com
[2] smartcitiesworld.net
[1] weforum.org
[1] venturebeat.com
[1] ft.com
[1] cointelegraph.com
[1] europeansting.com
[1] reuters.com
[1] cognitionx.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2128] wef
[95] ai
[37] greenland19
[32] digitaltransformation
[31] yvr
[30] blockchain
[29] iot
[27] davos
[24] negocio
[23] affordablehousing



Top Hashtags in Tweet in G1:
[1549] wef
[24] negocio
[2] latinoamã©rica
[2] educaciã³n
[2] infancia
[1] corruption
[1] globalgoals
[1] unglobalcompact

Top Hashtags in Tweet in G2:
[60] wef
[35] greenland19
[23] affordablehousing
[8] cities
[6] ygl
[5] now
[5] ygl4climate
[5] climateaction
[5] exitoil
[5] mission2030

Top Hashtags in Tweet in G3:
[112] wef
[19] ai
[10] oecd
[10] imf
[8] davos
[7] blockchain
[6] fintech
[6] recycling
[6] environment
[5] worldeconomicforum

Top Hashtags in Tweet in G4:
[43] wef
[24] digitaltransformation
[23] ai
[18] sef
[18] unitedstates
[5] emergingtech
[5] cloudcomputing
[5] futureofwork
[5] iot
[4] ceo

Top Hashtags in Tweet in G5:
[35] wef
[31] yvr
[20] dtes
[19] vanpoli
[15] hendrix
[14] partisanpolitics
[14] trudeau
[14] chipwilson
[14] billionaireclass
[14] sexist

Top Hashtags in Tweet in G6:
[18] wef
[12] ai
[8] straighttalkatwef
[8] hclatdavos
[6] stinsights
[3] digitaltransformation
[2] vp
[1] technology
[1] supplychain
[1] industry40

Top Hashtags in Tweet in G7:
[20] creativity
[9] futureofwork
[8] engineers
[3] wef
[2] skills
[2] digitaltransformation
[2] doit
[1] adapt
[1] mindset

Top Hashtags in Tweet in G8:
[1] wef

Top Hashtags in Tweet in G9:
[17] wef
[10] ai
[4] bigdata
[3] digitalhelpsuslivebetter
[3] artificialintelligence
[2] blockchain
[2] digitaltrasformation
[2] dataanalytics
[2] iot
[2] machinelearning

Top Hashtags in Tweet in G10:
[2] wef
[1] gretathunberg
[1] schweden
[1] r20
[1] schwarzenegger
[1] fridaysforfuture
[1] juncker
[1] eu
[1] bundestag

Top Words
Top Words in Tweet in Entire Graph:
[465] Words in Sentiment List#1: Positive
[306] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[37793] Non-categorized Words
[38564] Total Words
[2101] #wef
[1445] wef_es
[307] s
[275] más
[240] â

Top Words in Tweet in G1:
[1539] #wef
[1433] wef_es
[261] más
[254] s
[198] mã
[185] mundo
[169] â
[159] quã
[158] tu
[117] latina

Top Words in Tweet in G2:
[64] wef
[60] #wef
[35] #greenland19
[33] once
[33] lifetime
[33] experience
[33] witness
[33] destructive
[33] effects
[33] climate

Top Words in Tweet in G3:
[111] #wef
[26] global
[20] world
[19] economic
[19] #ai
[17] forum
[11] agree
[10] #oecd
[10] #imf
[10] ã

Top Words in Tweet in G4:
[43] #wef
[26] society
[26] gt
[25] economic
[24] estimates
[24] value
[24] #digitaltransformation
[24] business
[24] top
[23] #ai

Top Words in Tweet in G5:
[55] homelessdave0
[43] kennedystewart
[43] mayorgregor
[29] jjhorgan
[29] justintrudeau
[28] homelessdave10
[28] j_mcelroy
[27] northpolenews8
[20] #dtes
[19] #wef

Top Words in Tweet in G6:
[20] nehaanandbrahma
[18] #wef
[16] conversation
[12] #ai
[11] erichorvitz
[11] enjoyed
[11] chat
[11] touched
[11] futures
[11] training

Top Words in Tweet in G7:
[52] ðÿ
[21] thomas_dettling
[20] #creativity
[19] spark
[19] ______________
[19] walk
[19] read
[19] explore
[19] travel
[19] watch

Top Words in Tweet in G8:
[24] shhhat
[24] italiani
[24] popolo
[24] qi
[24] ai
[24] vertici
[24] mondiali
[24] non
[24] fanno
[24] infinocchiare

Top Words in Tweet in G9:
[17] #wef
[11] global
[10] #ai
[8] world
[7] economic
[7] forum
[6] techreview
[5] rules
[5] ai
[4] #bigdata

Top Words in Tweet in G10:
[3] futureworldxxl
[3] bundesgockel
[3] lazarus06
[3] 55uli
[3] nordischbynatur
[3] lanyihunter1
[3] hackenstad
[3] ditschi25
[3] mickdonner
[3] connybub

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[172] mã,s
[146] wef_es,â
[132] â,quã
[111] mundo,#wef
[102] inteligencia,emocional
[90] latina,#wef
[75] wef_es,qué
[74] américa,latina
[72] futuro,#wef
[64] wef_es,dormir

Top Word Pairs in Tweet in G1:
[170] mã,s
[145] wef_es,â
[130] â,quã
[105] mundo,#wef
[99] inteligencia,emocional
[87] latina,#wef
[75] wef_es,qué
[71] américa,latina
[70] futuro,#wef
[63] wef_es,chile

Top Word Pairs in Tweet in G2:
[33] once,lifetime
[33] lifetime,experience
[33] experience,witness
[33] witness,destructive
[33] destructive,effects
[33] effects,climate
[29] #greenland19,raise
[19] climate,change
[19] change,#greenland19
[18] zapalak,once

Top Word Pairs in Tweet in G3:
[17] world,economic
[17] economic,forum
[8] forum,develop
[8] develop,global
[8] critical,#imf
[8] #imf,post
[8] solution,global
[8] agree,pls
[8] pls,#oecd
[8] #oecd,#wef

Top Word Pairs in Tweet in G4:
[24] #wef,estimates
[24] estimates,economic
[24] economic,value
[24] value,#digitaltransformation
[24] #digitaltransformation,business
[24] business,society
[24] society,top
[20] top,100
[20] 100,trillion
[20] trillion,2025

Top Word Pairs in Tweet in G5:
[29] jjhorgan,kennedystewart
[29] justintrudeau,mayorgregor
[28] homelessdave0,jjhorgan
[27] northpolenews8,j_mcelroy
[15] kennedystewart,justintrudeau
[15] mayorgregor,2
[15] 2,conjuring
[15] conjuring,#dtes
[15] #dtes,homeboy
[15] homeboy,#hendrixðÿ

Top Word Pairs in Tweet in G6:
[15] conversation,nehaanandbrahma
[11] enjoyed,conversation
[11] nehaanandbrahma,#wef
[11] #wef,chat
[11] chat,touched
[11] touched,#ai
[11] #ai,futures
[11] futures,training
[10] erichorvitz,enjoyed
[9] training,â

Top Word Pairs in Tweet in G7:
[19] spark,#creativity
[19] #creativity,______________
[14] ______________,walk
[14] walk,read
[14] read,explore
[14] explore,travel
[14] travel,watch
[14] watch,learn
[14] learn,meditate
[14] meditate,dance

Top Word Pairs in Tweet in G8:
[24] shhhat,italiani
[24] italiani,popolo
[24] popolo,qi
[24] qi,ai
[24] ai,vertici
[24] vertici,mondiali
[24] mondiali,non
[24] non,fanno
[24] fanno,infinocchiare
[24] infinocchiare,dalle

Top Word Pairs in Tweet in G9:
[7] world,economic
[7] economic,forum
[5] global,rules
[3] develop,global
[3] rules,ai
[3] #digitalhelpsuslivebetter,#ai
[3] forum,announce
[3] announce,creation
[3] designed,find
[3] find,common

Top Word Pairs in Tweet in G10:
[3] futureworldxxl,bundesgockel
[3] bundesgockel,lazarus06
[3] lazarus06,55uli
[3] nordischbynatur,lanyihunter1
[3] hackenstad,ditschi25
[2] 55uli,nordischbynatur
[2] lanyihunter1,hackenstad
[2] ditschi25,mickdonner
[2] mickdonner,connybub

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@wef_es
@wef
@homelessdave0
@kennedystewart
@mayorgregor
@justintrudeau
@jjhorgan
@homelessdave10
@northpolenews8
@j_mcelroy

Top Mentioned in G1:
@wef_es
@titirecalde
@el_pais
@medciencia

Top Mentioned in G2:
@wef
@zapalak
@alicecharles
@jaimenack
@imdmba
@threesquaresinc
@rolandberger
@cebouee
@edgecliffe
@ft

Top Mentioned in G3:
@deborahmcollier
@outwidit
@aakansha3shukla
@ferbeltranmx
@vikshi1311

Top Mentioned in G4:
@swisscognitive
@mikequindazzi
@dhinchcliffe
@ahsan_iftikhar
@alexanderschir1
@aprilinprogress
@fchollet
@openai
@sorishapragyan
@wef

Top Mentioned in G5:
@homelessdave0
@kennedystewart
@mayorgregor
@justintrudeau
@jjhorgan
@homelessdave10
@northpolenews8
@j_mcelroy
@thejagmeetsingh
@mikebloomberg

Top Mentioned in G6:
@nehaanandbrahma
@erichorvitz
@hcltech
@snyder4g
@hsiitweets
@msftresearch
@ciostraighttalk
@compcomcon
@theofficialacm
@computersociety

Top Mentioned in G7:
@thomas_dettling
@adamsconsulting
@cardozagab
@drholzwarth
@cj_wais
@lunkelhaeusser

Top Mentioned in G8:
@luca_mussati
@shhhat

Top Mentioned in G9:
@techreview
@willknight
@kayfbutterfield
@venturebeat
@wef
@johnchavens
@kaifulee
@bradsmi
@heyamandarusso
@elmessaoudiaziz

Top Mentioned in G10:
@bundesgockel
@lazarus06
@55uli
@nordischbynatur
@lanyihunter1
@hackenstad
@ditschi25
@mickdonner
@connybub
@futureworldxxl

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@evankirstel
@chidambara09
@wirtschaftde
@btzmedina
@el_pais
@c_coolidge
@calcaware
@thaisalemg
@lalojimjuarez

Top Tweeters in G1:
@el_pais
@thaisalemg
@lalojimjuarez
@mdonosomuller
@eleconomistanet
@rosmamac
@arturoreyes_c
@byleivamiguel
@adricultora
@arquimedesjaeng

Top Tweeters in G2:
@ft
@usnews
@wef
@joongwu
@gerbaron
@att
@exitoilexitoel
@greenstorm2030
@robinbmac
@ahafizkanuabdul

Top Tweeters in G3:
@frecklesfairy
@outwidit
@altonivel
@projectconsult_
@innovationatoz
@umarfarooqgl
@lee_wilkinson2
@telanganatoday
@professoreucima
@vojislav_rodic

Top Tweeters in G4:
@s_galimberti
@madtech_news
@shathamaskiry
@dhinchcliffe
@angelanovari
@mikequindazzi
@ic316
@chezhami
@ingeniouschi
@mburadouglas

Top Tweeters in G5:
@sectest9
@chidambara09
@calcaware
@santchiweb
@cbcalerts
@toronto_bot
@thomashilbig2
@realdonaldtrump
@silicontalent
@j_mcelroy

Top Tweeters in G6:
@francoleuzzi
@aneomatrix
@hcltech
@ericsson
@ciostraighttalk
@moodogpress
@jnjcares
@kweku_oa
@computersociety
@amarathonman

Top Tweeters in G7:
@akwyz
@adamsconsulting
@jonnyhollywood
@cardozagab
@ralflippold
@christinadove7
@albermoire
@lunkelhaeusser
@digital_outcome
@christinelocher

Top Tweeters in G8:
@mamolkcsmamol
@25o319
@mimodicreta
@indomitusvirtus
@luca_mussati
@luca_pasello
@redistefano
@s_t_04_09
@giontonon
@lamarypopp

Top Tweeters in G9:
@machinelearn_d
@venturebeat
@2morrowknight
@techreview
@ethicsretweet
@johnchavens
@corix_jc
@elmessaoudiaziz
@eizmannch
@nassaraf

Top Tweeters in G10:
@wirtschaftde
@lars9596
@hackenstad
@sabine_m_b
@futureworldxxl
@connybub
@tbgstephen
@info2099
@66norweger66
@55uli