#WEF, Twitter, 5/6/2019 2:27:53 PM, 195789


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#WEF_2019-05-06_06-17-07.xlsx
#WEF_2019-05-06_06-17-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 06, 2019
Short Description:
#WEF via NodeXL http://bit.ly/2GXLlRu
@wef_es
@mediawireu
@davos
@wef
@innovationatoz
@santchiweb
@mjhogasundram
@theaseanpost
@oxfam
@jimharris

Top hashtags:
#wef
#ai
#sustainablefashion
#biz
#artificialintelligence
#blockchain
#facebook
#fashionrevolution
#davos

Description:
Description
The graph represents a network of 1,404 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 Monday, 06 May 2019 at 13:17 UTC.

The requested start date was Monday, 06 May 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, 22-hour, 52-minute period from Monday, 22 April 2019 at 00:08 UTC to Sunday, 05 May 2019 at 23:00 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 : 1404
Unique Edges : 1425
Edges With Duplicates : 1505
Total Edges : 2930
Number of Edge Types : 3
Tweet : 598
Mentions : 2303
Replies to : 29
Self-Loops : 598
Reciprocated Vertex Pair Ratio : 0.0134615384615385
Reciprocated Edge Ratio : 0.0265654648956357
Connected Components : 187
Single-Vertex Connected Components : 98
Maximum Vertices in a Connected Component : 902
Maximum Edges in a Connected Component : 2011
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.56879
Graph Density : 0.000802614665765058
Modularity : 0.489552
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[73] https://es.weforum.org/agenda/2018/10/10-gestos-para-salvar-el-planeta
[71] https://es.weforum.org/agenda/2019/04/esta-nueva-forma-de-moneda-podria-transformar-la-manera-en-que-vemos-el-dinero/
[69] https://es.weforum.org/agenda/2019/03/tu-cerebro-necesita-silencio/
[64] https://es.weforum.org/agenda/2019/04/si-eres-muy-creativo-estas-viendo-el-mundo-literalmente-de-forma-diferente-a-los-demas/
[63] https://es.weforum.org/agenda/2019/04/la-economia-mundial-un-momento-delicado/
[47] https://es.weforum.org/agenda/2019/04/estos-paises-son-los-que-brindan-mas-ayuda-y-los-que-mas-se-basan-en-principios/
[43] https://es.weforum.org/agenda/2018/11/ansiedad-cuatro-expertos-desmontan-los-mitos-de-la-enfermedad-mental-mas-discutida-del-siglo-xxi
[41] https://es.weforum.org/agenda/2019/04/a-que-pais-sale-mas-caro-exportar-productos-3be42efe6e/
[38] https://wef.ch/2lSlznl
[34] https://es.weforum.org/agenda/2019/04/la-lucha-contra-la-corrupcion-en-el-estado/

Top URLs in Tweet in G1:
[67] https://es.weforum.org/agenda/2018/10/10-gestos-para-salvar-el-planeta
[63] https://es.weforum.org/agenda/2019/04/esta-nueva-forma-de-moneda-podria-transformar-la-manera-en-que-vemos-el-dinero/
[62] https://es.weforum.org/agenda/2019/03/tu-cerebro-necesita-silencio/
[60] https://es.weforum.org/agenda/2019/04/si-eres-muy-creativo-estas-viendo-el-mundo-literalmente-de-forma-diferente-a-los-demas/
[56] https://es.weforum.org/agenda/2019/04/la-economia-mundial-un-momento-delicado/
[43] https://es.weforum.org/agenda/2018/11/ansiedad-cuatro-expertos-desmontan-los-mitos-de-la-enfermedad-mental-mas-discutida-del-siglo-xxi
[38] https://es.weforum.org/agenda/2019/04/estos-paises-son-los-que-brindan-mas-ayuda-y-los-que-mas-se-basan-en-principios/
[38] https://es.weforum.org/agenda/2019/04/a-que-pais-sale-mas-caro-exportar-productos-3be42efe6e/
[35] https://wef.ch/2lSlznl
[30] https://es.weforum.org/agenda/2019/04/la-lucha-contra-la-corrupcion-en-el-estado/

Top URLs in Tweet in G2:
[4] https://www.youtube.com/watch?v=dKYhc7GnODg&feature=youtu.be

[2] https://www.scmp.com/news/china/diplomacy/article/3007655/president-xi-jinping-addresses-belt-and-road-forum?utm_medium=email&utm_source=mailchimp&utm_campaign=enlz-scmp_china&utm_content=20190426&MCUID=79e15d4c4f&MCCampaignID=af02499a33&MCAccountID=3775521f5f542047246d9c827&tc=3
[2] https://www.thenational.ae/uae/wef-launches-dubai-centre-for-the-fourth-industrial-revolution-1.854715
[2] https://www.weforum.org/agenda/2017/08/ai-and-human-stupidity
[1] https://twitter.com/i/web/status/1120325477028302848
[1] https://twitter.com/i/web/status/1120442572961456129
[1] https://twitter.com/i/web/status/1120488729473441793
[1] https://twitter.com/i/web/status/1120625653055934464
[1] https://twitter.com/i/web/status/1120684684592152576
[1] https://twitter.com/i/web/status/1120713604041453569

Top URLs in Tweet in G3:
[3] http://www.kantei.go.jp/foreign/96_abe/statement/201401/22speech_e.html
[3] http://reports.weforum.org/future-of-jobs-2016/shareable-infographics/
[2] http://www.weforum.org/agenda/2016/01/top-quotes-on-the-global-economy-from-davos?utm_content=buffer4028d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.weforum.org/agenda/2019/04/whatsapp
[2] http://share.postbeyond.com/n8vzd
[2] http://share.postbeyond.com/jr347
[2] https://dy.si/1HMJJ
[2] https://theaseanpost.com/article/it-too-late-lao
[1] https://www.weforum.org/agenda/2019/04/data-oil-digital-world-asset-tech-giants-buy-it
[1] https://www.weforum.org/agenda/2019/04/data-oil-digital-world-asset-tech-giants-buy-it/

Top URLs in Tweet in G4:
[1] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[1] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[1] https://www.weforum.org/agenda/2019/04/the-future-of-manufacturing-smart-secure-and-stable/
[1] https://www.weforum.org/agenda/2019/05/tech-used-for-good-civil-society/
[1] https://www.youtube.com/watch?v=MUa34097Xrk

[1] https://www.youtube.com/watch?v=H9tEvfIsDyo&list=RDH9tEvfIsDyo&start_radio=1

[1] https://twitter.com/i/web/status/1119367640676306945
[1] https://twitter.com/i/web/status/1121169985869471745
[1] https://ca.linkedin.com/in/michael-wiebe
[1] https://www.youtube.com/watch?v=wXsZbkt0yqo


Top URLs in Tweet in G5:
[1] https://forms.gle/yKUWq4GLtxWbFjF67
[1] https://twitter.com/i/web/status/1121406474788335616
[1] https://twitter.com/i/web/status/1121612288341893120
[1] https://twitter.com/i/web/status/1120336507661766658
[1] https://twitter.com/waseda_WEF/status/1117414651468206080

Top URLs in Tweet in G7:
[12] https://www.facebook.com/events/cowrks/bangalore-fashion-revolution-day/377851366134670/
[7] http://paper.li/shalm76/1338566469
[1] http://bangaloreshapers.org/fellowship/fellowshipfaq/
[1] https://twitter.com/i/web/status/1120142618334093312
[1] https://twitter.com/i/web/status/1120389366835286016
[1] https://twitter.com/i/web/status/1120389908550627328
[1] https://twitter.com/i/web/status/1120391069819113472
[1] https://twitter.com/i/web/status/1120391856255324160
[1] https://twitter.com/i/web/status/1120392143690981386
[1] https://twitter.com/i/web/status/1120395413297741825

Top URLs in Tweet in G8:
[1] https://www.wef.org.in/wef-latin-america-registrations-2019/
[1] https://twitter.com/i/web/status/1121367926102200322
[1] https://www.wef.org.in/wef-west-midlands-registrations-2019/
[1] https://www.facebook.com/pat.duckworth2/posts/2125605607494788
[1] https://twitter.com/i/web/status/1121322304305131521

Top URLs in Tweet in G9:
[17] https://www.business-standard.com/article/politics/modi-govt-3rd-most-trusted-in-the-world-switzerland-indonesia-top-list-117112000087_1.html
[1] https://paper.li/Competia/1326997107?edition_id=02f3fd00-6534-11e9-89aa-0cc47a0d1609

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1120275640312324097
[1] https://twitter.com/i/web/status/1125104354804027394
[1] https://twitter.com/i/web/status/1120819737880092673
[1] https://twitter.com/i/web/status/1121523542007349263
[1] https://twitter.com/i/web/status/1120734819653124096

Top Domains
Top Domains in Tweet in Entire Graph:
[1568] weforum.org
[162] twitter.com
[40] paper.li
[40] wef.ch
[17] business-standard.com
[16] facebook.com
[13] youtube.com
[10] imf.org
[10] 5starinnovation.com
[8] lnkd.in

Top Domains in Tweet in G1:
[1268] weforum.org
[36] wef.ch
[11] twitter.com

Top Domains in Tweet in G2:
[36] twitter.com
[18] weforum.org
[7] youtube.com
[6] lnkd.in
[2] paper.li
[2] scmp.com
[2] thenational.ae
[2] taiwanheute.tw
[1] feedburner.com
[1] postbeyond.com

Top Domains in Tweet in G3:
[14] twitter.com
[11] weforum.org
[7] postbeyond.com
[6] dy.si
[3] go.jp
[2] theaseanpost.com
[1] lnkd.in
[1] khmertimeskh.com
[1] infoblaze.com
[1] visualcapitalist.com

Top Domains in Tweet in G4:
[3] youtube.com
[2] weforum.org
[2] twitter.com
[1] imf.org
[1] 5starinnovation.com
[1] linkedin.com

Top Domains in Tweet in G5:
[4] twitter.com
[1] forms.gle

Top Domains in Tweet in G7:
[16] twitter.com
[12] facebook.com
[7] paper.li
[1] bangaloreshapers.org

Top Domains in Tweet in G8:
[2] org.in
[2] twitter.com
[1] facebook.com

Top Domains in Tweet in G9:
[17] business-standard.com
[1] paper.li

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1989] wef
[74] ai
[35] sustainablefashion
[35] biz
[31] artificialintelligence
[30] blockchain
[28] facebook
[25] fashionrevolution
[24] davos
[23] globalshapers



Top Hashtags in Tweet in G1:
[1267] wef

Top Hashtags in Tweet in G2:
[96] wef
[6] technology
[6] climatechange
[6] innovation
[5] sustainability
[5] davos
[5] worldeconomicforum
[4] china
[4] wto
[4] 3dprinting

Top Hashtags in Tweet in G3:
[54] wef
[15] blockchain
[11] weforum
[6] davos
[6] technology
[6] digitaltransformation
[6] ygl19
[6] citiambassador
[5] cloud
[5] business

Top Hashtags in Tweet in G4:
[59] wef
[45] ai
[30] artificialintelligence
[28] facebook
[19] vanpoli
[19] yvr
[19] dtes
[16] twitter
[16] harvard
[13] cannabis

Top Hashtags in Tweet in G5:
[26] wef
[17] ワセフェス
[4] ももキュン
[4] ノイエ
[3] ワセフェス
[3] 早稲田
[2] wef2019
[2] 春から早稲田
[1] 春から早稲田

Top Hashtags in Tweet in G6:
[1] sucansummit
[1] wef
[1] poverty
[1] inequality
[1] sustainability
[1] innovation

Top Hashtags in Tweet in G7:
[35] wef
[27] sustainablefashion
[25] fashionrevolution
[22] globalshapers
[22] bangalore
[10] shapingfashion
[7] international
[7] dream
[7] job
[7] vacancy

Top Hashtags in Tweet in G8:
[12] wef
[7] wef2019
[6] annualwef2019
[2] missionmillion2022
[2] ebc
[2] speak
[1] weflatinamerica
[1] weflatam
[1] wefwestmidlands
[1] aall

Top Hashtags in Tweet in G9:
[2] wef
[1] davos

Top Hashtags in Tweet in G10:
[3] wef
[2] wetreatthewaterright
[1] canneslions
[1] timesup
[1] milliondollarbaby
[1] career
[1] water
[1] wastewater
[1] inspiration
[1] lead

Top Words
Top Words in Tweet in Entire Graph:
[440] Words in Sentiment List#1: Positive
[245] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[37479] Non-categorized Words
[38164] Total Words
[1916] #wef
[1221] wef_es
[365] s
[250] ã
[227] forma

Top Words in Tweet in G1:
[1226] #wef
[1171] wef_es
[289] s
[205] forma
[181] mundo
[180] mã
[126] tu
[117] más
[116] n
[110] 10

Top Words in Tweet in G2:
[95] #wef
[75] ã
[34] ð
[14] global
[14] world
[12] ñ
[11] forum
[11] â
[9] more
[9] ðÿ

Top Words in Tweet in G3:
[66] wef
[54] #wef
[17] future
[16] world
[16] forum
[15] asset
[15] economic
[14] herald
[14] age
[14] colossal

Top Words in Tweet in G4:
[45] #ai
[30] #wef
[30] #artificialintelligence
[29] #wefðÿ
[28] hd
[24] jfatkey
[23] homelessdave0
[23] #artificialintelligen
[19] #vanpoli
[19] #yvr

Top Words in Tweet in G5:
[157] ã
[30] ãƒ
[26] #wef
[18] æ
[17] #ワセフェス
[16] å
[14] ç
[13] ä
[12] tapiokai_waseda
[12] tapio

Top Words in Tweet in G6:
[30] world
[29] staggering
[29] statistic
[29] 8
[29] wealthiest
[29] men
[29] same
[29] wealth
[29] poorest
[29] 3

Top Words in Tweet in G7:
[35] #wef
[33] globalshaperblr
[27] #sustainablefashion
[25] #fashionrevolution
[24] step
[22] #globalshapers
[22] #bangalore
[20] globalshapers
[19] shapers
[19] bangalore

Top Words in Tweet in G8:
[33] womenecoforum
[25] women
[23] 2019
[18] 25th
[18] edition
[17] join
[17] sisters
[17] wef
[17] build
[16] special

Top Words in Tweet in G9:
[18] 3rd
[18] trusted
[18] world
[17] satyakumar_y
[17] modi
[17] govt
[17] switzerland
[17] indonesia
[17] top
[17] list

Top Words in Tweet in G10:
[11] women
[6] meltheengineer
[6] good
[6] morning
[6] sunshine
[6] m
[6] excited
[6] bring
[6] ep
[6] 4of

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[203] mã,s
[123] ã,ã
[88] tu,cerebro
[80] wef_es,10
[73] cambiar,forma
[73] forma,nos
[73] nos,movemos
[73] movemos,#wef
[73] cã,mo
[72] wef_es,tu

Top Word Pairs in Tweet in G1:
[180] mã,s
[78] tu,cerebro
[77] wef_es,10
[69] wef_es,tu
[67] cambiar,forma
[67] forma,nos
[67] nos,movemos
[67] movemos,#wef
[63] nueva,forma
[63] forma,moneda

Top Word Pairs in Tweet in G2:
[46] ã,ã
[19] ð,ð
[7] world,economic
[7] ð,ñ
[6] economic,forum
[6] global,risks
[5] #wef,#worldeconomicforum
[5] ã,ÿã
[5] ðÿ,ðÿ
[5] industrial,revolution

Top Word Pairs in Tweet in G3:
[15] world,economic
[15] economic,forum
[14] herald,age
[14] age,colossal
[14] colossal,asset
[14] asset,tokenization
[14] tokenization,transfer
[14] wef,#wef
[11] #wef,wef
[10] transfer,'

Top Word Pairs in Tweet in G4:
[29] #wefðÿ,#artificialintelligence
[23] #wef,#artificialintelligen
[19] #vanpoli,#yvr
[19] #yvr,#dtes
[17] #artificialintelligence,#vanpoli
[16] finkd,rise
[16] rise,#ai
[16] #ai,#twitter
[16] #twitter,fall
[16] fall,#facebook∞hdâš

Top Word Pairs in Tweet in G5:
[77] ã,ã
[24] ã,ãƒ
[23] ãƒ,ã
[11] ä,ã
[10] waseda,entertainment
[10] entertainment,festival
[10] festival,2019
[10] #wef,#ワセフェス
[9] ワセフェスでのタピオカ無料提供,大好評でした
[9] 大好評でした,来てくれた人ありがとうございます

Top Word Pairs in Tweet in G6:
[29] staggering,statistic
[29] statistic,8
[29] 8,wealthiest
[29] wealthiest,men
[29] men,world
[29] world,same
[29] same,wealth
[29] wealth,poorest
[29] poorest,3
[29] 3,5

Top Word Pairs in Tweet in G7:
[23] #sustainablefashion,#fashionrevolution
[20] #wef,#globalshapers
[19] #fashionrevolution,#wef
[19] #globalshapers,#bangalore
[14] globalshaperblr,step
[13] join,bangalore
[13] bangalore,shapers
[13] fashion,revolution
[12] shapers,fashion
[12] revolution,week

Top Word Pairs in Tweet in G8:
[18] 25th,edition
[17] join,sisters
[17] sisters,wef
[16] special,address
[16] edition,celebrations
[16] stands,up
[14] womenecoforum,join
[11] womenecoforum,special
[11] build,global
[8] celebrations,annual

Top Word Pairs in Tweet in G9:
[17] modi,govt
[17] govt,3rd
[17] 3rd,trusted
[17] trusted,world
[17] world,switzerland
[17] switzerland,indonesia
[17] indonesia,top
[17] top,list
[17] list,take
[17] take,word

Top Word Pairs in Tweet in G10:
[6] good,morning
[6] morning,sunshine
[6] sunshine,m
[6] m,excited
[6] excited,bring
[6] bring,ep
[6] ep,4of
[6] 4of,empowering
[6] empowering,women
[6] women,podcast

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@wef_es
@wef
@noikeanolife
@globalshaperblr
@womenecoforum
@jimharris
@jfatkey
@homelessdave0
@globalshapers
@davos

Top Mentioned in G1:
@wef_es
@pactomundialmex
@jose_i_guarino
@ana_m_alvarez

Top Mentioned in G2:
@drrimmer
@aecnewstoday

Top Mentioned in G3:
@wef
@agnesbudzyn
@ethereumjoseph
@pzilgalvis
@robinbmac
@davos
@whatsapp
@consensys
@upwork
@skasriel

Top Mentioned in G4:
@jfatkey
@homelessdave0
@jack
@janetholder_iam
@finkd
@bcnpha
@straightnews
@abolitionfossil
@chfbc
@obamaclintony12

Top Mentioned in G5:
@tapiokai_waseda
@waseda_wef
@246wasedasss
@yuunyan800
@luigi__waseda
@wasedasick3ears
@omosirotairiku

Top Mentioned in G6:
@jimharris
@oxfam

Top Mentioned in G7:
@globalshaperblr
@globalshapers
@fash_rev
@raashi92
@sole24
@pubaffairs
@f
@24america
@24domenica
@gscambridge

Top Mentioned in G8:
@womenecoforum
@fwalive
@million_india
@harbeenarora
@minu_bakshi
@mayamorsy
@drkusumansal
@vinayrai

Top Mentioned in G9:
@satyakumar_y
@syedap
@kevintvine

Top Mentioned in G10:
@meltheengineer
@execcareercoach
@holton_josh
@ft
@edgecliffe
@davos
@cannes_lions
@sewer_chic

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@sectest9
@loupo85
@alhanda
@marcocostavalue
@nosqldigest
@ratingsnetwork
@chidambara09
@ongakueiji
@fintechna

Top Tweeters in G1:
@loupo85
@marcocostavalue
@gemorace
@myleneymylene
@emacarnaca
@tuprimonv
@mdonosomuller
@leoherasme
@byleivamiguel
@ivanturmero

Top Tweeters in G2:
@ratingsnetwork
@drrimmer
@borsagundem
@cybersilverwolf
@joraguer
@portlandlink
@projectconsult_
@aecnewstoday
@arjenvanberkum
@luisorlandodia1

Top Tweeters in G3:
@chidambara09
@andrewmorrisuk
@cloud_stream
@wef
@dolapoaina
@engineer_gone
@upwork
@oxfam
@twitsandbox1
@davos

Top Tweeters in G4:
@sectest9
@nosqldigest
@fintechna
@calcaware
@santchiweb
@toronto_bot
@lesliboldt
@mikephager
@homelessdave0
@jack

Top Tweeters in G5:
@ongakueiji
@gv3agjaqntcnkkw
@rigendoh
@nekopon2222
@yuunyan800
@daiki_daiku
@rei_momo_kyun
@whistlecafe
@_unisq
@shamisen0419

Top Tweeters in G6:
@shufflepaw
@gaius_publius
@obinson
@vincenthearne
@rhammer
@jlz0z
@cathyincanada
@jimharris
@malcom2x
@complexwales

Top Tweeters in G7:
@enricoverga
@24america
@ra
@wiweck
@fash_rev
@kayi_fundafunda
@globalshapers
@hm
@f
@pubaffairs

Top Tweeters in G8:
@aldo_zaffalon
@fatumasvoice
@estherpassaris
@wanjaah
@laura_ch
@callixsharon
@authoramish
@patduckworth
@vinayrai
@fwalive

Top Tweeters in G9:
@competia
@kevintvine
@srinu48766482
@syedap
@kavitinagamani
@raghuva86937027
@rukminivankada1
@padma26684101
@surya86525230
@satyakumar_y

Top Tweeters in G10:
@ft
@nembotavy_0101
@execcareercoach
@jamesszatkowski
@cannes_lions
@edgecliffe
@charlikmatthews
@cieana_detloff
@meltheengineer
@sewer_chic


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