#WEF, Twitter, 12/1/2019 8:42:34 AM, 217736


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#WEF_2019-11-30_23-42-27.xlsx
#WEF_2019-11-30_23-42-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 01, 2019
Short Description:
#WEF via NodeXL http://bit.ly/34CvOBl
@wef
@wochenzeitung
@taqialzeera
@chidambara09
@cybersec_feeds
@die_kehrseite
@mx_poco_loco
@mayla_be
@michelstef
@hans_denkt

Top hashtags:
#wef
#davos
#alimentos
#adn
#salud
#microbiome
#ai
#stormwater
#digital
#economy

Description:
Description
The graph represents a network of 772 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, 01 December 2019 at 07:42 UTC.

The requested start date was Sunday, 01 December 2019 at 01:01 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, 10-hour, 36-minute period from Sunday, 17 November 2019 at 02:28 UTC to Saturday, 30 November 2019 at 13:04 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 : 772
Unique Edges : 977
Edges With Duplicates : 499
Total Edges : 1476
Number of Edge Types : 3
Mentions : 1202
Tweet : 248
Replies to : 26
Self-Loops : 248
Reciprocated Vertex Pair Ratio : 0.0335781741867786
Reciprocated Edge Ratio : 0.0649746192893401
Connected Components : 176
Single-Vertex Connected Components : 75
Maximum Vertices in a Connected Component : 197
Maximum Edges in a Connected Component : 395
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.52712
Graph Density : 0.00165487254961258
Modularity : 0.656966
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 772 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, 01 December 2019 at 07:42 UTC.

The requested start date was Sunday, 01 December 2019 at 01:01 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, 10-hour, 36-minute period from Sunday, 17 November 2019 at 02:28 UTC to Saturday, 30 November 2019 at 13:04 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:
[14] http://Gate.io
[11] http://blog.softwareinsider.org/2017/01/02/mondays-musings-dynamic-leadership-responsive-responsible-approach-davos17-wef/
[10] http://paper.li/shalm76/1338566469
[9] http://www.wef.org.in
[6] https://www.weforum.org/agenda/2019/11/advantages-of-artificial-intelligence/
[6] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[6] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[5] https://es.weforum.org/agenda/2019/11/la-alta-huella-ambiental-de-ver-videos-en-plataformas-como-netflix
[5] https://www.weforum.org/agenda/2019/11/why-public-private-partnerships-are-critical-for-global-cybersecurity/
[4] https://www.woz.ch/1946/in-eigener-sache/wef-verweigert-woz-den-zutritt

Top URLs in Tweet in G1:
[6] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[6] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[2] https://www.weforum.org/agenda/2019/08/singapore-focus-innovation-key-securing-water-future
[2] https://twitter.com/nishatriaz/status/1197845257905463296
[1] https://www.weforum.org/agenda/2019/02/schools-must-look-to-the-future-when-connecting-students-to-the-internet/
[1] https://siamrath.co.th/n/115727
[1] https://www.ryt9.com/s/iq03/3068572
[1] https://www.linkedin.com/pulse/new-mandate-business-leaders-gaylin-jee/
[1] https://twitter.com/enricomolinari/status/1196200592374255616
[1] https://www.weforum.org/agenda/2019/11/income-tax-around-the-world/

Top URLs in Tweet in G2:
[4] https://www.woz.ch/1946/in-eigener-sache/wef-verweigert-woz-den-zutritt
[3] https://www.woz.ch/1947/das-wef-und-die-medien/schwabs-erdrueckende-umarmung
[1] https://twitter.com/i/web/status/1200421753236926464
[1] https://sozialismus.ch/ad2020/
[1] https://twitter.com/oliver_classen/status/1196460958140583942
[1] https://twitter.com/wef/status/1189961497113436161
[1] https://paper.li/bglaettli/gruene?edition_id=0326f8d0-0954-11ea-9c15-0cc47a0d164b

Top URLs in Tweet in G3:
[3] https://www.weforum.org/agenda/2019/11/passwords-cybersecurity-passwordless/
[3] https://www.weforum.org/agenda/2019/11/economy-circular-recycling/
[3] http://pbynd.co/cmrfd
[2] https://www.weforum.org/agenda/2019/11/why-the-world-needs-systems-leadership-not-selfish-leadership/
[2] https://www.linkedin.com/slink?code=eShempp
[1] https://twitter.com/i/web/status/1200331621309779968
[1] https://paper.li/EIZMANN/1305890553?edition_id=9e7cada0-120c-11ea-97ff-0cc47a0d1609
[1] https://twitter.com/i/web/status/1200118830800003072
[1] https://www.weforum.org/agenda/2019/10/future-predictions-what-if-get-things-right/
[1] https://www.weforum.org/agenda/2019/01/these-countries-are-pioneering-hydrogen-power-d941536b-4206-4fa1-8932-8596d7b856bd/

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1200671961652834305

Top URLs in Tweet in G5:
[5] https://es.weforum.org/agenda/2019/11/la-alta-huella-ambiental-de-ver-videos-en-plataformas-como-netflix
[2] https://es.weforum.org/agenda/2019/08/las-principales-historias-de-economia-destacadas-de-la-semana-ac68938831

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1199526636401463298
[1] https://twitter.com/i/web/status/1200622501635559425
[1] https://twitter.com/i/web/status/1199876098105856000
[1] https://twitter.com/i/web/status/1194399621587468288
[1] https://www.youtube.com/watch?v=KIiUqfxFttM


Top URLs in Tweet in G8:
[9] http://www.wef.org.in
[1] https://www.facebook.com/wefegypt2020/photos/a.158024545595897/158024458929239/?type=3&theater
[1] https://twitter.com/i/web/status/1199929889937211394
[1] https://twitter.com/i/web/status/1200663900191985664
[1] https://twitter.com/i/web/status/1200375110533701632
[1] https://twitter.com/i/web/status/1198824585094819845
[1] https://twitter.com/i/web/status/1199899913057792001
[1] https://twitter.com/i/web/status/1199900767592693760
[1] https://twitter.com/i/web/status/1200642343348527104
[1] https://twitter.com/i/web/status/1200455268158656512

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1200098212717219852
[1] https://twitter.com/i/web/status/1199572144444850176
[1] https://twitter.com/i/web/status/1199574280238972928

Top Domains
Top Domains in Tweet in Entire Graph:
[139] twitter.com
[44] weforum.org
[17] paper.li
[14] gate.io
[11] softwareinsider.org
[10] linkedin.com
[9] org.in
[7] woz.ch
[7] pbynd.co
[6] imf.org

Top Domains in Tweet in G1:
[50] twitter.com
[7] weforum.org
[6] imf.org
[6] 5starinnovation.com
[3] linkedin.com
[2] mexicobusiness.news
[2] instagram.com
[2] tass.com
[1] co.th
[1] ryt9.com

Top Domains in Tweet in G2:
[7] woz.ch
[3] twitter.com
[1] sozialismus.ch
[1] paper.li

Top Domains in Tweet in G3:
[15] weforum.org
[8] twitter.com
[7] pbynd.co
[6] paper.li
[2] linkedin.com
[1] execujet.com
[1] theguardian.com
[1] asiablockchainreview.com
[1] medium.com
[1] swisscybersecuritydays.ch

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

Top Domains in Tweet in G5:
[7] weforum.org

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

Top Domains in Tweet in G8:
[9] org.in
[8] twitter.com
[2] linkedin.com
[1] facebook.com
[1] com.mx

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[600] wef
[44] davos
[32] alimentos
[32] adn
[32] salud
[31] microbiome
[30] ai
[26] stormwater
[14] digital
[14] economy



Top Hashtags in Tweet in G1:
[77] wef
[31] microbiome
[6] imf
[5] davos
[5] techpioneers18
[4] worldeconomicforum
[4] фз216
[4] двфо
[4] крдв
[4] фрдв

Top Hashtags in Tweet in G2:
[86] wef
[6] zürich
[4] nobillag
[2] anderesdavos
[2] woz
[2] strikewef
[1] klimastreik
[1] servicepublic
[1] fail
[1] sef

Top Hashtags in Tweet in G3:
[44] wef
[7] ai
[5] azizelmessaoudi
[5] cybersecurity
[4] sustainability
[4] circulareconomy
[4] business
[4] weforum
[3] health
[3] sdgs

Top Hashtags in Tweet in G4:
[40] wef

Top Hashtags in Tweet in G5:
[39] wef
[32] alimentos
[32] adn
[32] salud
[5] huellaambiental
[5] videos
[5] netflix

Top Hashtags in Tweet in G6:
[11] wef
[9] vanpoli
[9] yvr
[3] trumpism
[2] wto
[1] impeachment
[1] greatestcrashofalltime

Top Hashtags in Tweet in G7:
[3] wef
[3] imf

Top Hashtags in Tweet in G8:
[22] wef
[10] wefgurugram
[10] bioayurveda
[10] wicci
[9] all
[7] incredibleindia
[4] dreamsinaction
[4] missionmillion2022
[3] wefslovenia
[3] missionmillion

Top Hashtags in Tweet in G9:
[26] stormwater
[14] nywea
[14] wef
[12] nyfloods
[10] greeninfrastructure
[9] watersworthit
[4] lessonslearned
[2] savetherain
[2] ms4
[2] nysdec

Top Hashtags in Tweet in G10:
[23] wef
[3] newdealfornature
[3] voicefortheplanet
[3] monbiot
[1] greenpeace
[1] nature

Top Words
Top Words in Tweet in Entire Graph:
[527] Words in Sentiment List#1: Positive
[238] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[18686] Non-categorized Words
[19451] Total Words
[600] #wef
[221] ల
[161] wef
[121] న
[106] world

Top Words in Tweet in G1:
[76] #wef
[31] #microbiome
[29] world
[19] forum
[17] advancing
[17] science
[17] making
[17] useful
[16] economic
[16] human

Top Words in Tweet in G2:
[86] #wef
[80] die
[69] wochenzeitung
[38] woz
[27] wef
[21] trotzdem
[20] ausschluss
[20] sorgte
[20] empörung
[20] blieben

Top Words in Tweet in G3:
[45] #wef
[44] wef
[16] world
[10] forum
[9] economic
[7] #ai
[7] more
[7] 2020
[6] stories
[6] executive

Top Words in Tweet in G4:
[200] ల
[110] న
[80] గ
[80] ర
[70] యక
[70] క
[70] ప
[60] ష
[60] త
[60] స

Top Words in Tweet in G5:
[39] #wef
[36] wef_es
[32] pulsera
[32] indica
[32] #alimentos
[32] comprar
[32] tiendas
[32] #adn
[32] #salud
[5] alta

Top Words in Tweet in G6:
[35] homelessdave0
[28] kennedystewart
[19] bernardo1130
[19] sadhuajohnston
[19] christineeboyle
[19] adrianecarr
[19] melissadegenova
[13] hd
[11] #wef
[9] theprovince

Top Words in Tweet in G7:
[50] 2030
[25] world's
[25] largest
[25] economies
[25] أكبر
[25] اقتصادات
[25] العالم
[25] المتوقعة
[25] مع
[25] حلول

Top Words in Tweet in G8:
[64] wef
[60] join
[59] gurugram
[54] womenecoforum
[54] india
[53] meet
[47] delhi
[46] 2019
[30] place
[29] taking

Top Words in Tweet in G9:
[26] #stormwater
[24] nywaterenviro
[14] #nywea
[14] #wef
[12] nyseagrant
[12] #nyfloods
[10] #greeninfrastructure
[10] stormwater
[9] thomann
[9] site

Top Words in Tweet in G10:
[23] #wef
[22] elleprovocateur
[18] 2019
[11] notes
[11] juncture
[11] partnered
[11] june
[11] 13
[11] gore
[11] serves

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[77] న,యక
[77] ల,క
[66] economic,forum
[52] join,meet
[51] wef,gurugram
[51] world,economic
[45] రప,చ
[45] చ,ల
[45] ల,top
[45] top,20

Top Word Pairs in Tweet in G1:
[17] advancing,science
[17] science,#microbiome
[17] #microbiome,making
[17] making,useful
[16] world,economic
[16] economic,forum
[16] useful,largest
[15] largest,human
[14] human,#microbiome
[13] #microbiome,dataset

Top Word Pairs in Tweet in G2:
[36] wochenzeitung,#wef
[22] woz,#wef
[20] ausschluss,woz
[20] #wef,sorgte
[20] sorgte,empörung
[20] empörung,trotzdem
[20] trotzdem,blieben
[20] blieben,fast
[20] fast,alle
[20] alle,grossen

Top Word Pairs in Tweet in G3:
[9] world,economic
[9] economic,forum
[8] wef,#wef
[7] #wef,wef
[5] global,pact
[5] pact,eizmann
[5] stories,elmessaoudiaziz
[5] elmessaoudiaziz,#azizelmessaoudi
[4] eizmann,stories
[4] week,geneva

Top Word Pairs in Tweet in G4:
[70] న,యక
[70] ల,క
[40] ప,రప
[40] రప,చ
[40] చ,ల
[40] ల,top
[40] top,20
[40] 20,న
[40] యక,లల
[40] లల,ఒకర

Top Word Pairs in Tweet in G5:
[32] pulsera,indica
[32] indica,#alimentos
[32] #alimentos,comprar
[32] comprar,tiendas
[32] tiendas,#adn
[32] #adn,#salud
[32] #salud,#wef
[31] wef_es,pulsera
[5] alta,#huellaambiental
[5] #huellaambiental,ver

Top Word Pairs in Tweet in G6:
[19] bernardo1130,kennedystewart
[19] kennedystewart,sadhuajohnston
[19] sadhuajohnston,christineeboyle
[19] christineeboyle,adrianecarr
[19] adrianecarr,melissadegenova
[18] homelessdave0,bernardo1130
[9] theprovince,#vanpoli
[9] #vanpoli,#wef
[9] #wef,#yvr
[9] #yvr,ultimate

Top Word Pairs in Tweet in G7:
[25] world's,largest
[25] largest,economies
[25] economies,2030
[25] 2030,أكبر
[25] أكبر,اقتصادات
[25] اقتصادات,العالم
[25] العالم,المتوقعة
[25] المتوقعة,مع
[25] مع,حلول
[25] حلول,عام

Top Word Pairs in Tweet in G8:
[52] join,meet
[51] wef,gurugram
[44] womenecoforum,join
[44] gurugram,2019
[42] 2019,delhi
[37] delhi,india
[29] india,taking
[22] taking,place
[22] place,20
[20] 20,22

Top Word Pairs in Tweet in G9:
[13] #nywea,#wef
[12] #wef,#nyfloods
[9] #nyfloods,#watersworthit
[9] #watersworthit,#stormwater
[7] jayme,thomann
[7] thomann,gflrpc
[7] gflrpc,mary
[7] mary,austerman
[7] austerman,nyseagrant
[7] nyseagrant,outline

Top Word Pairs in Tweet in G10:
[11] notes,juncture
[11] juncture,#wef
[11] #wef,partnered
[11] partnered,june
[11] june,13
[11] 13,2019
[11] 2019,gore
[11] gore,serves
[11] serves,member
[11] member,world

Top Replied-To
Top Replied-To in Entire Graph:
@wef
@wochenzeitung
@cedricwermuth
@theprovince
@obamaclintony12
@qolume
@homelessdave0
@bernardo1130
@institutegc
@britishlibrary

Top Replied-To in G2:
@wochenzeitung
@cedricwermuth
@ywegelin
@jgruene_jvertes

Top Replied-To in G3:
@wef
@storyyaoyorozu
@claire_harris82

Top Replied-To in G6:
@bernardo1130
@theprovince
@homelessdave0
@obamaclintony12

Top Replied-To in G7:
@alaa_alzaher

Top Mentioned
Top Mentioned in Entire Graph:
@wochenzeitung
@wef
@womenecoforum
@wef_es
@homelessdave0
@rekha_9999
@kennedystewart
@nywaterenviro
@elleprovocateur
@taqialzeera

Top Mentioned in G1:
@aleksandrivash
@samerasfour
@ferbeltranmx

Top Mentioned in G2:
@wochenzeitung
@cedricwermuth
@hansi_voigt
@wef
@sozialismus_ch
@jgruene_jvertes
@srf
@muusaebaer
@ywegelin
@medienwoche

Top Mentioned in G3:
@wef
@elmessaoudiaziz
@gp_pulipaka
@mikequindazzi
@ronald_vanloon
@scsdays
@dolidzevictor
@competia
@haroldsinnott
@hivenetcloud

Top Mentioned in G4:
@rekha_9999
@umachowdary99

Top Mentioned in G5:
@wef_es

Top Mentioned in G6:
@homelessdave0
@kennedystewart
@sadhuajohnston
@christineeboyle
@adrianecarr
@melissadegenova
@bernardo1130
@abolitionfossil
@lisadomin
@kq_vancity

Top Mentioned in G7:
@taqialzeera
@wef

Top Mentioned in G8:
@womenecoforum
@diptychander
@weftv1
@_susanobrien
@million_india
@brendajaetk
@harbeenarora
@marintroini
@maximizewealth
@elheraldo_mx

Top Mentioned in G9:
@nywaterenviro
@nyseagrant
@nysdec
@gflrpc
@woodardcurran
@marriottsyr
@nysefc
@syracuseefc
@onondagacounty
@savetherainus

Top Mentioned in G10:
@elleprovocateur

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@yuuji_k1
@sectest9
@bitcoinagile
@chidambara09
@mariposatuitera
@lily_victoria
@calcaware
@lelkan
@cybersec_feeds

Top Tweeters in G1:
@cas_2050001283
@bitcoinagile
@analyticaglobal
@ollissya
@maperez324
@siamrathonline
@innovationatoz
@querlvox
@btn_news
@marycarey9

Top Tweeters in G2:
@hansjaaggi
@srfnews
@kuedder
@buercher
@voegizug
@die_kehrseite
@thomas_ley
@felixschneuwly
@genialegioi
@seeniazh

Top Tweeters in G3:
@sectest9
@chidambara09
@calcaware
@cybersec_feeds
@storyyaoyorozu
@ipfconline1
@wef
@thecuriousluke
@kirkdborne
@alternative200

Top Tweeters in G4:
@aknarnetdp
@rajapss
@gummadiratna
@t_nareshntr
@saitharak9999
@anupama6795
@sumanbalayya
@kratnababu5
@anil4meonly
@vattikutilaxmi

Top Tweeters in G5:
@mariposatuitera
@byleivamiguel
@arkander
@jimeaja
@deco_df
@enerphyschem
@scitechmachine
@futurenergy_
@maravelazquez
@qualityisarul3

Top Tweeters in G6:
@theprovince
@nydnsports
@realdonaldtrump
@homelessdave0
@bernardo1130
@npavancouver
@kq_vancity
@visionvancouver
@udibc
@kennedystewart

Top Tweeters in G7:
@nasseribnhamad
@taqialzeera
@hussainalradwan
@cia_qat
@bin3idanm
@k63306330a
@mowaly4ali
@khalsharabi7782
@q8__dream
@aya1966abo

Top Tweeters in G8:
@lesguer_lionel
@elheraldo_mx
@lightifyco1
@digital_ladies
@mullenlowegroup
@brendajaetk
@marintroini
@caroabu
@vinayrai
@maria1stgo

Top Tweeters in G9:
@nysdec
@jacobsconnects
@noaa_glerl
@quaternaroy
@onondagacounty
@nyseagrant
@obrien_gere
@woodardcurran
@cce_disaster
@apwamidatlantic

Top Tweeters in G10:
@dandaman4us
@frackfree_eu
@patersjpat
@elleprovocateur
@oceanadesilva
@winteroakpress
@jonstern100
@g4rg4ntu4
@bam57581565
@_inthistogether


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