#WEF, Twitter, 5/31/2020 6:47:20 AM, 228549


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#WEF_2020-05-30_19-14-50.xlsx
#WEF_2020-05-30_19-14-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 31, 2020
Short Description:
#WEF via NodeXL https://bit.ly/2XIB9op
@wef
@imrankhanpti
@ghulamm98773769
@noikeanolife
@imthiyasnmajeed
@isadiasheikh
@websecurityit
@jaimecampos787
@insafpk
@davos

Top hashtags:
#wef
#covid19
#digitalepiphany
#techfutures
#worldeconomicforum
#imrankhan

Description:
Description
The graph represents a network of 1,266 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, 31 May 2020 at 02:15 UTC.

The requested start date was Sunday, 31 May 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, 6-hour, 55-minute period from Sunday, 17 May 2020 at 00:36 UTC to Saturday, 30 May 2020 at 07:32 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 : 1266
Unique Edges : 799
Edges With Duplicates : 2011
Total Edges : 2810
Number of Edge Types : 5
Retweet : 907
MentionsInRetweet : 1274
Mentions : 278
Tweet : 315
Replies to : 36
Self-Loops : 341
Reciprocated Vertex Pair Ratio : 0.00701754385964912
Reciprocated Edge Ratio : 0.0139372822299652
Connected Components : 256
Single-Vertex Connected Components : 136
Maximum Vertices in a Connected Component : 505
Maximum Edges in a Connected Component : 1392
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.324295
Graph Density : 0.000896040562226427
Modularity : 0.484862
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 1,266 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, 31 May 2020 at 02:15 UTC.

The requested start date was Sunday, 31 May 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, 6-hour, 55-minute period from Sunday, 17 May 2020 at 00:36 UTC to Saturday, 30 May 2020 at 07:32 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:
[20] https://nation.com.pk/20-May-2020/pm-to-address-world-economic-forum-today-via-video
[18] http://blog.softwareinsider.org/2017/01/02/mondays-musings-dynamic-leadership-responsive-responsible-approach-davos17-wef/
[13] https://www.weforum.org/agenda/2020/03/coronavirus-pandemic-cybersecurity/
[12] https://www.weforum.org/agenda/2020/05/nature-legal-personhood/
[8] https://www.weforum.org/agenda/2020/05/iceland-tourism-covid19-tests
[4] https://dragonchain.com/
[4] https://www.longhash.com/en/news/3353
[4] https://devops.com/unlocking-enterprise-blockchain-potential-with-low-code-capabilities/
[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/

Top URLs in Tweet in G1:
[12] https://www.weforum.org/agenda/2020/03/coronavirus-pandemic-cybersecurity/
[12] https://www.weforum.org/agenda/2020/05/nature-legal-personhood/
[3] https://www.computerweekly.com/news/252483503/Covid-19-will-leave-organisations-exposed-to-higher-cyber-risks
[2] https://www.weforum.org/agenda/2020/05/doughnut-model-amsterdam-coronavirus-recovery/
[2] http://forumblog.org/2014/09/invest-in-education-income-inequality/?utm_content=buffer2bc88&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://in.news.yahoo.com/covid-19-wef-says-cybersecurity-103859049.html?web_view=true&utm_content=130285783&utm_medium=social&utm_source=twitter&hss_channel=tw-3199711659
[1] https://twitter.com/i/web/status/1265795954361286657
[1] http://www3.weforum.org/docs/WEF_Challenges_and_Opportunities_Post_COVID_19.pdf
[1] https://www.orfonline.org/expert-speak/digital-epiphany-covid19-and-our-tech-futures-66372/
[1] https://twitter.com/i/web/status/1265288251109146624

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://economy.gov.az/article/i-qtisadiyyat-naziri-dunya-i-qtisadi-forumunun-regional-fealiyyet-qrupunun-iclasinda-ishtirak-edib/30947
[1] https://ai-trust.info/davos/1142/
[1] https://www.centerforhealthsecurity.org/event201/
[1] https://www.instagram.com/tv/CAQTFSsI_lL/?igshid=1l05nunr6rru4
[1] https://twitter.com/i/web/status/1262027721590349829
[1] https://www.weforum.org/agenda/2020/05/coronavirus-lockdown-children-computers-stem/
[1] https://www.zerohedge.com/markets/softbank-expected-report-record-loss-bets-wework-ride-sharing-backfire
[1] https://www.linkedin.com/slink?code=eQK-g3t

Top URLs in Tweet in G3:
[19] https://nation.com.pk/20-May-2020/pm-to-address-world-economic-forum-today-via-video
[3] https://mobile.twitter.com/MirMAKOfficial/status/1262814917952000000
[2] https://www.youtube.com/watch?v=AMgUzJ3Cgyg&feature=youtu.be

[1] https://www.youtube.com/watch?v=SuicpT5sZvI&feature=youtu.be

[1] https://twitter.com/i/web/status/1263309831764692992
[1] https://twitter.com/i/web/status/1263409715498946560
[1] https://mobile.twitter.com/aminattock/status/1261699280806596610
[1] https://twitter.com/PakPMO/status/1262704278612910080
[1] https://twitter.com/borgebrende/status/1262787803282378752
[1] https://twitter.com/i/web/status/1263155912522584064

Top URLs in Tweet in G4:
[1] https://www.mintpressnews.com/super-rich-see-wealth-rise-282-billion-three-weeks-coronavirus/267027/
[1] https://www.youtube.com/watch?v=8tSkpcGs4yU&feature=youtu.be

[1] https://twitter.com/i/web/status/1263279254504169472
[1] https://www.weforum.org/agenda/authors/marc-benioff/
[1] https://twitter.com/i/web/status/1263488577146667008
[1] https://twitter.com/i/web/status/1263513012071251969
[1] https://twitter.com/i/web/status/1263514639146639361

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1250606980621905921
[1] https://twitter.com/i/web/status/1263174852925632518
[1] https://twitter.com/i/web/status/1263610194564702215
[1] https://twitter.com/SHABAZGIL/status/1262988395581759488
[1] https://twitter.com/anasmallick/status/1262715252686413825

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1262841596283883521

Top URLs in Tweet in G7:
[1] https://twitter.com/timesofindia/status/1264124304263766016
[1] https://www.linkedin.com/posts/dc-distribuzione-srl_gender-gap-la-parita-di-genere-nelle-aziende-activity-6632944775928532992-RV3s
[1] https://twitter.com/i/web/status/1263617266345803780
[1] https://twitter.com/aylamajid/status/1263136249088544768
[1] https://www.weforum.org/agenda/2020/05/covid-19-top-stories-on-the-coronavirus-pandemic-on-19-may/

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1262820058813865985

Top URLs in Tweet in G9:
[4] https://dragonchain.com/
[4] https://devops.com/unlocking-enterprise-blockchain-potential-with-low-code-capabilities/
[4] https://www.longhash.com/en/news/3353
[3] https://www.weforum.org/communities/presidio-principles?utm_source=press-release&utm_medium=website&utm_campaign=presidio-principles
[3] https://devops.com/why-the-public-versus-private-blockchain-debate-is-the-wrong-conversation/
[3] https://eternal.dragonchain.com/transaction/2ef8f539-aa5b-471e-914b-b927bd64a7c2
[1] https://cointelegraph.com/news/enterprise-blockchains-seven-steps-to-success
[1] https://twitter.com/i/web/status/1264420252944916480
[1] https://twitter.com/i/web/status/1263832913642127365
[1] https://www2.deloitte.com/us/en/pages/about-deloitte/articles/inclusive-deployment-of-blockchain-for-supply-chains.html?id=us:2sm:3tw:4dcom_share:5awa:6dcom:about_deloitte

Top Domains
Top Domains in Tweet in Entire Graph:
[155] twitter.com
[75] weforum.org
[22] com.pk
[18] softwareinsider.org
[17] paper.li
[12] youtube.com
[11] linkedin.com
[9] dragonchain.com
[7] devops.com
[4] longhash.com

Top Domains in Tweet in G1:
[30] weforum.org
[6] twitter.com
[3] computerweekly.com
[2] forumblog.org
[1] yahoo.com
[1] orfonline.org
[1] scmagazine.com
[1] com.pk
[1] youtube.com
[1] blockchain.news

Top Domains in Tweet in G2:
[49] twitter.com
[11] weforum.org
[10] linkedin.com
[4] imf.org
[4] 5starinnovation.com
[3] gov.az
[2] zerohedge.com
[2] youtube.com
[2] paper.li
[1] ai-trust.info

Top Domains in Tweet in G3:
[19] com.pk
[15] twitter.com
[3] youtube.com
[1] facebook.com
[1] mmnews.tv

Top Domains in Tweet in G4:
[4] twitter.com
[1] mintpressnews.com
[1] youtube.com
[1] weforum.org

Top Domains in Tweet in G5:
[5] twitter.com

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

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

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

Top Domains in Tweet in G9:
[9] dragonchain.com
[7] devops.com
[4] weforum.org
[4] longhash.com
[3] twitter.com
[1] cointelegraph.com
[1] deloitte.com
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[836] wef
[227] covid19
[86] digitalepiphany
[86] techfutures
[76] worldeconomicforum
[74] imrankhan
[66] coronavirus
[55] davos
[54] pakistan
[53] historymakerpmik



Top Hashtags in Tweet in G1:
[99] covid19
[86] digitalepiphany
[86] techfutures
[70] wef
[16] coronavirus
[12] cybersecurity
[12] pandemic
[12] malware
[12] ai
[11] cio

Top Hashtags in Tweet in G2:
[124] wef
[17] covid19
[13] worldeconomicforum
[11] forex
[11] forexcrunch
[11] fxtpsignals
[11] worldfirstfx
[11] trade
[11] cboe
[11] learnvest

Top Hashtags in Tweet in G3:
[85] wef
[30] worldeconomicforum
[25] pakistan
[19] pm
[14] wef20
[13] historymakerpmik
[8] imrankhan
[7] coronavirus
[5] pmik
[3] covid19

Top Hashtags in Tweet in G4:
[102] wef
[44] imperial
[35] covid19
[35] salesforce
[13] who
[11] 4ir
[8] vaccine
[8] automation
[8] envi
[8] wwf

Top Hashtags in Tweet in G5:
[47] wef
[33] historymakerpmik
[22] covid19
[2] worldeconomicforum
[2] imrankhan
[2] ptigovernment
[2] pakistan
[1] wef20
[1] pti
[1] iran

Top Hashtags in Tweet in G6:
[49] wef

Top Hashtags in Tweet in G7:
[12] wef
[10] meettheshapers
[3] covid19
[3] pakistan
[3] india
[2] covid
[2] republic
[1] trump
[1] italia
[1] gendergap

Top Hashtags in Tweet in G8:
[33] india
[33] imrankhan
[33] pakistani

Top Hashtags in Tweet in G9:
[15] blockchain
[10] wef
[7] 4ir
[6] ai
[5] iot
[5] enterprise
[4] interoperability
[4] smartcontracts
[4] bitcoin
[3] worldeconomicforum

Top Hashtags in Tweet in G10:
[25] wef
[25] davos
[25] xrpthestandard

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:
[153] wef
[99] #covid19
[90] risks
[89] opportunities
[86] #digitalepiphany
[86] #techfutures
[86] write
[86] assessing
[85] samirsaran
[85] technolo

Top Words in Tweet in G2:
[122] #wef
[23] world
[17] economic
[17] #covid19
[15] forum
[13] #worldeconomicforum
[13] covid
[12] global
[11] #forex
[11] #forexcrunch

Top Words in Tweet in G3:
[90] imrankhanpti
[85] #wef
[57] pm
[47] session
[40] ہیں
[38] first
[38] عمران
[38] خان
[36] prime
[35] world

Top Words in Tweet in G4:
[125] elleprovocateur
[102] #wef
[58] world
[44] #imperial
[42] thread
[40] college
[40] economic
[38] important
[35] #covid19
[35] forum

Top Words in Tweet in G5:
[47] #wef
[33] #historymakerpmik
[24] imrankhanpti
[23] insafpk
[22] وزیراعظم
[22] عمران
[22] خان
[22] wef
[22] کے
[22] آن

Top Words in Tweet in G6:
[147] ocean
[49] postponement
[49] conference
[49] #wef
[49] friends
[49] action
[49] organised
[49] virtual
[48] thomsonfiji
[48] dialogue

Top Words in Tweet in G7:
[12] #wef
[10] #meettheshapers
[9] yaoundeshapers
[9] wednesday
[9] 27th
[9] join
[9] 2nd
[9] edition
[9] ebenezar
[9] wikina

Top Words in Tweet in G8:
[66] prime
[65] minister
[33] #india
[33] getting
[33] news
[33] #imrankhan
[33] going
[33] first
[33] #pakistani
[32] isadiasheikh

Top Words in Tweet in G9:
[26] co
[15] #blockchain
[12] jaimecampos787
[10] #wef
[8] make
[8] advanced
[7] #4ir
[6] #ai
[5] #iot
[5] #enterprise

Top Words in Tweet in G10:
[25] revolution
[25] billion
[25] people
[25] 2020
[25] 2030
[25] #wef
[25] #davos
[25] #xrpthestandard
[24] xrpyoyo

Top Word Pairs
Top Word Pairs in Tweet in G2:
[86] world,economic
[86] economic,forum
[86] #forex,#forexcrunch
[86] #forexcrunch,#fxtpsignals
[86] #fxtpsignals,#worldfirstfx
[86] #worldfirstfx,#trade
[86] #trade,#cboe
[85] #cboe,#learnvest
[85] #learnvest,#stocktwits
[22] #stocktwits,#forexmarket

Top Word Pairs in Tweet in G3:
[15] عمران,خان
[15] world,economic
[11] economic,forum
[11] imran,khan
[11] emergency,session
[11] first,time
[11] pm,imran
[11] سے,خطاب
[11] lead,emergency
[11] session,#worldeconomicforum

Top Word Pairs in Tweet in G4:
[38] #imperial,college
[32] #covid19,important
[32] important,thread
[31] thread,#imperial
[30] college,world
[27] world,economic
[26] economic,forum
[26] forum,#wef
[24] #wef,#salesforce
[24] elleprovocateur,#covid19

Top Word Pairs in Tweet in G5:
[40] وزیراعظم,عمران
[34] عمران,خان
[34] خان,wef
[34] wef,کے
[34] کے,آن
[34] آن,لائن
[34] لائن,سیشن
[34] سیشن,سے
[34] سے,خطاب
[27] خطاب,کریں

Top Word Pairs in Tweet in G6:
[22] postponement,ocean
[22] ocean,conference
[22] conference,#wef
[22] #wef,friends
[22] friends,ocean
[22] ocean,action
[22] action,organised
[22] organised,virtual
[22] virtual,ocean
[22] thomsonfiji,postponement

Top Word Pairs in Tweet in G7:
[49] wednesday,27th
[49] 27th,join
[49] join,2nd
[49] 2nd,edition
[49] edition,#meettheshapers
[49] #meettheshapers,ebenezar
[49] ebenezar,wikina
[49] wikina,global
[49] global,shapers
[48] shapers,port

Top Word Pairs in Tweet in G8:
[9] prime,minister
[9] #india,getting
[9] getting,news
[9] news,prime
[9] minister,#imrankhan
[9] #imrankhan,going
[9] going,first
[9] first,#pakistani
[9] #pakistani,prime
[9] isadiasheikh,#india

Top Word Pairs in Tweet in G9:
[65] make,advanced
[33] #4ir,#iot
[33] transparency,accessibility
[33] accessibility,agency
[33] unlocking,#enterprise
[33] #enterprise,blockchain
[33] blockchain,potential
[33] potential,low
[33] low,code
[32] code,capabilities

Top Word Pairs in Tweet in G10:
[8] revolution,billion
[5] billion,people
[4] people,2020
[4] 2020,2030
[4] 2030,#wef
[4] #wef,#davos
[4] #davos,#xrpthestandard
[4] xrpyoyo,revolution

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@wef
@imrankhanpti
@elleprovocateur
@samirsaran
@thomsonfiji
@isadiasheikh
@insafpk
@xrpyoyo
@ptigkna58
@rwang0

Top Mentioned in G1:
@wef
@samirsaran
@imrankhanpti
@pti_khi
@noikeanolife
@nigewillson
@mmc_global
@omnibs
@tokyo_gov
@scmagazine

Top Mentioned in G2:
@deborahmcollier
@robo_aathma
@raywalshe
@ethical_banking

Top Mentioned in G3:
@imrankhanpti
@ptigkna58
@wef
@anilakhawaja
@rabiaazfar
@official_murree
@indusdotnews
@chicojahangir
@im_farazhaider8
@syabukhari

Top Mentioned in G4:
@elleprovocateur
@techlazy_msft
@divtactic

Top Mentioned in G5:
@imrankhanpti
@insafpk
@wef
@hamid07213811
@ptiofficialcp
@taidrus
@577_abidullah
@foreignofficepk

Top Mentioned in G6:
@thomsonfiji

Top Mentioned in G7:
@yaoundeshapers
@davos
@imrankhanpti
@anuradhaseth
@undp
@wef
@borgebrende
@pmoindia
@dc_casa_
@johnlegere

Top Mentioned in G8:
@isadiasheikh

Top Mentioned in G9:
@jaimecampos787
@spirosmargaris
@dragonchaingang
@devopsdotcom
@cointelegraph
@thomaspower
@seandotau
@simoncocking
@efipm
@jonnyfry175

Top Mentioned in G10:
@xrpyoyo

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@tmobilehelp
@cowboyscifibot
@tokoroten510
@evankirstel
@porridgeisgood
@thefabledaesop
@cipherequality
@analyticaglobal
@firstpost

Top Tweeters in G1:
@sectest9
@cipherequality
@femtech_
@santchiweb
@ajaykushwaha_
@codedailybot
@ssxman2
@justbementalist
@cybersecurityn8
@nistula

Top Tweeters in G2:
@analyticaglobal
@streetscoop
@carlesdijous
@cybertaters
@dogetalist
@dt_next
@aa_russian
@jawadhaider
@kweriousgeorge
@asianet_telugu

Top Tweeters in G3:
@wasim_wazir
@rehanahmed_92
@karachikings19s
@zhbabar05
@the_nation
@tarekfatah
@onepakistani
@mohsinmuzaffar
@nadiapti
@usmankhansos

Top Tweeters in G4:
@porridgeisgood
@josmirek
@birdtrees
@reneemccone
@ds13_manon
@levyloiseau
@akdm_bot
@michaelbranniga
@gibb491
@smartecocity

Top Tweeters in G5:
@mpakiiprince
@umairsardarr
@shahwaizhashmi
@aheer_7
@insafpk
@the_morbius_
@mashterani
@ayzaitweets
@jkhaqsar
@haxanpervaiz

Top Tweeters in G6:
@visualpersist
@pamelafalk
@joy_wa_afrika
@faofish
@freesandstorm
@reeflife911
@unbiodiversity
@jwalakira
@sjariefwidjaja
@geethapn70

Top Tweeters in G7:
@tmobilehelp
@tmobile
@cnbc
@lope_64
@missjemenfoue
@ebenezarwikina
@undp
@rkradhakrishn
@johnlegere
@sprint

Top Tweeters in G8:
@asherbaigzz
@abubakes24
@rimshaa__
@annrosh_
@fizzokmr
@asimshafik
@ali_z000
@ihtesham5221
@abbu_j
@blackkkcoffee

Top Tweeters in G9:
@thomaspower
@websecurityit
@spirosmargaris
@jblefevre60
@therudingroup
@iot_technojeder
@simoncocking
@pierrepinna
@jimmarous
@ursbolt

Top Tweeters in G10:
@lorettaborak
@xrp_589_theunis
@preditor02
@dallas55900503
@luckynanyxrp
@jrbauto1
@jon19140
@handsxrp
@santosjoaquim33
@willywi79626166


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