#WEF, Twitter, 5/24/2020 10:15:51 AM, 228151


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#WEF_2020-05-23_19-14-50.xlsx
#WEF_2020-05-23_19-14-50.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 24, 2020
Short Description:
#WEF via NodeXL https://bit.ly/2zrkqO3
@wef
@imrankhanpti
@ghulamm98773769
@isadiasheikh
@borgebrende
@insafpk
@imthiyasnmajeed
@nadeem38054179
@samirmir
@hamid07213811

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

Description:
Description
The graph represents a network of 1,211 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, 24 May 2020 at 02:15 UTC.

The requested start date was Sunday, 24 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, 8-hour, 50-minute period from Sunday, 10 May 2020 at 00:29 UTC to Saturday, 23 May 2020 at 09:20 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 : 1211
Unique Edges : 792
Edges With Duplicates : 2031
Total Edges : 2823
Number of Edge Types : 5
Tweet : 327
Retweet : 862
MentionsInRetweet : 1316
Mentions : 284
Replies to : 34
Self-Loops : 353
Reciprocated Vertex Pair Ratio : 0.0078125
Reciprocated Edge Ratio : 0.0155038759689922
Connected Components : 254
Single-Vertex Connected Components : 142
Maximum Vertices in a Connected Component : 448
Maximum Edges in a Connected Component : 1216
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.782467
Graph Density : 0.000968395766083627
Modularity : 0.477834
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 1,211 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, 24 May 2020 at 02:15 UTC.

The requested start date was Sunday, 24 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, 8-hour, 50-minute period from Sunday, 10 May 2020 at 00:29 UTC to Saturday, 23 May 2020 at 09:20 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
[13] http://blog.softwareinsider.org/2017/01/02/mondays-musings-dynamic-leadership-responsive-responsible-approach-davos17-wef/
[7] https://www.weforum.org/agenda/2020/05/nature-legal-personhood/
[6] https://www.weforum.org/agenda/2020/05/iceland-tourism-covid19-tests
[5] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[5] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[5] https://ai-trust.info/davos/1142/
[4] https://www.longhash.com/en/news/3353
[4] https://devops.com/unlocking-enterprise-blockchain-potential-with-low-code-capabilities/
[4] http://www3.weforum.org/docs/39655_CREATIVE-DISRUPTION.pdf

Top URLs in Tweet in G1:
[7] https://www.weforum.org/agenda/2020/05/nature-legal-personhood/
[2] 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://intelligence.weforum.org/topics/a1Gb00000038qmPEAQ?tab=publications
[1] https://www.weforum.org/agenda/2020/05/welcome-to-the-covid-19-era-of-world-sport
[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://www.scmagazine.com/home/security-news/news-archive/coronavirus/cybersecurity-makes-world-economic-forums-top-10-covid-19-global-fallout-list/
[1] https://www.weforum.org/agenda/2020/05/millions-facing-starvation-global-political-and-business-leaders-on-the-economic-impact-of-covid-19/

Top URLs in Tweet in G2:
[5] https://ai-trust.info/davos/1142/
[5] https://blogs.imf.org/2017/06/20/fintech-capturing-the-benefits-avoiding-the-risks/
[5] http://5starinnovation.com/hamburg-g20-leaders-innovations-needed-for-better-home-loan-interest-rate-management/
[2] https://www.weforum.org/agenda/2020/05/fintech-can-help-smes-recover-covid-19/
[2] https://www.visualcapitalist.com/how-many-people-die-each-day/
[2] https://economy.gov.az/article/i-qtisadiyyat-naziri-dunya-i-qtisadi-forumunun-regional-fealiyyet-qrupunun-iclasinda-ishtirak-edib/30947
[2] https://www.nytimes.com/2020/05/07/climate/coronavirus-republicans-climate-change.html?smid=tw-share
[1] https://www.weforum.org/agenda/2020/05/medical-drone-delivery-india-africa-modernize-last-mile/
[1] https://twitter.com/i/web/status/1259420609500590082
[1] https://www.weforum.org/agenda/2020/05/why-covid-19-makes-a-compelling-case-for-wider-integration-of-blockchain/

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://twitter.com/i/web/status/1246921027889831941
[1] https://twitter.com/i/web/status/1246853634819796997
[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
[1] https://twitter.com/_whitneywebb/status/1258822625570238465
[1] https://twitter.com/robinmonotti/status/1259058703698927617

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:
[4] https://www.longhash.com/en/news/3353
[4] https://devops.com/unlocking-enterprise-blockchain-potential-with-low-code-capabilities/
[4] http://www3.weforum.org/docs/39655_CREATIVE-DISRUPTION.pdf
[3] https://dragonchain.com/
[2] https://eternal.dragonchain.com/transaction/2ef8f539-aa5b-471e-914b-b927bd64a7c2
[1] https://twitter.com/i/web/status/1219989526057189376
[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
[1] https://dragonchain.com/developers
[1] https://dragonchain.com/solutions

Top URLs in Tweet in G8:
[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/
[1] https://azertag.az/en/xeber/Opening_session_of_ASAN_Global_Web_Forum_held-1488195

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1262820058813865985

Top Domains
Top Domains in Tweet in Entire Graph:
[171] twitter.com
[64] weforum.org
[22] com.pk
[13] softwareinsider.org
[11] youtube.com
[10] linkedin.com
[10] paper.li
[7] dragonchain.com
[5] nytimes.com
[5] imf.org

Top Domains in Tweet in G1:
[18] weforum.org
[4] twitter.com
[2] computerweekly.com
[2] forumblog.org
[1] orfonline.org
[1] scmagazine.com
[1] com.pk
[1] youtube.com
[1] blockchain.news
[1] asiablockchainreview.com

Top Domains in Tweet in G2:
[57] twitter.com
[17] weforum.org
[7] linkedin.com
[5] ai-trust.info
[5] imf.org
[5] 5starinnovation.com
[5] nytimes.com
[3] gov.az
[2] visualcapitalist.com
[2] zerohedge.com

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:
[13] twitter.com
[1] mintpressnews.com
[1] weforum.org
[1] youtube.com

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

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

Top Domains in Tweet in G7:
[7] dragonchain.com
[4] longhash.com
[4] devops.com
[4] weforum.org
[2] twitter.com
[1] deloitte.com
[1] google.com

Top Domains in Tweet in G8:
[2] twitter.com
[1] linkedin.com
[1] weforum.org
[1] azertag.az

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[838] wef
[253] covid19
[76] digitalepiphany
[76] techfutures
[73] imrankhan
[70] india
[69] worldeconomicforum
[66] davos
[58] imperial
[54] pakistan



Top Hashtags in Tweet in G1:
[91] covid19
[76] digitalepiphany
[76] techfutures
[62] wef
[13] ai
[9] robots
[9] humans
[8] worldeconomicforum
[8] tokyo
[5] sustainability

Top Hashtags in Tweet in G2:
[144] wef
[24] covid19
[16] india
[15] marketwatch
[14] worldeconomicforum
[13] coronavirus
[13] uk
[11] eu
[11] climatechange
[10] forex

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

Top Hashtags in Tweet in G4:
[128] wef
[57] imperial
[54] covid19
[50] salesforce
[18] 4ir
[13] who
[9] wwf
[9] digitalization
[7] fourthindustrialrevolution
[7] 5g

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:
[44] wef

Top Hashtags in Tweet in G7:
[10] blockchain
[9] wef
[6] ai
[4] smartcontracts
[4] bitcoin
[4] enterprise
[4] technologies
[3] 4ir
[3] iot
[2] interoperability

Top Hashtags in Tweet in G8:
[10] wef
[3] pakistan
[3] india
[2] covid
[2] republic
[1] italia
[1] gendergap
[1] ue
[1] paritàdigenere
[1] 11febbraio

Top Hashtags in Tweet in G9:
[32] india
[32] imrankhan
[32] pakistani

Top Hashtags in Tweet in G10:
[26] wef
[26] indianrailways
[1] aarogyasetu
[1] uttarakhand

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:
[140] wef
[91] #covid19
[78] risks
[76] #digitalepiphany
[76] #techfutures
[76] write
[76] assessing
[76] opportunities
[75] samirsaran
[75] technolo

Top Words in Tweet in G2:
[142] #wef
[24] #covid19
[18] world
[18] global
[16] #india
[15] economic
[15] #marketwatch
[14] #worldeconomicforum
[13] #coronavirus
[13] forum

Top Words in Tweet in G3:
[89] imrankhanpti
[84] #wef
[56] pm
[46] session
[40] ہیں
[38] عمران
[38] خان
[37] first
[35] prime
[35] world

Top Words in Tweet in G4:
[137] elleprovocateur
[128] #wef
[76] world
[60] economic
[60] thread
[57] #imperial
[54] forum
[54] college
[54] #covid19
[52] important

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:
[132] ocean
[44] postponement
[44] conference
[44] #wef
[44] friends
[44] action
[44] organised
[44] virtual
[43] thomsonfiji
[43] dialogue

Top Words in Tweet in G7:
[16] co
[10] #blockchain
[9] #wef
[8] make
[8] advanced
[6] #ai
[6] jaimecampos787
[5] possible
[4] #smartcontracts
[4] #bitcoin

Top Words in Tweet in G8:
[10] #wef
[5] wef
[4] male
[4] pm
[4] borgebrende
[3] differenza
[3] salariale
[3] tra
[3] uomini
[3] donne

Top Words in Tweet in G9:
[64] prime
[63] minister
[32] #india
[32] getting
[32] news
[32] #imrankhan
[32] going
[32] first
[32] #pakistani
[31] isadiasheikh

Top Words in Tweet in G10:
[27] india
[26] ranks
[26] ___
[26] #wef
[26] global
[26] energy
[26] transition
[26] index
[26] 74th
[26] #indianrailways

Top Word Pairs
Top Word Pairs in Tweet in G2:
[76] world,economic
[76] economic,forum
[76] #forex,#forexcrunch
[76] #forexcrunch,#fxtpsignals
[76] #fxtpsignals,#worldfirstfx
[76] #worldfirstfx,#trade
[76] #trade,#cboe
[75] #cboe,#learnvest
[75] #learnvest,#stocktwits
[21] #stocktwits,#forexmarket

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

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

Top Word Pairs in Tweet in G5:
[54] وزیراعظم,عمران
[53] عمران,خان
[53] خان,wef
[49] wef,کے
[49] کے,آن
[49] آن,لائن
[49] لائن,سیشن
[49] سیشن,سے
[49] سے,خطاب
[42] 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:
[44] make,advanced
[44] advanced,#smartcontracts
[44] #smartcontracts,possible
[44] possible,#bitcoin
[44] #bitcoin,co
[44] co,rnxuc5pdew
[44] rnxuc5pdew,make
[44] advanced,#blockchain
[44] unlocking,#enterprise
[43] #enterprise,blockchain

Top Word Pairs in Tweet in G8:
[8] differenza,salariale
[4] salariale,tra
[4] tra,uomini
[4] uomini,donne
[4] donne,rappresenta
[4] rappresenta,più
[4] più,grande
[4] grande,furto
[4] furto,storia
[4] storia,anuradhaseth

Top Word Pairs in Tweet in G9:
[3] prime,minister
[3] #india,getting
[3] getting,news
[3] news,prime
[3] minister,#imrankhan
[3] #imrankhan,going
[3] going,first
[3] first,#pakistani
[3] #pakistani,prime
[3] isadiasheikh,#india

Top Word Pairs in Tweet in G10:
[63] india,ranks
[32] ranks,___
[32] ___,#wef
[32] #wef,global
[32] global,energy
[32] energy,transition
[32] transition,index
[32] index,74th
[32] 74th,#indianrailways
[31] #indianrailways,makes

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@wef
@imrankhanpti
@elleprovocateur
@samirsaran
@thomsonfiji
@isadiasheikh
@insafpk
@born4win
@homelessdave10
@jjhorgan

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

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

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

Top Mentioned in G4:
@elleprovocateur
@bijtayari
@techlazy_msft
@georgemonbiot
@divtactic
@_cat_weasel
@youtube
@naomiaklein

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

Top Mentioned in G6:
@thomsonfiji

Top Mentioned in G7:
@jaimecampos787
@devopsdotcom
@spirosmargaris
@dragonchaingang
@sbucloud
@deeplearn007
@jimmarous
@jblefevre60
@xbond49
@therudingroup

Top Mentioned in G8:
@wef
@borgebrende
@anuradhaseth
@undp
@davos
@imrankhanpti
@dc_casa_
@johnlegere
@narendramodi
@drsjaishankar

Top Mentioned in G9:
@isadiasheikh

Top Mentioned in G10:
@born4win

Top Tweeters
Top Tweeters in Entire Graph:
@cas_2050001283
@tmobilehelp
@claudosky
@evankirstel
@milenio
@cybersec_feeds
@porridgeisgood
@dublencoigor
@le_figaro
@xxxsthlm

Top Tweeters in G1:
@femtech_
@ajaykushwaha_
@codedailybot
@nistula
@jameelsjam
@z_c5j
@nomanaziz83
@womencodersbot
@wef
@modified_skp

Top Tweeters in G2:
@cas_2050001283
@analyticaglobal
@streetscoop
@carlesdijous
@ochovio
@travelcomments
@dt_next
@aa_russian
@jawadhaider
@asianet_telugu

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

Top Tweeters in G4:
@porridgeisgood
@rmack2x
@josmirek
@reneemccone
@ds13_manon
@levyloiseau
@akdm_bot
@michaelbranniga
@billtufts
@smartecocity

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

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

Top Tweeters in G7:
@evankirstel
@thomaspower
@spirosmargaris
@jblefevre60
@kirkdborne
@therudingroup
@iot_technojeder
@mvollmer1
@simoncocking
@pierrepinna

Top Tweeters in G8:
@tmobilehelp
@tmobile
@undp
@rkradhakrishn
@johnlegere
@davos
@sprint
@execcareercoach
@indiandiplomacy
@piyushgoyal

Top Tweeters in G9:
@asherbaigzz
@abubakes24
@rimshaa__
@annrosh_
@fizzokmr
@asimshafik
@ihtesham5221
@abbu_j
@blackkkcoffee
@wahwouph

Top Tweeters in G10:
@manobendradas
@themountainlust
@mailranjitswain
@kumaraswamy_ks9
@sangmeshyashs
@ravikanthchavan
@8shambhugouda
@theamtuk
@gk4tspsc
@born4win


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