ICTD OR ICT4D, Twitter, 6/13/2022 6:53:23 AM, 278202


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ICTD OR ICT4D_2022-06-12_20-30-00.xlsx
ICTD OR ICT4D_2022-06-12_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 13, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3NLpxJT
@dorotheakleine
@saraksha
@itu
@wsisprocess
@silviahedley
@igsd_shef
@ishtiaquesia
@farmradio
@unescoict4d
@infotechdev

Top hashtags:
#ict4d
#designthinking
#wsis
#srilankacrisis
#podcast
#icymi
#malaria
#openaccess

Description:
Description
The graph represents a network of 361 Twitter users whose tweets in the requested range contained "ICTD OR ICT4D", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 13 June 2022 at 03:30 UTC.

The requested start date was Monday, 13 June 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 15-hour, 37-minute period from Monday, 30 May 2022 at 07:02 UTC to Saturday, 11 June 2022 at 22:40 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 : 361
Unique Edges : 323
Edges With Duplicates : 457
Total Edges : 780
Number of Edge Types : 5
Replies to : 29
Mentions : 182
Retweet : 180
MentionsInRetweet : 311
Tweet : 78
Self-Loops : 82
Reciprocated Vertex Pair Ratio : 0.0787037037037037
Reciprocated Edge Ratio : 0.145922746781116
Connected Components : 72
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 71
Maximum Edges in a Connected Component : 191
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.199098
Graph Density : 0.00358571868267159
Modularity : 0.565119
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 361 Twitter users whose tweets in the requested range contained "ICTD OR ICT4D", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 13 June 2022 at 03:30 UTC.

The requested start date was Monday, 13 June 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 12-day, 15-hour, 37-minute period from Monday, 30 May 2022 at 07:02 UTC to Saturday, 11 June 2022 at 22:40 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 : ICTD OR ICT4D
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:
[7] https://www.ictworks.org/digital-inclusion-tech-policy/#.YqGPVlA8aQY.twitter
[7] https://docs.wfp.org/api/documents/WFP-0000132376/download/?_ga=2.228031195.775264816.1653981048-340085706.1653981048
[5] https://ict4d.org.uk/desc/
[5] https://www.ictworks.org/usaid-artificial-intelligence-action-plan/
[4] https://qz.com/africa/2162354/why-nigerias-top-telecom-companies-are-getting-banking-licenses/
[4] https://www.ictworks.org/african-digital-innovation-startup-companies/#.Yp28jqbUX9A.twitter
[3] https://www.ictworks.org/digital-inclusion-tech-policy/
[3] https://thisisamos.com/2022/06/03/too-often-forgotten/
[3] https://www.ictworks.org/benefits-central-bank-digital-currencies-african-countries/#.YqA5lLzTTQM.twitter
[3] https://ict4dblog.wordpress.com/2019/11/05/icts-and-precision-development-towards-personalised-development/

Top URLs in Tweet in G1:
[1] https://twitter.com/InfoTechDev/status/1534801297488101376
[1] https://think.taylorandfrancis.com/special_issues/information-technology/?utm_source=TFO&utm_medium=cms&utm_campaign=JPG15743
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.2008850?src=&cookieSet=1
[1] https://www.researchgate.net/publication/361102212_ICT4D_and_Critical_Data_Studies_A_Joint_Research_Agenda
[1] https://twitter.com/surveilsouth/status/1532240879544565760
[1] https://ictd.org/student-volunteering/
[1] https://docs.google.com/forms/d/e/1FAIpQLSehsY3Qrz-fJ9eGLQwAkn90Deex4KqweQcOOcVCzbm6WiUq1A/viewform?usp=send_form
[1] https://ictd.org/registration/
[1] https://twitter.com/ictd2022/status/1527689293740658688
[1] https://twitter.com/TorontoSRI/status/1533816710024806403

Top URLs in Tweet in G2:
[2] https://www.asce-ictd.org/
[2] https://ict4d.jp/2022/05/20/publish-event/
[2] https://www.nippyo.co.jp/shop/book/8765.html
[1] https://www.linkedin.com/in/matthew-lesh-56b0126/
[1] https://ntchito.com/job/ict4d-partnerships-consultant/
[1] https://iss.ndl.go.jp/books/R100000002-I032042952-00
[1] https://www.amazon.co.jp/o/ASIN/4535540241/jnb2019-22
[1] https://justjobset.com/jobs/program-manager-ict4d-jeop-re-advertisement/
[1] https://www.ictd.ac/news/sri-lanka-crisis-tax-mick-moore/
[1] http://boxfresh.site/questions/jhh5ggs1-idx8-ictd-8l6n-qpbtlktqf7pq

Top URLs in Tweet in G3:
[1] https://www.youtube.com/watch?v=pxpwgpcBuys&t=1180s&ab_channel=AlJazeeraEnglish

[1] https://www.ictd.ac/news/sri-lanka-crisis-tax-mick-moore/
[1] https://twitter.com/VoiceOfIslamUK/status/1532061931023962114
[1] https://www.ictd.ac/news/ictds-routledge-handbook-smuggling-book-editor-featured-between-lines-podcast/
[1] https://mailchi.mp/ictd/may22?e=ba830c1535
[1] https://www.ictd.ac/theme/tobacco-taxation/
[1] https://www.ictd.ac/publication/delinking-tobacco-taxation-illicit-trade-africa/

Top URLs in Tweet in G4:
[1] https://ecrin.org/international-clinical-trials-day-ictd
[1] https://www.theisn.org/in-action/research/clinical-trials-isn-act/

Top URLs in Tweet in G5:
[5] https://ict4d.org.uk/desc/
[2] https://www.itu.int/net4/wsis/forum/2022/Agenda/Session/406
[1] https://ict4d.org.uk/2022/06/06/members-of-the-unesco-chair-in-ict4d-at-in-person-wsis-2022/
[1] https://www.itu.int/itu-d/sites/partner2connect/pledges/explore-pledges/
[1] https://ict4d.org.uk/2022/05/19/members-of-unesco-chair-in-ict4d-pledge-commitments-to-partner2connect/
[1] https://ict4d2004.files.wordpress.com/2022/05/desc-pledge.pdf
[1] https://www.itu.int/net4/wsis/forum/2022/Agenda/Session/281
[1] https://www.itu.int/net4/wsis/forum/2022/Agenda/Session/489
[1] https://www.itu.int/net4/wsis/forum/2022/Home/Registration
[1] https://itu.zoom.us/meeting/register/tJIkf-ysqzsuGtMorqFMzRQ1zPPF0GurUgte

Top URLs in Tweet in G6:
[7] https://www.ictworks.org/digital-inclusion-tech-policy/#.YqGPVlA8aQY.twitter
[5] https://www.ictworks.org/usaid-artificial-intelligence-action-plan/
[4] https://qz.com/africa/2162354/why-nigerias-top-telecom-companies-are-getting-banking-licenses/
[4] https://www.ictworks.org/african-digital-innovation-startup-companies/#.Yp28jqbUX9A.twitter
[3] https://www.ictworks.org/digital-inclusion-tech-policy/
[3] https://www.ictworks.org/benefits-central-bank-digital-currencies-african-countries/#.YqA5lLzTTQM.twitter
[2] https://www.ictworks.org/usaid-digital-literacy-primer/
[2] https://www.ictworks.org/win-grant-funding-startup-investments/
[2] https://www.ictworks.org/win-grant-funding-startup-investments/#.YpTocjqJMxA.twitter
[1] https://ict4dblog.wordpress.com/2022/04/27/sharing-data-between-humanitarian-actors-and-donor-governments%ef%bf%bc/

Top URLs in Tweet in G8:
[1] https://restofworld.org/2022/cyberattack-costa-rica-citizens-hurting/?utm_source=Latin+America+Newsletter&utm_campaign=577520a27a-EMAIL_CAMPAIGN_2022_06_07_07_12&utm_medium=email&utm_term=0_b564139514-577520a27a-446170664
[1] https://data.org/news/decolonizing-data-for-development/

Top URLs in Tweet in G10:
[2] https://aidnography.blogspot.com/2022/05/development-ict4d-digital-communication-academia-link-review-446.html

Top Domains
Top Domains in Tweet in Entire Graph:
[32] ictworks.org
[15] twitter.com
[9] thisisamos.com
[8] wordpress.com
[7] itu.int
[7] org.uk
[7] wfp.org
[6] ictd.ac
[4] dai-global-digital.com
[4] qz.com

Top Domains in Tweet in G1:
[4] twitter.com
[4] ictd.org
[1] taylorandfrancis.com
[1] tandfonline.com
[1] researchgate.net
[1] google.com

Top Domains in Tweet in G2:
[4] ngotenders.net
[3] co.jp
[2] asce-ictd.org
[2] ict4d.jp
[2] twitter.com
[2] webmo.info
[1] linkedin.com
[1] ntchito.com
[1] go.jp
[1] justjobset.com

Top Domains in Tweet in G3:
[4] ictd.ac
[1] youtube.com
[1] twitter.com
[1] mailchi.mp

Top Domains in Tweet in G4:
[1] ecrin.org
[1] theisn.org

Top Domains in Tweet in G5:
[7] itu.int
[7] org.uk
[1] wordpress.com
[1] zoom.us
[1] twitter.com

Top Domains in Tweet in G6:
[32] ictworks.org
[4] qz.com
[1] wordpress.com

Top Domains in Tweet in G8:
[1] restofworld.org
[1] data.org

Top Domains in Tweet in G10:
[2] blogspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[149] ict4d
[10] designthinking
[10] wsis
[8] srilankacrisis
[8] podcast
[7] icymi
[7] malaria
[7] openaccess
[6] smuggling
[6] victorpapanek



Top Hashtags in Tweet in G1:
[13] ict4d
[4] ssn2022
[1] data4dev
[1] surveillance
[1] ifip942022

Top Hashtags in Tweet in G2:
[11] ict4d
[2] technology
[2] tech4good
[2] voice
[2] mobile
[2] fairlyfm
[2] webmo
[2] monitoring
[2] evaluation
[2] free

Top Hashtags in Tweet in G3:
[8] srilankacrisis
[8] podcast
[7] openaccess
[6] smuggling
[4] tax
[1] africa
[1] taxtwitter
[1] betweenthelines

Top Hashtags in Tweet in G4:
[1] thisisisn

Top Hashtags in Tweet in G5:
[13] ict4d
[8] wsis
[3] partner2connect
[1] wsis2022
[1] desc

Top Hashtags in Tweet in G6:
[37] ict4d
[5] ai4good
[4] fintech
[3] inclusion
[2] usaid
[2] tech4good
[1] edutech
[1] ict4edu
[1] cbdc
[1] crypto

Top Hashtags in Tweet in G8:
[7] ict4d
[4] data
[1] costarica
[1] wsisforum2022
[1] collaborations

Top Hashtags in Tweet in G9:
[1] ict4d
[1] africalawtechfest

Top Hashtags in Tweet in G10:
[5] globaldev

Top Words
Top Words in Tweet in Entire Graph:
[149] #ict4d
[67] digital
[47] development
[44] ict4d
[33] data
[33] policy
[24] work
[23] more
[22] team
[22] ict_works

Top Words in Tweet in G1:
[16] papers
[16] infotechdev
[13] #ict4d
[12] deadline
[11] special
[11] issue
[11] ict4d
[11] silviahedley
[10] list
[9] extension

Top Words in Tweet in G2:
[16] ãƒ
[12] ç
[11] #ict4d
[8] ict4d
[7] development
[6] ictd
[6] digital
[5] æ
[5] data
[4] æš

Top Words in Tweet in G3:
[15] ictdtax
[9] more
[9] tobacco
[8] tax
[8] website
[8] #srilankacrisis
[8] smuggling
[8] #podcast
[7] very
[7] learn

Top Words in Tweet in G4:
[3] ecrin_eric
[3] jardine_meg
[3] aymwanghkuhk
[3] davidcwheeler2
[3] lastwalsh
[3] rhysdrevans
[3] pecoitsfilho
[3] vjha126
[3] heerspink79
[2] isnkidneycare

Top Words in Tweet in G5:
[14] wsisprocess
[13] #ict4d
[11] join
[10] team
[10] session
[9] itusecgen
[9] itu
[8] #wsis
[8] wsis
[8] diversity

Top Words in Tweet in G6:
[37] #ict4d
[22] ict_works
[21] digital
[17] development
[12] fortuny
[10] inclusion
[10] add
[10] tech
[10] policy
[9] wayan_vota

Top Words in Tweet in G7:
[10] ko
[9] ka
[9] ap
[7] krnay
[7] kr
[7] ki
[6] bhi
[6] rahay
[5] logo
[4] sab

Top Words in Tweet in G8:
[7] #ict4d
[5] steps
[4] andrejcisneros
[4] afrochissy
[4] wrote
[4] blog
[4] started
[4] decolonizing
[4] #data
[4] leading

Top Words in Tweet in G9:
[14] ai
[13] africalawtech
[13] conf
[13] marcrotenberg
[13] thank
[13] inspiring
[13] talk
[13] critical
[13] nature
[13] policy

Top Words in Tweet in G10:
[5] #globaldev
[5] links
[5] 446
[5] feat
[3] aidnography
[3] nicolapalmer83
[3] justinwill100
[3] mukeshkapila
[3] brankomilan
[3] humanists_aus

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[15] development,#ict4d
[13] covid,19
[13] africalawtech,conf
[13] conf,marcrotenberg
[13] marcrotenberg,thank
[13] thank,inspiring
[13] inspiring,talk
[13] talk,critical
[13] critical,nature
[13] nature,ai

Top Word Pairs in Tweet in G1:
[11] special,issue
[9] deadline,extension
[9] extension,alert
[9] feminist,queer
[9] queer,approaches
[8] approaches,ict4d
[8] call,papers
[7] alert,infotechdev
[7] infotechdev,special
[7] issue,call

Top Word Pairs in Tweet in G2:
[11] ãƒ,ãƒ
[5] ictd,digital
[4] digital,core
[4] development,practitioners
[3] ãƒ,æš
[3] valencia,spain
[3] ict,officer
[2] looking,forward
[2] æš,éš
[2] éš,ç

Top Word Pairs in Tweet in G3:
[8] tobacco,tax
[7] learn,more
[7] tax,website
[7] website,analysis
[7] analysis,#srilankacrisis
[7] #srilankacrisis,smuggling
[7] smuggling,book
[7] book,#podcast
[7] #podcast,#openaccess
[7] #openaccess,publications

Top Word Pairs in Tweet in G4:
[3] ecrin_eric,jardine_meg
[3] jardine_meg,aymwanghkuhk
[3] aymwanghkuhk,davidcwheeler2
[3] davidcwheeler2,lastwalsh
[3] lastwalsh,rhysdrevans
[3] rhysdrevans,pecoitsfilho
[3] pecoitsfilho,vjha126
[3] vjha126,heerspink79
[2] isnkidneycare,ecrin_eric

Top Word Pairs in Tweet in G5:
[10] wsisprocess,team
[7] appreciate,itu
[7] itu,wsisprocess
[7] team,dedication
[7] dedication,tireless
[7] tireless,efforts
[7] efforts,bringing
[7] bringing,#ict4d
[7] #ict4d,community
[7] community,together

Top Word Pairs in Tweet in G6:
[12] development,#ict4d
[11] #ict4d,ict_works
[10] digital,inclusion
[10] inclusion,add
[10] add,tech
[10] tech,policy
[10] policy,development
[6] fortuny,digital
[6] #ict4d,wayan_vota
[5] usaid,artificial

Top Word Pairs in Tweet in G7:
[3] imran,khan
[3] logo,ko
[3] kr,rahay
[2] krnay,ka
[2] hon,gay
[2] ma,nay
[2] pay,msg
[2] msg,kr
[2] polling,station
[2] 30,saal

Top Word Pairs in Tweet in G8:
[4] andrejcisneros,afrochissy
[4] afrochissy,wrote
[4] wrote,blog
[4] blog,steps
[4] steps,started
[4] started,decolonizing
[4] decolonizing,#data
[4] leading,#ict4d
[4] #ict4d,researcher
[4] researcher,over

Top Word Pairs in Tweet in G9:
[13] africalawtech,conf
[13] conf,marcrotenberg
[13] marcrotenberg,thank
[13] thank,inspiring
[13] inspiring,talk
[13] talk,critical
[13] critical,nature
[13] nature,ai
[13] ai,policy
[13] policy,training

Top Word Pairs in Tweet in G10:
[5] #globaldev,links
[5] links,446
[5] 446,feat
[3] aidnography,#globaldev
[3] feat,nicolapalmer83
[3] nicolapalmer83,justinwill100
[3] justinwill100,mukeshkapila
[3] mukeshkapila,brankomilan
[3] brankomilan,humanists_aus
[3] humanists_aus,acapsproject

Top Replied-To
Top Replied-To in Entire Graph:
@ict_police
@azadeakbari
@althaiamanresa
@ornykeiffa
@britneyspears
@crs_expertise
@rehamkhan1
@maryamnsharif
@hamidmirpak
@khawajamasif

Top Replied-To in G1:
@azadeakbari
@silviahedley

Top Replied-To in G4:
@ecrin_eric

Top Replied-To in G7:
@ict_police
@rehamkhan1
@ranasanaullahpk
@mirmakofficial
@iqrarulhassan
@imranriazkhan
@malikhassaan2
@asad_umar
@azharsiddique
@pakchinasc

Top Mentioned
Top Mentioned in Entire Graph:
@ict_works
@wsisprocess
@ictdtax
@africalawtech
@marcrotenberg
@fortuny
@real_lisa_adams
@designrealworld
@silviahedley
@itusecgen

Top Mentioned in G1:
@silviahedley
@infotechdev
@ictd2022
@saraksha
@ishtiaquesia
@ifip_94
@ayushitandon
@survstudiesnet
@thisis_cw
@dorotheakleine

Top Mentioned in G3:
@ictdtax
@bbcsanasafi
@ajenglish
@ids_uk
@maxgallien
@voiceofislamuk
@florian_weigand
@routledgebooks
@rout_politicsir

Top Mentioned in G4:
@jardine_meg
@aymwanghkuhk
@davidcwheeler2
@lastwalsh
@rhysdrevans
@pecoitsfilho
@vjha126
@heerspink79
@isnkidneycare
@ecrin_eric

Top Mentioned in G5:
@wsisprocess
@itusecgen
@itu
@timunwin
@ict4ddotat
@spipau
@unescoict4d
@itudeputysg
@farmradio
@thll

Top Mentioned in G6:
@ict_works
@fortuny
@wayan_vota

Top Mentioned in G7:
@imranriazkhan
@foreignofficepk
@eduministrypk
@rtanveerpmln

Top Mentioned in G8:
@andrejcisneros
@afrochissy
@dorotheakleine
@rondaz_g
@restofworld
@datadotorg
@soniaa4ai
@unioslo
@infoschoolsheff
@igsd_shef

Top Mentioned in G9:
@africalawtech
@marcrotenberg
@real_lisa_adams

Top Mentioned in G10:
@aidnography
@nicolapalmer83
@justinwill100
@mukeshkapila
@brankomilan
@humanists_aus
@acapsproject
@winnie_byanyima
@agnesbinagwaho
@nhialgdeng

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@rk70534
@rockethulsey
@jnb2019
@324cat
@caring_mobile
@designthinkbot
@alarabiya_eng
@ajenglish
@conniealfonso5

Top Tweeters in G1:
@rockethulsey
@suoman
@felixtreguer
@silviahedley
@drsyedmustafaa1
@teninthemorning
@uoftcompsci
@uoftinfofaculty
@lucamachog
@saraksha

Top Tweeters in G2:
@jnb2019
@tendersngo
@uplantatree
@nippyo
@vacancymail
@kiwibrew
@efflux_a
@taichirofujino
@justjobset
@a4a_internet

Top Tweeters in G3:
@ajenglish
@619sniper619bot
@iamgabbarson
@ids_uk
@voiceofislamuk
@bluediem
@phdskat
@mike_amanpene
@rout_politicsir
@martinhearson

Top Tweeters in G4:
@isnkidneycare
@rclaure_nefro
@vjha126
@acssjr
@m_elraggal
@pecoitsfilho
@ecrin_eric
@aymwanghkuhk
@lastwalsh
@rhysdrevans

Top Tweeters in G5:
@madhavanpallan
@animuathiei
@unesco
@meilinfung
@itu
@timunwin
@wsisprocess
@gabkarsan
@thll
@itubdtdirector

Top Tweeters in G6:
@richardkimphd
@fortuny
@t2pitchy
@munron43
@dasfintechbot
@wayan_vota
@galipeau
@ict_works
@pollicyorg
@ceciliamaundu

Top Tweeters in G7:
@rehamkhan1
@maryamnsharif
@mirmakofficial
@azharsiddique
@hamidmirpak
@iqrarulhassan
@ict_police
@asad_umar
@khawajamasif
@imranriazkhan

Top Tweeters in G8:
@rondaz_g
@soniaa4ai
@infoschoolsheff
@restofworld
@afrochissy
@dorotheakleine
@igsd_shef
@unioslo
@panoply_digital
@andrejcisneros

Top Tweeters in G9:
@kingdave__08
@capt_mose
@neilaminga
@vallarieyiega
@robin_iv8
@lawyershubkenya
@chepchumba_001
@real_lisa_adams
@mikemsinda
@marcrotenberg

Top Tweeters in G10:
@rk70534
@brankomilan
@winnie_byanyima
@nickturse
@wmyeoh
@mukeshkapila
@agnesbinagwaho
@aidnography
@acapsproject
@nhialgdeng


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