ICTD OR ICT4D, Twitter, 3/28/2022 3:15:30 AM, 273842


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ICTD OR ICT4D_2022-03-27_20-01-08.xlsx
ICTD OR ICT4D_2022-03-27_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 28, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3wPDPn4
@ictdtax
@infotechdev
@ifip_94
@jss_ictd
@cddmanchester
@silviahedley
@ticsalut
@aidnography
@cumhuriyetgzt
@ict4dconference

Top hashtags:
#ict4d
#digitaltransformation
#globaldev
#malaria
#digital
#kenya
#ifip942022

Description:
Description
The graph represents a network of 304 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, 28 March 2022 at 03:01 UTC.

The requested start date was Monday, 28 March 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 13-day, 2-hour, 41-minute period from Monday, 14 March 2022 at 04:04 UTC to Sunday, 27 March 2022 at 06:46 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 : 304
Unique Edges : 249
Edges With Duplicates : 501
Total Edges : 750
Number of Edge Types : 5
Mentions : 158
Tweet : 81
Retweet : 188
MentionsInRetweet : 310
Replies to : 13
Self-Loops : 91
Reciprocated Vertex Pair Ratio : 0.0889487870619946
Reciprocated Edge Ratio : 0.163366336633663
Connected Components : 58
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 35
Maximum Edges in a Connected Component : 128
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.109105
Graph Density : 0.0043859649122807
Modularity : 0.508063
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 304 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, 28 March 2022 at 03:01 UTC.

The requested start date was Monday, 28 March 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 13-day, 2-hour, 41-minute period from Monday, 14 March 2022 at 04:04 UTC to Sunday, 27 March 2022 at 06:46 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:
[19] https://www.cumhuriyet.com.tr/
[6] https://www.ict4dconference.org/ict4d-malaria/
[5] https://africacheck.org/fact-checks/reports/tax-incentives-cost-kenya-6-gdp-theres-no-global-standard
[4] https://mailchi.mp/ict4djobs/special-ad-2664049
[3] https://www.omprakash.org/africaictright/crowdfund/digital-lab-center
[3] https://www.ictd.ac/blog/inclusive-framework-tax-deal-interests-lower-income-countries/
[3] https://www.ictworks.org/african-government-internet-freedom-restrictions/#.YjIKCZ30Ou8.twitter
[3] https://ict4dblog.wordpress.com/2019/02/11/digitally-removing-the-middleman-for-development-trouble-brewing-in-east-african-tea/
[3] https://thisisamos.com/2022/03/14/feeling-lost-but-talking-about-it-for-decades/
[2] https://twitter.com/tomonarit/status/1507691204120498176

Top URLs in Tweet in G1:
[5] https://africacheck.org/fact-checks/reports/tax-incentives-cost-kenya-6-gdp-theres-no-global-standard
[3] https://www.ictd.ac/blog/inclusive-framework-tax-deal-interests-lower-income-countries/
[2] https://www.ictd.ac/blog/tax-justice-ground-up-interview-seatini-uganda/
[1] https://www.ictd.ac/blog/inclusive-framework-tax-deal-interests-lower-income-countries/?mc_cid=081576cc43&mc_eid=ae9bf7ca12
[1] https://www.ictd.ac/publication/digital-payments-taxation-factsheet-tanzania/
[1] https://www.ictd.ac/publication/digital-payments-taxation-factsheet-kenya/
[1] https://www.ictd.ac/publication/digital-payments-taxation-factsheet-uganda/
[1] https://mailchi.mp/ictd/iwd-22
[1] https://www.ictd.ac/event/ukraine-global-development-economic-implications/
[1] https://www.ictd.ac/publication/what-tax-expenditures-how-big-energy-related/

Top URLs in Tweet in G2:
[1] https://twitter.com/pj_wall/status/1506743323146530821
[1] https://ifip94.wordpress.com/2022/02/09/call-for-panels-ifip-9-4-conference-25-27-may-2022/
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.2021130?cookieSet=1
[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/10.1080/02681102.2022.2048782?src=&cookieSet=1
[1] https://onlinelibrary.wiley.com/doi/full/10.1002/isd2.12215?cookieSet=1
[1] https://twitter.com/infotechdev/status/1503281053540265986
[1] https://today.brockport.edu/live/news/2508
[1] https://www.ictd.ac/publication/digital-financial-services-digital-ids-what-potential-better-taxation-africa/

Top URLs in Tweet in G3:
[1] https://www.aepd.es/canalprioritario/
[1] https://www.aepd.es/es/pactodigital
[1] https://ticsalutsocial.cat/noticia/inforsalud-2022-posa-el-focus-en-la-dada-i-la-intelligencia-artificial/
[1] https://twitter.com/SEISeSalud/status/1505820264294191106

Top URLs in Tweet in G4:
[2] https://twitter.com/tomonarit/status/1507691204120498176
[1] https://digitalgreen.applytojob.com/apply/JN4CyNCgqg/Product-Manager-Two-Years-possibility-Of-Extension?referrer=20220314040109ZJBBITLHNUU8KSW7&source=LINK
[1] https://www.unjobnet.org/jobs/detail/39281733
[1] https://ngotenders.net/job/ict4d-advisor-2/?feed_id=137405&_unique_id=623114a3962e5
[1] https://ngotenders.net/job/data-center-manager-p-4-fixed-term-post-no-15586-ictd-digital-core-valencia-spain/?feed_id=136767&_unique_id=622f74bbb432a
[1] https://ngotenders.net/job/data-center-manager-p-4-fixed-term-post-no-15586-ictd-digital-core-valencia-spain-2/?feed_id=136888&_unique_id=622fbcc8da011
[1] https://ngotenders.net/job/help-desk-associate-g-6-fixed-term-post-no-115577-ictd-digital-core-valencia-spain/?feed_id=137359&_unique_id=6230f07150b78
[1] https://ngotenders.net/job/senior-ict-associate-data-analytics-g-7-fixed-term-post-no-116861-ictd-digital-core-valencia-spain/?feed_id=137365&_unique_id=6230f4ab60ac9
[1] https://www.google.com/sorry/index?continue=https://domains.google.com/registrar/search%3FsearchTerm%3Drss%26utm_campaign%3Doob%26utm_medium%3DO%26O%26utm_content%3D%26utm_source%3DKeyword%26ict%3DDOMAINS20%26ictd%3D&q=EgS4SO-bGI7KhJIGIhAW8nyydKeT1U_WkjmM6uUaMgFy
[1] https://sobiaonline.com/job/systems-administrator-public-sector-jobs/

Top URLs in Tweet in G5:
[2] https://aidnography.blogspot.com/2022/03/development-ict4d-digital-communication-academia-link-review-439.html
[1] https://aidnography.blogspot.com/2022/03/development-ict4d-digital-communication-academia-link-review-438.html

Top URLs in Tweet in G6:
[6] https://www.ict4dconference.org/ict4d-malaria/
[1] https://www.ict4dconference.org/13-lessons-learned-trends-to-consider-for-malaria-health-programming/

Top URLs in Tweet in G7:
[19] https://www.cumhuriyet.com.tr/

Top URLs in Tweet in G8:
[4] https://mailchi.mp/ict4djobs/special-ad-2664049
[3] https://www.ictworks.org/african-government-internet-freedom-restrictions/#.YjIKCZ30Ou8.twitter
[2] https://www.ictworks.org/equitable-digital-health-blockchain-systems/#.YjgNwinvdeE.twitter
[2] https://www.ictworks.org/please-stop-publishing-to-pdf-graveyards/
[2] https://www.ictworks.org/future-artificial-intelligence-global-south/#.YjwDp6W3gRk.twitter
[2] https://www.ictworks.org/infectious-disease-open-source-data-models/#.Yi7bbzsH1A0.twitter
[1] https://www.ictworks.org/3-ways-to-escape-the-pdf-graveyard/
[1] https://mailchi.mp/ict4djobs/weekly-jobs-email-2664045
[1] https://edtechhub.org/2022/02/21/fast-5-resources-for-edtech-decision-makers/?utm_source=feedly&utm_medium=rss&utm_campaign=fast-5-resources-for-edtech-decision-makers
[1] https://restofworld.org/2022/newsletter-latin-america-gentrifying-cities/?utm_source=feedly&utm_medium=rss&utm_campaign=feeds

Top URLs in Tweet in G10:
[1] https://www.itu.int/net4/wsis/stocktaking/prizes/2021/
[1] https://www.itu.int/net4/wsis/stocktaking/Prizes/2022

Top Domains
Top Domains in Tweet in Entire Graph:
[19] com.tr
[15] twitter.com
[15] ictworks.org
[15] thisisamos.com
[12] ictd.ac
[7] mailchi.mp
[7] ict4dconference.org
[5] africacheck.org
[5] ngotenders.net
[4] dai-global-digital.com

Top Domains in Tweet in G1:
[11] ictd.ac
[5] africacheck.org
[2] mailchi.mp
[1] twitter.com

Top Domains in Tweet in G2:
[2] twitter.com
[2] tandfonline.com
[1] wordpress.com
[1] taylorandfrancis.com
[1] wiley.com
[1] brockport.edu
[1] ictd.ac

Top Domains in Tweet in G3:
[2] aepd.es
[1] ticsalutsocial.cat
[1] twitter.com

Top Domains in Tweet in G4:
[5] ngotenders.net
[4] twitter.com
[3] google.com
[3] sobiaonline.com
[2] co.uk
[2] ict4d.jp
[1] applytojob.com
[1] unjobnet.org
[1] blog.google
[1] facebook.com

Top Domains in Tweet in G5:
[3] blogspot.com

Top Domains in Tweet in G6:
[7] ict4dconference.org

Top Domains in Tweet in G7:
[19] com.tr

Top Domains in Tweet in G8:
[15] ictworks.org
[5] mailchi.mp
[3] a4ai.org
[1] edtechhub.org
[1] restofworld.org
[1] twitter.com

Top Domains in Tweet in G10:
[2] itu.int

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[107] ict4d
[16] digitaltransformation
[13] globaldev
[13] malaria
[11] digital
[11] kenya
[9] ifip942022
[9] inforsalud2022
[8] access
[8] information



Top Hashtags in Tweet in G1:
[5] kenya
[4] tax
[2] financialinclusion
[2] uganda
[2] taxes
[2] internationalwomensday
[2] gender
[2] tax4dev
[2] russian
[2] ukraine

Top Hashtags in Tweet in G2:
[20] ict4d
[9] ifip942022
[6] sais2022
[5] digitalidentity
[4] it4d
[4] capabilitiesframework
[3] microenterprises
[2] liberation
[2] data4dev
[2] grateful

Top Hashtags in Tweet in G3:
[9] inforsalud2022
[7] pladesalut
[2] saluddigital
[2] inforsalud22
[1] canalprioritario
[1] puedespararlo
[1] pactodigitalaepd
[1] atenciointegrada
[1] tranformaciódigital
[1] salutdigital

Top Hashtags in Tweet in G4:
[9] ict4d
[2] digitalhealth
[2] socialimpact
[2] ict4djapan
[1] ictjobs
[1] digitalagriculture
[1] google
[1] sold
[1] flawless
[1] whitepearl

Top Hashtags in Tweet in G5:
[10] globaldev

Top Hashtags in Tweet in G6:
[13] malaria
[5] worldwaterday
[4] ict4d
[2] tech
[2] icymi
[2] digital
[1] ict
[1] technology
[1] data
[1] digitalhealth

Top Hashtags in Tweet in G8:
[26] ict4d
[6] kenya
[4] digitalhealth
[4] mhealth
[3] pdf
[3] digitaldev
[2] ai
[2] opensource
[1] tech4good
[1] ai4good

Top Hashtags in Tweet in G9:
[1] digitalemployability

Top Hashtags in Tweet in G10:
[8] access
[8] information
[8] knowledge
[8] vote
[1] support
[1] wsis

Top Words
Top Words in Tweet in Entire Graph:
[107] #ict4d
[52] ict4d
[50] digital
[38] infotechdev
[26] engel
[25] development
[24] more
[24] ict
[24] ictdtax
[23] issue

Top Words in Tweet in G1:
[24] ictdtax
[16] explores
[16] seatiniuganda
[15] tax
[15] blog
[15] interview
[15] jane
[15] nalunga
[15] quest
[11] read

Top Words in Tweet in G2:
[38] infotechdev
[21] submit
[20] #ict4d
[18] abstract
[18] special
[18] issue
[14] still
[13] feminist
[13] queer
[13] approaches

Top Words in Tweet in G3:
[15] ticsalut
[13] jss_ictd
[9] #inforsalud2022
[9] salut
[8] atención
[7] gineremma
[7] #pladesalut
[7] presencial
[6] modelo
[6] sleep

Top Words in Tweet in G4:
[13] ict4d
[9] #ict4d
[9] digital
[7] jobs
[7] ghana
[6] ictd
[6] valencia
[6] spain
[6] 2022
[6] advisor

Top Words in Tweet in G5:
[10] #globaldev
[10] links
[10] feat
[7] aidnography
[7] 439
[4] annacat_brigida
[4] marjokeo
[4] nonprofitaf
[4] glblctzn
[4] humanicontraria

Top Words in Tweet in G6:
[13] #malaria
[10] ict4dconference
[8] water
[8] april
[5] #worldwaterday
[4] #ict4d
[4] elimination
[4] malaria
[4] sonja_ict4d
[4] looking

Top Words in Tweet in G7:
[26] engel
[13] akp
[13] ve
[13] mhp'den
[13] ibb'ye
[13] üstüne
[12] cumhuriyetgzt
[6] tesadüfen
[6] tespit
[6] ediliyor

Top Words in Tweet in G8:
[26] #ict4d
[19] digital
[14] ict_works
[10] apply
[6] health
[6] lessons
[6] #kenya
[6] payment
[6] taxation
[6] payments

Top Words in Tweet in G9:
[15] women
[15] development
[14] acwict
[14] pioneer
[14] led
[14] kenya
[14] based
[14] ict
[14] ict4d
[14] organization

Top Words in Tweet in G10:
[16] oaindia
[9] wsisprocess
[9] 2022
[8] nominated
[8] prizes
[8] c3
[8] #access
[8] #information
[8] #knowledge
[8] please

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[18] submit,abstract
[18] abstract,infotechdev
[18] infotechdev,special
[18] special,issue
[15] jane,nalunga
[15] explores,quest
[15] development,ict4d
[14] acwict,pioneer
[14] pioneer,women
[14] women,led

Top Word Pairs in Tweet in G1:
[15] jane,nalunga
[15] explores,quest
[10] blog,read
[10] read,interview
[10] interview,seatiniuganda
[10] seatiniuganda,executive
[10] executive,director
[10] director,jane
[10] nalunga,seatiniu
[10] seatiniu,explores

Top Word Pairs in Tweet in G2:
[18] submit,abstract
[18] abstract,infotechdev
[18] infotechdev,special
[18] special,issue
[13] feminist,queer
[13] queer,approaches
[12] still,time
[12] time,submit
[12] issue,feminist
[12] approaches,ict4d

Top Word Pairs in Tweet in G3:
[7] atención,presencial
[5] jesús,berdún
[5] berdún,jss_ictd
[5] jss_ictd,presentado
[5] presentado,aterrizaje
[5] aterrizaje,modelo
[5] modelo,teórico
[5] teórico,atención
[5] presencial,hospitalaria
[4] 2021,2025

Top Word Pairs in Tweet in G4:
[6] valencia,spain
[6] ict4d,advisor
[5] fixed,term
[5] ictd,digital
[5] digital,core
[5] core,valencia
[5] ghana,2022
[4] jobs,ghana
[3] data,center
[3] center,manager

Top Word Pairs in Tweet in G5:
[10] #globaldev,links
[7] aidnography,#globaldev
[7] links,439
[7] 439,feat
[4] feat,annacat_brigida
[4] annacat_brigida,marjokeo
[4] marjokeo,nonprofitaf
[4] nonprofitaf,glblctzn
[4] glblctzn,humanicontraria
[4] humanicontraria,ncsullivan

Top Word Pairs in Tweet in G6:
[5] ict4dconference,april
[4] looking,innovative
[4] innovative,ways
[4] ways,fight
[4] fight,#malaria
[4] #malaria,check
[4] check,day
[4] day,ict4dconference
[4] april,insights
[3] contaminated,water

Top Word Pairs in Tweet in G7:
[13] akp,ve
[13] ve,mhp'den
[13] mhp'den,ibb'ye
[13] ibb'ye,engel
[13] engel,üstüne
[13] üstüne,engel
[10] cumhuriyetgzt,akp
[6] tesadüfen,tespit
[6] tespit,ediliyor
[6] ediliyor,böbrek

Top Word Pairs in Tweet in G8:
[6] digital,health
[6] lessons,#kenya
[6] #kenya,digital
[6] digital,payment
[6] payment,taxation
[6] taxation,digital
[6] digital,payments
[6] payments,important
[6] important,kenya
[6] kenya,source

Top Word Pairs in Tweet in G9:
[14] acwict,pioneer
[14] pioneer,women
[14] women,led
[14] led,kenya
[14] kenya,based
[14] based,ict
[14] ict,development
[14] development,ict4d
[14] ict4d,organization
[14] organization,regional

Top Word Pairs in Tweet in G10:
[8] oaindia,nominated
[8] nominated,wsisprocess
[8] wsisprocess,prizes
[8] prizes,2022
[8] 2022,c3
[8] c3,#access
[8] #access,#information
[8] #information,#knowledge
[8] #knowledge,please
[8] please,cast

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@infotechdev
@ictdtax
@seatiniuganda
@ticsalut
@ict_works
@kibetbenard_
@cumhuriyetgzt
@seatiniu
@ict4dconference
@jss_ictd

Top Mentioned in G1:
@ictdtax
@seatiniuganda
@seatiniu
@giulia_mascagni
@eatgn
@seatini
@drieslesage
@ids_uk
@roel_dom
@neilmcculloch64

Top Mentioned in G2:
@infotechdev
@ifip_94
@silviahedley
@saraksha
@ayushitandon
@thisis_cw
@brockport
@empo11on
@aisconnect
@mehruzk

Top Mentioned in G3:
@ticsalut
@jss_ictd
@gineremma
@inforsalud
@kateraworth
@cgallego
@marespanamarti
@ainaplaza
@nriatuset1
@salutcat

Top Mentioned in G5:
@aidnography
@annacat_brigida
@marjokeo
@nonprofitaf
@glblctzn
@humanicontraria
@ncsullivan
@akinom_ladnom
@lksriv
@a_goldsmith94

Top Mentioned in G6:
@ict4dconference
@sonja_ict4d
@crs_expertise
@ak
@akros_global
@ifrc
@blsqhub
@dimagi
@tdrnews
@medsformalaria

Top Mentioned in G7:
@cumhuriyetgzt
@cumhuriyetyasam
@7ecf352121c84ef

Top Mentioned in G8:
@ict_works
@ec0n1st
@fortuny
@wayan_vota
@jsihealth
@a4a_internet
@soniaa4ai

Top Mentioned in G9:
@kibetbenard_

Top Mentioned in G10:
@wsisprocess
@oaindia
@indiabioscience
@indiarxiv
@_digitalindia
@fsmi_in
@ict4d
@asia_open

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@cumhuriyetgzt
@100daysof2020
@caring_mobile
@designthinkbot
@getiftech
@teddyeugene
@pcdnetwork
@smartecocity
@tujadili

Top Tweeters in G1:
@worldbank
@kera_legendary
@ids_uk
@imfnews
@n_pushkareva
@okwaroh
@markbohlund
@seatiniuganda
@taxjusticeafric
@altscholars1

Top Tweeters in G2:
@readingjeannie
@giuliowolfe
@eventcentralme
@paulnaish78
@hasterly
@nacikarkin
@brockport
@linnetelwin
@silviahedley
@empo11on

Top Tweeters in G3:
@icscat
@salutcat
@aquascat
@kateraworth
@ticsalut
@coecdentista
@eithealth
@cgallego
@ritapuigsoler80
@sendoabp

Top Tweeters in G4:
@davewiner
@tendersngo
@iafrikan
@sifiro
@phat_controller
@lcptuk
@eduardelatorre
@alabriqu
@the_dej
@peacheypubs

Top Tweeters in G5:
@glblctzn
@lksriv
@charlesjkenny
@patrickmeier
@nonprofitaf
@sahelblog
@jholz__
@tompaulson
@aidnography
@ea_akin

Top Tweeters in G6:
@markderiz
@psiimpact
@ifrc
@pathtweets
@idcobot
@crs_expertise
@medsformalaria
@dimagi
@ict4dconference
@ak

Top Tweeters in G7:
@cumhuriyetgzt
@firattwi
@7ecf352121c84ef
@latifeussaki
@bayramnazmi
@tivist_5834
@hsyn_uncu
@soner_yldm
@boyyakup
@almamtalat

Top Tweeters in G8:
@caring_mobile
@tujadili
@fortuny
@hapeeg
@wayan_vota
@jsihealth
@mwangocapital
@ict_works
@soniaa4ai
@eastafricarisng

Top Tweeters in G9:
@teddyeugene
@kibetbenard_
@kot_loyals
@infokfcb
@nellymuluka
@ramokabernard
@audreywinnie1
@ruth_kiboi
@cherubeteunice
@newsalerts_ke

Top Tweeters in G10:
@socialdesigncr1
@_digitalindia
@sridhargutam
@oaindia
@wsisprocess
@sysmulch
@indiabioscience
@fsmi_in
@ict4d
@icarars


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