ICTD OR ICT4D, Twitter, 3/21/2022 3:21:42 AM, 273353


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ICTD OR ICT4D_2022-03-20_20-01-08.xlsx
ICTD OR ICT4D_2022-03-20_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 21, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3JuegeO
@ictdtax
@ict4dconference
@techchange
@maxgallien
@sonja_ict4d
@daiglobal
@usaid
@rahmat_amiri
@a_a_jackson
@vvandenboogaard

Top hashtags:
#ict4d
#malaria
#digitaltransformation
#globaldev
#ai
#iwd2022
#digital
#kenya

Description:
Description
The graph represents a network of 364 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, 21 March 2022 at 03:01 UTC.

The requested start date was Monday, 21 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, 4-hour, 36-minute period from Monday, 07 March 2022 at 04:23 UTC to Sunday, 20 March 2022 at 09:00 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 : 364
Unique Edges : 345
Edges With Duplicates : 565
Total Edges : 910
Number of Edge Types : 5
Mentions : 181
Retweet : 225
MentionsInRetweet : 390
Tweet : 101
Replies to : 13
Self-Loops : 108
Reciprocated Vertex Pair Ratio : 0.0831600831600832
Reciprocated Edge Ratio : 0.153550863723608
Connected Components : 64
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 62
Maximum Edges in a Connected Component : 203
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.340175
Graph Density : 0.0039430266702994
Modularity : 0.52248
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 364 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, 21 March 2022 at 03:01 UTC.

The requested start date was Monday, 21 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, 4-hour, 36-minute period from Monday, 07 March 2022 at 04:23 UTC to Sunday, 20 March 2022 at 09:00 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/
[17] 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://thisisamos.com/2022/03/09/a-utility-bill/
[3] https://www.ictworks.org/african-government-internet-freedom-restrictions/#.YjIKCZ30Ou8.twitter
[3] https://thisisamos.com/2022/03/14/feeling-lost-but-talking-about-it-for-decades/
[2] https://www.universityworldnews.com/post.php?story=20220318062021430
[2] https://www.ictworks.org/infectious-disease-open-source-data-models/#.Yi7bbzsH1A0.twitter
[2] https://www.ictworks.org/digital-identity-african-countries/#.Yimpev4ChSg.twitter
[2] https://www.ictworks.org/usaid-rfs-digital-strategy-action-plan/#.YihVm-sgGgU.twitter

Top URLs in Tweet in G1:
[5] https://africacheck.org/fact-checks/reports/tax-incentives-cost-kenya-6-gdp-theres-no-global-standard
[2] https://www.ictd.ac/publication/digital-payments-taxation-factsheet-tanzania/
[2] https://www.ictd.ac/publication/digital-payments-taxation-factsheet-kenya/
[2] https://www.ictd.ac/blog/tax-justice-ground-up-interview-seatini-uganda/
[2] https://www.ictd.ac/publication/tax-governance-scarce-revenues/
[1] https://www.ictd.ac/publication/what-tax-expenditures-how-big-energy-related/
[1] https://twitter.com/EATGN/status/1504020604248379395
[1] https://www.ictd.ac/publication/should-governments-tax-digital-financial-services-research-agenda-understand-sector-specific-taxes-dfs/
[1] https://www.ictd.ac/news/job-opportunity-zambia-country-expert/
[1] https://www.ictd.ac/blog/inclusive-framework-tax-deal-interests-lower-income-countries/

Top URLs in Tweet in G2:
[17] https://www.ict4dconference.org/ict4d-malaria/
[2] https://www.ict4dconference.org/resources/podcast/
[2] https://dai-global-digital.com/cda-insights-2022-toward-ethical-artificial-intelligence-in-international-development.html
[1] https://dai-global-digital.com/strengthening-digital-ecosystems-with-paing-hein-htet.html
[1] https://dai-global-digital.com/the-rise-in-internet-shutdowns.html
[1] https://twitter.com/ICTforAg/status/1503589339409752066
[1] https://dai-global-digital.com/womenconnect-challenge-blog-series-strategy-1-changing-social-norms-and-cultural-perceptions.html
[1] https://twitter.com/scienceClub01/status/1483665650275045379
[1] https://sifted.eu/articles/how-to-help-ukraine-tech/

Top URLs in Tweet in G3:
[3] https://www.ictworks.org/african-government-internet-freedom-restrictions/#.YjIKCZ30Ou8.twitter
[2] https://www.ictworks.org/african-digital-climate-change-innovations/#.YiaAMoDLInU.twitter
[2] https://www.ictworks.org/usaid-rfs-digital-strategy-action-plan/#.YihVm-sgGgU.twitter
[2] https://www.ictworks.org/digital-identity-african-countries/#.Yimpev4ChSg.twitter
[2] https://www.ictworks.org/infectious-disease-open-source-data-models/#.Yi7bbzsH1A0.twitter
[2] https://www.ictworks.org/please-stop-publishing-to-pdf-graveyards/
[1] https://a4ai.org/mobile-data-cost-have-increased-making-internet-connectivity-unaffordable-for-many/
[1] https://ict4dblog.wordpress.com/2022/03/07/has-covid-19-deepened-gender-digital-divides-insights-from-platform-driven-agricultural-value-chains-in-kenya/
[1] https://www.ictworks.org/african-governments-illegal-digital-surveillance/
[1] https://www.ictworks.org/playbook-doing-data-science/

Top URLs in Tweet in G4:
[1] https://www.linkedin.com/feed/update/urn:li:share:6907333619065716736
[1] https://www.ebay.com/itm/194902711361?hash=item2d611b5c41%3Ag%3AASoAAOSwgg5iKQ7P&mkcid=1&mkrid=711-53200-19255-0&siteid=0&campid=5338752399&customid=&toolid=10001&mkevt=1
[1] https://partner.jica.go.jp/CareerPictureBookDetailView?intid=NT-0100
[1] https://www.geopoll.com/blog/cyclone-idai-data-mozambique/?utm_content=200666760&utm_medium=social&utm_source=twitter&hss_channel=tw-567609666
[1] https://a4ai.org/research/advancing-meaningful-connectivity-towards-active-and-participatory-digital-societies/
[1] http://ghana.jobrat.net/2022/03/12/ict4d-advisor/
[1] https://twitter.com/tomonarit/status/1502423571968458754
[1] https://www.scoop.it/topic/learning-technology/p/4129259168/2022/01/05/new-framework-understanding-social-media-conflict-and-resilience?utm_medium=social&utm_source=twitter
[1] https://twitter.com/NikPeachey/status/1478675812316553220/photo/1
[1] https://arxiv.org/abs/2108.09808v1

Top URLs in Tweet in G5:
[2] 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://www.tandfonline.com/doi/full/10.1080/02681102.2022.2046533?cookieSet=1
[1] https://think.taylorandfrancis.com/special_issues/information-technology/?utm_source=TFO&utm_medium=cms&utm_campaign=JPG15743
[1] https://www.ictd.ac/publication/digital-financial-services-digital-ids-what-potential-better-taxation-africa/
[1] https://twitter.com/infotechdev/status/1503281053540265986
[1] https://ifip94.wordpress.com/2021/01/15/call-for-papers-1st-ifip-9-4-virtual-conference-resilient-ict4d/

Top URLs in Tweet in G6:
[19] https://www.cumhuriyet.com.tr/

Top URLs in Tweet in G8:
[1] https://aidnography.blogspot.com/2022/03/development-ict4d-digital-communication-academia-link-review-438.html
[1] https://aidnography.blogspot.com/2022/03/development-ict4d-digital-communication-academia-link-review-437.html

Top Domains
Top Domains in Tweet in Entire Graph:
[21] ictworks.org
[19] com.tr
[19] ict4dconference.org
[18] ictd.ac
[15] thisisamos.com
[11] twitter.com
[7] ngotenders.net
[6] dai-global-digital.com
[5] africacheck.org
[4] wordpress.com

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

Top Domains in Tweet in G2:
[19] ict4dconference.org
[5] dai-global-digital.com
[2] twitter.com
[1] sifted.eu

Top Domains in Tweet in G3:
[21] ictworks.org
[1] a4ai.org
[1] wordpress.com
[1] mailchi.mp
[1] qz.com
[1] restofworld.org
[1] linkedin.com
[1] course.tc

Top Domains in Tweet in G4:
[7] ngotenders.net
[3] google.com
[3] sobiaonline.com
[3] co.uk
[2] linkedin.com
[2] twitter.com
[1] ebay.com
[1] go.jp
[1] geopoll.com
[1] a4ai.org

Top Domains in Tweet in G5:
[3] wordpress.com
[2] tandfonline.com
[1] taylorandfrancis.com
[1] ictd.ac
[1] twitter.com

Top Domains in Tweet in G6:
[19] com.tr

Top Domains in Tweet in G8:
[2] blogspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[124] ict4d
[20] malaria
[15] digitaltransformation
[13] globaldev
[13] ai
[12] iwd2022
[12] digital
[11] kenya
[10] tax
[10] sdgs



Top Hashtags in Tweet in G1:
[10] tax
[6] taxtwitter
[6] sdgs
[6] internationalwomensday
[6] gender
[5] kenya
[5] dfs
[5] opportunity
[4] mobilemoneytax
[4] digitax

Top Hashtags in Tweet in G2:
[32] ict4d
[20] malaria
[8] iwd2022
[6] globaldev
[6] ai
[4] digital
[4] digitalacceleration
[3] digitaldai
[2] gendergap
[2] podcast

Top Hashtags in Tweet in G3:
[28] ict4d
[4] digitaldev
[3] pdf
[2] opensource
[2] ai4good
[2] ictworks
[1] iwd2022
[1] agritech
[1] ict4ag
[1] tech4good

Top Hashtags in Tweet in G4:
[8] ict4d
[2] digitaldevelopment
[2] digitalhealth
[2] jaguar
[1] ictforag2022
[1] agriculture
[1] globaldevelopment
[1] whova
[1] 開発途上国
[1] it

Top Hashtags in Tweet in G5:
[7] ict4d
[5] digitalidentity
[3] data4dev
[2] ifip942022
[1] platforms4d

Top Hashtags in Tweet in G7:
[7] pladesalut
[1] tranformaciódigital
[1] salutdigital
[1] eltempsdesdecasatv3
[1] 324eltemps
[1] eltempstv3
[1] atenciointegrada
[1] pladesalutal
[1] referentbenestaremocional
[1] saludmental

Top Hashtags in Tweet in G8:
[6] globaldev

Top Hashtags in Tweet in G9:
[1] digitalemployability

Top Words
Top Words in Tweet in Entire Graph:
[124] #ict4d
[60] digital
[51] ict4d
[39] infotechdev
[35] ictdtax
[32] development
[31] women
[29] conference
[28] kenya
[28] submit

Top Words in Tweet in G1:
[35] ictdtax
[19] tax
[16] blog
[16] explores
[16] seatiniuganda
[15] interview
[15] jane
[15] nalunga
[15] quest
[12] delighted

Top Words in Tweet in G2:
[32] #ict4d
[23] ict4dconference
[20] #malaria
[20] april
[17] elimination
[16] conference
[16] 27
[16] 28
[16] free
[16] virtual

Top Words in Tweet in G3:
[28] #ict4d
[17] ict_works
[11] digital
[8] african
[8] wayan_vota
[6] apply
[6] usaid
[5] 000
[5] fortuny
[5] ncmart

Top Words in Tweet in G4:
[13] ict4d
[8] #ict4d
[8] ictd
[8] digital
[7] advisor
[7] fixed
[7] term
[7] valencia
[7] jobs
[7] ghana

Top Words in Tweet in G5:
[39] infotechdev
[26] submit
[18] abstract
[18] special
[18] issue
[14] ict4d
[13] feminist
[13] queer
[13] approaches
[12] still

Top Words in Tweet in G6:
[26] engel
[13] cumhuriyetgzt
[13] akp
[13] ve
[13] mhp'den
[13] ibb'ye
[13] üstüne
[4] tesadüfen
[4] tespit
[4] ediliyor

Top Words in Tweet in G7:
[7] jss_ictd
[7] salut
[7] #pladesalut
[7] gineremma
[6] sleep
[6] és
[4] ticsalut
[4] project
[4] 2021
[4] 2025

Top Words in Tweet in G8:
[6] #globaldev
[6] links
[6] feat
[4] archive
[4] aidnography
[3] 438
[3] akinom_ladnom
[3] lksriv
[3] a_goldsmith94
[3] bernardsnick

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 Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[18] submit,abstract
[18] abstract,infotechdev
[18] infotechdev,special
[18] special,issue
[16] #ict4d,#malaria
[16] #malaria,elimination
[16] elimination,conference
[16] conference,april
[16] april,27
[16] 27,28

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

Top Word Pairs in Tweet in G2:
[16] #ict4d,#malaria
[16] #malaria,elimination
[16] elimination,conference
[16] conference,april
[16] april,27
[16] 27,28
[16] 28,free
[16] free,virtual
[16] virtual,register
[11] ict4dconference,#ict4d

Top Word Pairs in Tweet in G3:
[8] #ict4d,ict_works
[4] #ict4d,wayan_vota
[4] wayan_vota,ict_works
[4] #ict4d,#digitaldev
[4] usaid,chemonics
[4] chemonics,deloitte
[4] deloitte,usaid_digital
[4] usaid_digital,globaldevlab
[4] globaldevlab,usaidinclusive
[4] usaidinclusive,ict_works

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

Top Word Pairs in Tweet in G5:
[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 G6:
[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
[4] tesadüfen,tespit
[4] tespit,ediliyor
[4] ediliyor,böbrek

Top Word Pairs in Tweet in G7:
[4] 2021,2025
[3] world,sleep
[3] sleep,day
[3] day,participating
[3] participating,kick
[3] kick,innobics
[3] innobics,sahs
[3] sahs,project
[3] project,diagnostic
[3] diagnostic,sleep

Top Word Pairs in Tweet in G8:
[6] #globaldev,links
[4] aidnography,#globaldev
[3] links,438
[3] 438,feat
[3] feat,akinom_ladnom
[3] akinom_ladnom,lksriv
[3] lksriv,a_goldsmith94
[3] a_goldsmith94,bernardsnick
[3] bernardsnick,patrickmeier
[3] patrickmeier,sahelblog

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

Top Mentioned in G1:
@ictdtax
@seatiniuganda
@vvandenboogaard
@rachelwbeach
@seatiniu
@giulia_mascagni
@marynabhan
@seatini
@adrienne_lees
@ddorisakol

Top Mentioned in G2:
@ict4dconference
@ak
@daiglobal
@sonja_ict4d
@crs_expertise
@akros_global
@ifrc
@blsqhub
@dimagi

Top Mentioned in G3:
@ict_works
@wayan_vota
@fortuny
@ncmart
@chemonics
@deloitte
@usaid_digital
@globaldevlab
@usaidinclusive
@thesiliconhill

Top Mentioned in G5:
@infotechdev
@ifip_94
@saraksha
@ayushitandon
@thisis_cw
@silviahedley
@empo11on

Top Mentioned in G6:
@cumhuriyetgzt
@cumhuriyetyasam
@7ecf352121c84ef

Top Mentioned in G7:
@gineremma
@ticsalut
@jss_ictd
@kateraworth
@icscat
@idibgi
@eithealth
@abcallado
@ainaplaza
@nriatuset1

Top Mentioned in G8:
@aidnography
@akinom_ladnom
@lksriv
@a_goldsmith94
@bernardsnick
@patrickmeier
@sahelblog
@thinink
@gloria_novovic
@nilchristopher

Top Mentioned in G9:
@kibetbenard_

Top Mentioned in G10:
@makerere
@makererenews
@dos_makerere
@makcocis
@makcedat
@makererechs
@makererelaw
@makererechuss
@makconas
@makcovab

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@cumhuriyetgzt
@azuerbot
@rahul05ranjan
@designthinkbot
@getiftech
@teddyeugene
@academicchatter
@pcdnetwork
@smartecocity

Top Tweeters in G1:
@sdgsbot
@worldbank
@kera_legendary
@ids_uk
@rac
@imfnews
@n_pushkareva
@vl91548489
@markbohlund
@seatiniuganda

Top Tweeters in G2:
@smartecocity
@markderiz
@subkrishnarao
@usaid
@phat_controller
@daiglobal
@ifrc
@gsma
@uncdfdigital
@crs_expertise

Top Tweeters in G3:
@pcdnetwork
@thesiliconhill
@fortuny
@awatila
@cgdev
@hapeeg
@wayan_vota
@techchange
@deloitte
@de

Top Tweeters in G4:
@davewiner
@tendersngo
@sifiro
@bikes_cycling
@nikpeachey
@weblearning
@lcptuk
@soniaa4ai
@eduardelatorre
@alabriqu

Top Tweeters in G5:
@giuliowolfe
@eventcentralme
@paulnaish78
@hasterly
@nacikarkin
@linnetelwin
@silviahedley
@empo11on
@saraksha
@serhancalhan

Top Tweeters in G6:
@cumhuriyetgzt
@firattwi
@7ecf352121c84ef
@latifeussaki
@bayramnazmi
@tivist_5834
@hsyn_uncu
@soner_yldm
@boyyakup
@almamtalat

Top Tweeters in G7:
@icscat
@salutcat
@aquascat
@kateraworth
@ticsalut
@coecdentista
@eithealth
@ritapuigsoler80
@idibgi
@ainaplaza

Top Tweeters in G8:
@lksriv
@thinink
@patrickmeier
@sahelblog
@tompaulson
@aidnography
@ispeakafrica
@nilchristopher
@gloria_novovic
@mahcomdev

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

Top Tweeters in G10:
@kiapikfreddie76
@dictsmakerere
@makerere
@makcocis
@makererenews
@makconas
@makererechuss
@makererechs
@makererelaw
@makcedat


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