ICTD OR ICT4D, Twitter, 12/26/2022 4:36:51 AM, 286976


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ICTD OR ICT4D_2022-12-25_20-30-00.xlsx
ICTD OR ICT4D_2022-12-25_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 26, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3hQcb4m
@ictdtax
@gdinclusion
@aidnography
@ncmart
@ict4dconference
@ifip_94
@usaid
@ict_works
@silviahedley
@sonja_ict4d

Top hashtags:
#ict4d
#southafrica
#dialogueavec
#uhcday
#globaldev
#icis2022
#tax
#نتصدر_المشهد

Description:
Description
The graph represents a network of 249 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, 26 December 2022 at 04:30 UTC.

The requested start date was Monday, 26 December 2022 at 01:01 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, 3-hour, 17-minute period from Monday, 12 December 2022 at 06:53 UTC to Saturday, 24 December 2022 at 10:11 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 : 249
Unique Edges : 235
Edges With Duplicates : 275
Total Edges : 510
Number of Edge Types : 5
Retweet : 114
MentionsInRetweet : 216
Mentions : 119
Tweet : 58
Replies to : 3
Self-Loops : 58
Reciprocated Vertex Pair Ratio : 0.0602006688963211
Reciprocated Edge Ratio : 0.113564668769716
Connected Components : 48
Single-Vertex Connected Components : 15
Maximum Vertices in a Connected Component : 22
Maximum Edges in a Connected Component : 69
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 1.795345
Graph Density : 0.00513343697370126
Modularity : 0.596973
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 249 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, 26 December 2022 at 04:30 UTC.

The requested start date was Monday, 26 December 2022 at 01:01 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, 3-hour, 17-minute period from Monday, 12 December 2022 at 06:53 UTC to Saturday, 24 December 2022 at 10:11 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:
[5] https://ict4d.org.uk/migrant-videos-from-south-africa/
[3] https://eti.ae/ICtD
[3] https://aidnography.blogspot.com/2022/12/development-ict4d-digital-communication-academia-link-review-465.html
[2] https://www.ict4d.at/2022/12/vision-meeting-and-general-assembly-2022/
[2] https://www.thenews.com.pk/print/1017504-
[2] https://www.trufi-association.org/volunteer-of-the-month-nicole-siggins/?utm_source=twitter&utm_medium=twitter&utm_campaign=social&utm_content=Volunteer%2520of%2520the%2520Month%253A%2520Nicole%2520Siggins
[2] https://eti.ae/ICTd
[2] https://mailchi.mp/technologysalon/washingtondc-salon-2466817
[2] http://www.ictworks.org/african-climate-adaptation-data-research/#.Y6B0N559Sww.twitter
[2] http://www.ictworks.org/global-digital-development-forum-2023/#.Y5wKdWtbo11.twitter

Top URLs in Tweet in G1:
[1] https://www.ictd.ac/news/expression-interest-recruitment-logri-programme/
[1] https://www.ictd.ac/publication/introduction-digital-tax-payment-systems-low-middle-income-countries/?utm_content=buffer6a682&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/data-management-senegalese-tax-authority-insights-long-term-research-collaboration/?utm_content=bufferec750&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/digital-financial-services-digital-ids-potential-better-taxation-africa-rib/?utm_content=buffer62248&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/understanding-political-economy-south-africas-carbon-tax-rib/?utm_content=buffere52cc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/?utm_content=buffera00e7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/small-nets-big-fish-tax-enforcement-richest-evidence-uganda-rib/?utm_content=bufferb0286&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/digital-financial-services-digital-ids-potential-better-taxation-africa-rib/
[1] https://www.ictd.ac/blog/how-should-africas-digital-payments-be-taxed/
[1] https://www.ictd.ac/publication/introduction-digital-tax-payment-systems-low-middle-income-countries/

Top URLs in Tweet in G4:
[3] https://aidnography.blogspot.com/2022/12/development-ict4d-digital-communication-academia-link-review-465.html
[1] https://aidnography.blogspot.com/2022/12/development-ict4d-digital-communication-academia-link-review-466.html

Top URLs in Tweet in G5:
[2] https://mailchi.mp/technologysalon/washingtondc-salon-2466817
[2] https://www.ictworks.org/technology-and-disempowerment/
[2] http://www.ictworks.org/african-climate-adaptation-data-research/#.Y6B0N559Sww.twitter
[2] https://www.ictworks.org/climate-change-resilience-solutions/#.Y5bPyljxGOY.twitter
[2] http://www.ictworks.org/global-digital-development-forum-2023/#.Y5wKdWtbo11.twitter
[1] https://www.ictworks.org/deploy-machine-learning/
[1] https://mailchi.mp/ict4djobs/weekly-jobs-email-2664101
[1] https://www.ipsnews.net/2022/12/digital-divide-africa-least-connected-60-percent-population-offline/
[1] https://genderit.org/feminist-talk/womens-community-radio-how-islanders-and-mountain-residents-are-coping-impact-covid-19
[1] https://ict4dblog.wordpress.com/2022/12/13/development-transformation-as-the-goal-for-digital-transformation/

Top URLs in Tweet in G6:
[2] http://www.fao.org/documents/card/en/c/cc2912en
[1] https://www.ict4dconference.org/ict4d-malaria/recordings/
[1] https://www.vivaxmalaria.org/resources/from-science-to-real-life-tackling-relapsing-malaria-in-the-amazon
[1] https://twitter.com/CRS_Expertise/status/1600784501856432128

Top URLs in Tweet in G8:
[1] https://www.unjobnet.org/jobs/detail/51618096
[1] https://aida.tools/services
[1] https://twitter.com/AIDA_Platform/status/1602585973715619841
[1] https://webmo.info/en?utm_content=buffera3481&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://webmo.info/fr/features?utm_content=buffer9c573&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.unapcict.org/resources/ictd-infobank/scenarios-future-technology-and-international-development
[1] https://www.linkedin.com/posts/abdoulaye_digitalagriculture-ict4d-datamanagement-activity-7009999209974124544-NAlg?utm_source=share&utm_medium=member_android
[1] https://www.linkedin.com/posts/activity-7010396426480345088-iCtd?utm_source=post_nba&utm_medium=member_ios&utm_campaign=share_via
[1] https://youtu.be/-bvJZBv7yeA
[1] https://ictdistribution.net/kh/blog/2022/12/16/10-best-enterprise-networking-companies/

Top URLs in Tweet in G9:
[1] https://think.taylorandfrancis.com/special_issues/digital-platforms-business-models-institutional-voids-trust-behaviours-design/
[1] https://twitter.com/silviahedley/status/1602620072123564038
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2103951?cookieSet=1

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[61] ict4d
[8] southafrica
[7] dialogueavec
[6] uhcday
[6] globaldev
[6] icis2022
[6] tax
[5] نتصدر_المشهد
[5] healthforall
[5] malaria



Top Hashtags in Tweet in G1:
[7] southafrica
[6] tax
[4] research
[2] africa
[2] uganda
[1] taxreformug
[1] fsdstrategyug
[1] taxpayers
[1] casestudy
[1] senegal

Top Hashtags in Tweet in G3:
[2] ict4d
[1] globaldev
[1] globalhealth
[1] gdhf2019

Top Hashtags in Tweet in G4:
[4] globaldev

Top Hashtags in Tweet in G5:
[16] ict4d
[2] techsalon
[2] tech4good
[1] ai4good
[1] digitaldev
[1] africa

Top Hashtags in Tweet in G6:
[6] uhcday
[5] healthforall
[5] malaria
[5] agriculture
[4] icymi
[4] foodcrisis
[4] podcast
[4] automation
[4] digitalization
[4] precision

Top Hashtags in Tweet in G7:
[1] ict4d
[1] cooperation

Top Hashtags in Tweet in G8:
[3] ict4d
[2] monitoring
[2] developmentcooperation
[2] webmo
[2] ictd
[1] iati
[1] dataservices
[1] opendata
[1] devcoop
[1] data4sdgs

Top Hashtags in Tweet in G9:
[7] ict4d
[6] icis2022
[2] latinamerica
[1] sigglobdev
[1] openaccess

Top Hashtags in Tweet in G10:
[7] dialogueavec

Top Words
Top Words in Tweet in Entire Graph:
[61] #ict4d
[58] digital
[38] ict4d
[36] tech
[32] development
[20] please
[20] amb
[20] research
[20] tax
[19] love

Top Words in Tweet in G1:
[20] tax
[19] ictdtax
[16] brief
[12] africa
[12] research
[8] digital
[8] country
[7] carbon
[7] enacted
[7] #southafrica

Top Words in Tweet in G2:
[18] digital
[17] development
[17] covering
[17] message
[17] please
[17] ict4d
[17] send
[17] journalist
[17] tech
[17] love

Top Words in Tweet in G3:
[6] health
[6] looking
[6] global
[6] job
[6] leading
[6] insights
[6] follow
[6] orgs
[6] 10
[6] jhpiego

Top Words in Tweet in G4:
[4] feat
[4] more
[4] links
[4] #globaldev
[4] many
[3] 465
[2] vchadw
[2] tom_wein
[2] kathart04
[2] rkluijver

Top Words in Tweet in G5:
[16] #ict4d
[7] wayan_vota
[6] ict_works
[5] apply
[4] digital
[4] 2023
[4] cinalawson
[4] 000
[4] climate
[3] data

Top Words in Tweet in G6:
[13] tech
[9] ict4dconference
[8] digital
[6] #uhcday
[5] learn
[5] #healthforall
[5] #malaria
[5] #agriculture
[4] #foodcrisis
[4] recordings

Top Words in Tweet in G7:
[20] amb
[10] col
[10] laborar
[10] fme_upc
[10] superproductiva
[10] aucoop_upc
[10] upcalumni
[10] fib_upc
[10] upctelecos
[10] preparant

Top Words in Tweet in G8:
[11] ictd
[6] digital
[5] valencia
[5] spain
[4] data
[4] core
[4] time
[3] specialist
[3] #ict4d
[3] djy9122

Top Words in Tweet in G9:
[7] #ict4d
[6] #icis2022
[5] research
[4] infotechdev
[4] ifip_94
[3] great
[3] generations
[3] support
[3] digitisation
[3] researchers

Top Words in Tweet in G10:
[14] phd
[7] coopération
[7] ict4d
[7] relations
[7] venez
[7] politiques
[7] #dialogueavec
[7] sergelaurens_
[7] participer
[7] sociologie

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[19] digital,development
[17] tech,ict4d
[17] development,please
[17] ict4d,digital
[17] journalist,covering
[17] please,reach
[17] covering,tech
[17] reach,send
[17] message,love
[17] send,message

Top Word Pairs in Tweet in G1:
[9] research,brief
[7] tax,research
[7] country,sub
[7] enacted,carbon
[7] africa,enacted
[7] saharan,africa
[7] #southafrica,country
[7] carbon,tax
[7] brief,#southafrica
[7] sub,saharan

Top Word Pairs in Tweet in G2:
[17] message,love
[17] ict4d,digital
[17] reach,send
[17] please,reach
[17] covering,tech
[17] journalist,covering
[17] digital,development
[17] send,message
[17] development,please
[17] tech,ict4d

Top Word Pairs in Tweet in G3:
[6] job,global
[6] orgs,follow
[6] 10,leading
[6] leading,orgs
[6] health,10
[6] insights,jhpiego
[6] looking,job
[6] global,health
[6] jobs,insights
[6] follow,jobs

Top Word Pairs in Tweet in G4:
[4] #globaldev,links
[4] many,more
[3] links,465
[3] 465,feat
[2] vchadw,tom_wein
[2] rkluijver,many
[2] tom_wein,rkluijver
[2] kathart04,vchadw
[2] feat,kathart04

Top Word Pairs in Tweet in G5:
[6] wayan_vota,ict_works
[6] #ict4d,wayan_vota
[4] 2023,#ict4d
[2] csis_ppd,cinalawson
[2] apply,100
[2] topic,ideas
[2] apply,200
[2] suggest,tech
[2] tech,salon
[2] dis,empowerment

Top Word Pairs in Tweet in G6:
[8] digital,tech
[4] finalizing,next
[4] #malaria,elimination
[4] call,speakers
[4] tech,#foodcrisis
[4] #icymi,learn
[4] supporting,#malaria
[4] #healthforall,#icymi
[4] happy,#uhcday
[4] tech,supporting

Top Word Pairs in Tweet in G7:
[10] projectes,amb
[10] amb,fib_upc
[10] laborar,amb
[10] fib_upc,upctelecos
[10] fme_upc,upcalumni
[10] reunió,aucoop_upc
[10] preparant,projectes
[10] upcalumni,col
[10] col,laborar
[10] upctelecos,fme_upc

Top Word Pairs in Tweet in G8:
[5] valencia,spain
[4] digital,core
[4] ictd,digital
[3] core,valencia
[2] accessibility,expert
[2] g6,ft
[2] ictd,remote
[2] ft,#122406
[2] specialist,application
[2] part,time

Top Word Pairs in Tweet in G9:
[3] researchers,make
[3] generations,refugees
[3] digitisation,support
[3] research,researchers
[3] refugees,research
[3] support,generations
[3] today,#icis2022
[3] make,difference
[3] #icis2022,digitisation
[2] presentations,#icis2022

Top Word Pairs in Tweet in G10:
[7] sociologie,ict4d
[7] phd,sociologie
[7] venez,participer
[7] relations,coopération
[7] participer,#dialogueavec
[7] sergelaurens_,phd
[7] ict4d,relations
[7] phd,sciences
[7] #dialogueavec,sergelaurens_
[7] politiques,phd

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ictdtax
@gdinclusion
@aucoop_upc
@fib_upc
@upctelecos
@fme_upc
@upcalumni
@ict4dconference
@evavidaleva
@wayan_vota

Top Mentioned in G1:
@ictdtax
@ids_uk
@seatiniuganda
@nssfug
@cmauganda
@mofpedu
@odi_global
@urauganda
@theifs

Top Mentioned in G2:
@gdinclusion

Top Mentioned in G3:
@jhpiego
@ncmart
@pat
@pathtweets
@jsihealth
@imc_worldwide
@pathfinderint
@intrahealth
@msf_usa
@pih

Top Mentioned in G4:
@kathart04
@vchadw
@tom_wein
@rkluijver
@jessicaobert
@amrutabyatnal
@frangirling1
@huiyuanliu
@r_reboredo1
@rstatecraft

Top Mentioned in G5:
@wayan_vota
@ict_works
@fortuny
@usaid
@csis_ppd
@cinalawson
@numeriquetg
@briebrunnin
@google
@cmitchellburns

Top Mentioned in G6:
@ict4dconference
@sonja_ict4d
@medsformalaria
@fao
@iapad
@crs_expertise
@joyphumaphi_
@alma_2030
@noorabdisalan
@who

Top Mentioned in G7:
@aucoop_upc
@fib_upc
@upctelecos
@fme_upc
@upcalumni
@evavidaleva
@nasco_ict
@alegriaambgambo
@openarms_fund

Top Mentioned in G8:
@robkirabo

Top Mentioned in G9:
@ifip_94
@infotechdev
@carolinekhene
@carlabonina
@nyame_asiamah
@safaa_abujarour
@shailamiranda
@fscrollini
@silviahedley

Top Mentioned in G10:
@sergelaurens_
@parlementpop

Top Tweeters
Top Tweeters in Entire Graph:
@aletihadae
@moinsoumus
@thestarkenya
@kanisha29877759
@ihabfawzi1
@madhavanpallan
@techinjektion
@google
@faryus88
@mgg_2012

Top Tweeters in G1:
@i_a_p_1494
@urauganda
@mschimezie
@nssfug
@ids_uk
@odi_global
@mike_amanpene
@seatiniuganda
@theifs
@johnoduk11

Top Tweeters in G2:
@madhavanpallan
@hepal
@chenaiie
@soniajorgeict4d
@marielzatalks
@judyalice_k
@thembiterry
@mosesowiny
@kdi_kenya
@rashidally019

Top Tweeters in G3:
@faryus88
@pat
@msf_usa
@jhpiego
@nishantachavan
@jsihealth
@imc_worldwide
@intrahealth
@mshhealthimpact
@pih

Top Tweeters in G4:
@tom_wein
@rstatecraft
@aidnography
@willrworley
@connellyandrew
@amrutabyatnal
@orlaguerin
@kristoftiteca
@vchadw
@readelev

Top Tweeters in G5:
@google
@fortuny
@csis
@mastercard
@usaid
@wayan_vota
@ict_works
@csis_ppd
@siobhangreen
@cinalawson

Top Tweeters in G6:
@who
@fao
@crsnews
@crs_expertise
@hatimsusan
@iapad
@medsformalaria
@hereissimone
@ict4dconference
@alma_2030

Top Tweeters in G7:
@mgg_2012
@openarms_fund
@fib_upc
@ngarridosoriano
@nuriacastell_a
@fme_upc
@alegriaambgambo
@upcalumni
@ccdupc
@upctelecos

Top Tweeters in G8:
@kanisha29877759
@alyssapaolaa
@berniemendez
@ngotendersjobs
@yan43111361
@forrestthump
@lunas_grandma
@unjobnet
@robkirabo
@epediaconsult

Top Tweeters in G9:
@granichs
@fscrollini
@silviahedley
@carlabonina
@ifip_94
@dmu_ccsr
@infotechdev
@carolinekhene
@aiswn_ais
@ecoldigitales

Top Tweeters in G10:
@moinsoumus
@elianefines
@sergelaurens_
@claudienola
@oihanakinka
@vertnaif
@jordymayuba
@parlementpop


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