ICTD OR ICT4D, Twitter, 3/7/2022 4:20:16 AM, 272673


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ICTD OR ICT4D_2022-03-06_20-01-08.xlsx
ICTD OR ICT4D_2022-03-06_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 07, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3vJXd4s
@ictdtax
@daiglobal
@gatesfoundation
@didierpjacobs
@ifip_94
@steveug
@silviahedley
@ehayesdekalaf
@pj_wall
@corradotopi

Top hashtags:
#ict4d
#digitaltransformation
#ict4e
#designthinking
#digital
#restlessteachers

Description:
Description
The graph represents a network of 320 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, 07 March 2022 at 04:01 UTC.

The requested start date was Monday, 07 March 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 11-day, 5-hour, 17-minute period from Monday, 21 February 2022 at 04:34 UTC to Friday, 04 March 2022 at 09:52 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 : 320
Unique Edges : 231
Edges With Duplicates : 495
Total Edges : 726
Number of Edge Types : 5
Mentions : 166
Retweet : 193
MentionsInRetweet : 283
Tweet : 77
Replies to : 7
Self-Loops : 83
Reciprocated Vertex Pair Ratio : 0.0674157303370786
Reciprocated Edge Ratio : 0.126315789473684
Connected Components : 54
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 47
Maximum Edges in a Connected Component : 112
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.636486
Graph Density : 0.00372257053291536
Modularity : 0.498708
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 320 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, 07 March 2022 at 04:01 UTC.

The requested start date was Monday, 07 March 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 11-day, 5-hour, 17-minute period from Monday, 21 February 2022 at 04:34 UTC to Friday, 04 March 2022 at 09:52 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.ictd.ac/publication/taliban-taxation-afghanistan/
[7] https://thisisamos.com/2022/03/02/what-happens-if-we-get-it-wrong/
[6] https://www.ictd.ac/publication/beyond-greed-why-armed-groups-tax/
[4] https://thisisamos.com/2022/02/25/do-the-next-thing/
[3] https://aidnography.blogspot.com/2022/02/development-ict4d-digital-communication-academia-link-review-436.html
[3] https://www.omdena.com/
[3] https://www.ictworks.org/constraints-youth-internet-services-usage/#.Yh8bhTtCiFt.twitter
[3] https://qz.com/2121509/text-messages-can-nudge-people-to-get-covid-vaccines/
[2] https://www.ictd.ac/publication/digital-financial-services-digital-ids-what-potential-better-taxation-africa/
[2] https://www.ictworks.org/close-the-digital-divide-in-morocco-and-india/#.Yhx49Z4nLXQ.twitter

Top URLs in Tweet in G1:
[1] https://think.taylorandfrancis.com/special_issues/local-social-processes-ict4d-research/
[1] https://ifip94.wordpress.com/2022/02/09/call-for-panels-ifip-9-4-conference-25-27-may-2022/
[1] https://twitter.com/ifip_94/status/1498576142038622213
[1] https://easychair.org/cfp/IDIA2022

Top URLs in Tweet in G2:
[1] https://twitter.com/OgwalOfficial/status/1496065532205879301
[1] https://twitter.com/mrogers4christ/status/1496366314071511044
[1] https://twitter.com/immy_happy/status/1496854400610050049

Top URLs in Tweet in G3:
[3] https://www.omdena.com/
[2] https://omdena.com/events/how-to-overcome-challenges-with-implementation-launch-of-data-ai-products/

Top URLs in Tweet in G4:
[7] https://www.ictd.ac/publication/taliban-taxation-afghanistan/
[4] https://www.ictd.ac/publication/beyond-greed-why-armed-groups-tax/
[2] https://www.ictd.ac/publication/digital-financial-services-digital-ids-what-potential-better-taxation-africa/
[1] https://www.ictd.ac/news/remembrance-agnes-kanyangeyo/
[1] https://www.ictd.ac/publication/whats-catch-fiscal-policies-fisheries-five-african-countries/
[1] https://twitter.com/MaxGallien/status/1496411489397317633
[1] https://www.ictd.ac/publication/promise-limitations-information-technology-tax-mobilisation/
[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/call-research-proposals-digital-financial-services-taxation/
[1] https://www.ictd.ac/programme/digitax/

Top URLs in Tweet in G5:
[3] https://aidnography.blogspot.com/2022/02/development-ict4d-digital-communication-academia-link-review-436.html
[1] https://aidnography.blogspot.com/2022/02/development-ict4d-digital-communication-academia-link-review-435.html

Top URLs in Tweet in G6:
[1] https://www.dai.com/our-work/solutions/digital-acceleration-solutions/msme-study
[1] https://dai-global-digital.com/the-rise-in-internet-shutdowns.html
[1] https://dai-global-digital.com/apply-now-sardi-sme-cybersecurity-awareness-campaign-design-and-implementation.html
[1] https://dai-global-digital.com/apply-now-support-usaid-and-the-bill-and-melinda-gates-foundation-assess-the-implications-of-artificial-intelligence-and-automation-on-employment-and-inclusive-economic-development-in-agri-food-systems.html
[1] https://dai-global-digital.com/shaping-history-innovative-leaders-driving-digital-transformation-dr-joy-buolamwini.html
[1] https://docs.google.com/forms/d/e/1FAIpQLSfj3E37R3myN2zCaoRmClF4tK8EWqTj9CAqy2cBXPuoSPoL9g/viewform?usp=sf_link

Top URLs in Tweet in G7:
[2] https://ict4d.org.uk/
[2] https://www.facebook.com/groups/2553350463/about/
[1] https://twitter.com/mulegirl/status/1495459647112708099
[1] https://webmo.info/?utm_content=buffer7f145&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://webmo.info/?utm_content=buffer63f06&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/at-table-off-menu-assessing-participation-lower-income-countries-global-tax-negotiations/
[1] https://africa-agriexpo.com/registration.html
[1] https://theconversation.com/for-workers-in-africa-the-digital-economy-isnt-all-its-made-out-to-be-176724
[1] https://www.ict4dconference.org/program/ict4d-partnership/
[1] https://ntchito.com/job/consultancy-data-engineer-ictd-digital-core-valencia-spain-remote-based/

Top URLs in Tweet in G8:
[3] https://www.ictworks.org/constraints-youth-internet-services-usage/#.Yh8bhTtCiFt.twitter
[3] https://qz.com/2121509/text-messages-can-nudge-people-to-get-covid-vaccines/
[2] https://www.ictworks.org/close-the-digital-divide-in-morocco-and-india/#.Yhx49Z4nLXQ.twitter
[2] https://www.ictworks.org/cryptocurrency-for-blockchain-social-impact-solutions/#.YhMt2jQ7aYs.twitter
[2] https://www.ictworks.org/un-principles-for-responsible-digital-payments/#.YhXXliTvEKc.twitter
[2] https://www.ictworks.org/register-now-gender-data-for-global-development-online-course/#.YhcioR55KR4.twitter
[2] https://www.ictworks.org/global-public-goods-guidebook/#.YiDsa6Nhf5s.twitter
[2] https://www.ictworks.org/register-now-gender-data-for-global-development-online-course/
[2] https://mailchi.mp/ict4djobs/weekly-jobs-email-2664041
[2] https://restofworld.org/2022/humanitarian-organizations-hack/?utm_source=feedly&utm_medium=rss&utm_campaign=feeds

Top URLs in Tweet in G10:
[1] https://twitter.com/ICTD_fr/status/1487104824390955015
[1] https://www.youtube.com/watch?v=c5etZD1HDGE&feature=youtu.be

[1] http://www.cres-programmesante.org/fr/renforcement-de-capacites-et-de-plaidoyer-pour-une-application-des-directives-sur-les-produits-du-tabac/
[1] https://www.ictd.ac/tobacco
[1] https://twitter.com/crescontact/status/1496810637376249860

Top Domains
Top Domains in Tweet in Entire Graph:
[26] ictd.ac
[22] ictworks.org
[20] twitter.com
[20] thisisamos.com
[5] omdena.com
[4] ngotenders.net
[4] dai-global-digital.com
[4] blogspot.com
[3] youtube.com
[3] org.uk

Top Domains in Tweet in G1:
[1] taylorandfrancis.com
[1] wordpress.com
[1] twitter.com
[1] easychair.org

Top Domains in Tweet in G2:
[3] twitter.com

Top Domains in Tweet in G3:
[5] omdena.com

Top Domains in Tweet in G4:
[19] ictd.ac
[1] twitter.com

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

Top Domains in Tweet in G6:
[4] dai-global-digital.com
[1] dai.com
[1] google.com

Top Domains in Tweet in G7:
[4] ngotenders.net
[3] facebook.com
[2] twitter.com
[2] webmo.info
[2] org.uk
[1] ictd.ac
[1] africa-agriexpo.com
[1] theconversation.com
[1] ict4dconference.org
[1] ntchito.com

Top Domains in Tweet in G8:
[22] ictworks.org
[3] qz.com
[2] mailchi.mp
[2] restofworld.org
[2] a4ai.org
[2] lirneasia.net
[1] cipesa.org
[1] engineeringforchange.org
[1] dimagi.com
[1] chemonics.com

Top Domains in Tweet in G10:
[2] twitter.com
[1] youtube.com
[1] cres-programmesante.org
[1] ictd.ac

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[152] ict4d
[22] digitaltransformation
[17] ict4e
[16] designthinking
[14] digital
[14] restlessteachers
[14] victorpapanek
[13] financialinclusion
[12] edtech
[12] uxdesign



Top Hashtags in Tweet in G1:
[30] ict4d
[16] designthinking
[14] victorpapanek
[12] uxdesign
[12] productdesign
[5] consciousdesign
[5] industrialdesign
[5] designresearch
[5] designers
[5] globalgoals

Top Hashtags in Tweet in G2:
[17] ict4d
[17] ict4e
[14] restlessteachers
[11] edtech
[2] iwd2022
[2] digitalambassador
[2] womenintech
[2] mondaystarter
[1] nabbingo
[1] womensday

Top Hashtags in Tweet in G3:
[5] ai
[3] ict4d
[3] machinelearning
[2] openstreetmap
[2] techforgood
[2] ngos
[2] dataforgood
[2] deeplearning
[1] sdgs
[1] environment

Top Hashtags in Tweet in G4:
[7] research
[6] taxation
[4] mobilemoney
[3] africa
[3] tax
[3] dfs
[3] digital
[3] digitalidentity
[2] policybrief
[2] openaccess

Top Hashtags in Tweet in G5:
[7] globaldev

Top Hashtags in Tweet in G6:
[9] digitaldai
[8] digital
[5] ict4d
[5] blackhistorymonth
[2] digitalacceleration
[2] rfp
[2] artificialintelligence
[2] ai
[2] gddf2022
[1] smes

Top Hashtags in Tweet in G7:
[5] ict4d
[2] monitoring
[2] evaluation
[2] free
[2] developmentcooperation
[2] webmo
[1] aae2022
[1] randomchititles
[1] ict4djapan
[1] event

Top Hashtags in Tweet in G8:
[39] ict4d
[5] digitalhealth
[5] mhealth
[2] digitaldev
[2] ict4ag
[2] agritech
[2] hacked
[2] satellite
[1] disinformation
[1] fintech

Top Hashtags in Tweet in G9:
[13] financialinclusion
[1] innovationchalleng
[1] equality
[1] digitalinnovation
[1] tech4good
[1] ict4d
[1] fintech

Top Hashtags in Tweet in G10:
[2] taxes
[2] tobacco
[2] africa
[1] digitax
[1] taxation
[1] tabac
[1] kebetu
[1] cedeao
[1] uemoa
[1] tax4dev

Top Words
Top Words in Tweet in Entire Graph:
[152] #ict4d
[37] development
[35] digital
[34] data
[34] conference
[29] more
[29] ict4d
[25] paper
[25] global
[25] social

Top Words in Tweet in G1:
[30] #ict4d
[24] conference
[21] deadline
[18] social
[17] infotechdev
[16] #designthinking
[15] designrealworld
[14] #victorpapanek
[12] #uxdesign
[12] #productdesign

Top Words in Tweet in G2:
[17] #ict4d
[17] #ict4e
[15] steveug
[14] class
[14] #restlessteachers
[13] computer
[12] one
[11] #edtech
[9] ictteachersug
[9] ogwalofficial

Top Words in Tweet in G3:
[10] ai
[9] omdenaai
[7] overcome
[7] challenges
[7] data
[7] products
[7] special
[7] event
[7] case
[7] studies

Top Words in Tweet in G4:
[20] ictdtax
[11] taliban
[10] paper
[10] digital
[10] afghanistan
[9] financial
[9] services
[7] #research
[6] read
[6] #taxation

Top Words in Tweet in G5:
[8] links
[7] #globaldev
[7] feat
[7] many
[7] more
[6] 436
[5] aidnography
[4] devorahwest
[4] elayzabeth
[4] francesleach_

Top Words in Tweet in G6:
[9] #digitaldai
[8] #digital
[8] internet
[8] daiglobal
[6] during
[6] leaders
[5] #ict4d
[5] launching
[5] series
[5] #blackhistorymonth

Top Words in Tweet in G7:
[11] ict4d
[9] development
[5] #ict4d
[4] practitioners
[4] register
[4] ictd
[4] group
[4] information
[4] communication
[4] technologies

Top Words in Tweet in G8:
[39] #ict4d
[15] ict_works
[10] digital
[10] wayan_vota
[9] apply
[8] fortuny
[7] data
[6] global
[6] development
[5] dream

Top Words in Tweet in G9:
[13] #financialinclusion
[12] meet
[12] winners
[12] innovation
[12] challenge
[12] ghana
[12] jiditrust
[12] bethniel
[12] finance
[12] tuusor

Top Words in Tweet in G10:
[8] renforcement
[8] capacités
[8] plaidoyer
[8] application
[6] national
[6] faveur
[6] effective
[6] crescontact
[5] directives
[5] atelier

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[19] #ict4d,#digitaltransformation
[14] #designthinking,#victorpapanek
[12] #ict4d,#ict4e
[12] meet,winners
[12] winners,innovation
[12] innovation,challenge
[12] challenge,ghana
[12] ghana,#financialinclusion
[12] #financialinclusion,jiditrust
[12] jiditrust,bethniel

Top Word Pairs in Tweet in G1:
[14] #designthinking,#victorpapanek
[12] #victorpapanek,#uxdesign
[12] #uxdesign,#ict4d
[12] #ict4d,#productdesign
[10] panel,proposals
[9] reminder,deadline
[9] deadline,infotechdev
[9] infotechdev,special
[9] special,issue
[9] issue,understanding

Top Word Pairs in Tweet in G2:
[12] #ict4d,#ict4e
[8] computer,labs
[7] class,putting
[7] putting,computer
[7] labs,right
[7] right,ogwalofficial
[7] ogwalofficial,mrogers4christ
[6] steveug,class
[6] mrogers4christ,#restlessteach
[5] #ict4e,#ict4d

Top Word Pairs in Tweet in G3:
[7] overcome,challenges
[7] data,ai
[7] ai,products
[7] special,event
[7] event,case
[7] case,studies
[7] studies,soscj
[5] omdenaai,overcome
[4] soscj,hotosm
[4] challenges,implementation

Top Word Pairs in Tweet in G4:
[9] financial,services
[6] digital,financial
[6] remarkably,state
[6] before,taking
[6] taking,control
[5] control,afghanistan
[5] afghanistan,taliban
[5] taliban,already
[5] already,developed
[5] developed,remarkably

Top Word Pairs in Tweet in G5:
[7] #globaldev,links
[7] many,more
[6] links,436
[6] 436,feat
[4] aidnography,#globaldev
[4] feat,devorahwest
[4] devorahwest,elayzabeth
[4] elayzabeth,francesleach_
[4] francesleach_,_andrew_green
[4] _andrew_green,kaamilahmed

Top Word Pairs in Tweet in G6:
[5] #digitaldai,launching
[5] launching,series
[5] series,during
[5] during,#blackhistorymonth
[5] #blackhistorymonth,called
[5] called,shaping
[5] shaping,history
[5] history,innovative
[5] innovative,leaders
[5] leaders,driving

Top Word Pairs in Tweet in G7:
[4] development,practitioners
[4] information,communication
[4] communication,technologies
[3] development,ict4d
[3] facebook,group
[3] fixed,term
[2] webmo,software
[2] software,developed
[2] developed,#monitoring
[2] #monitoring,#evaluation

Top Word Pairs in Tweet in G8:
[7] #ict4d,ict_works
[6] #ict4d,wayan_vota
[5] apply,#ict4d
[5] #ict4d,dream
[5] dream,job
[5] job,tree
[5] tree,geopoll
[5] geopoll,datakind
[5] datakind,path
[5] path,dimagi

Top Word Pairs in Tweet in G9:
[12] meet,winners
[12] winners,innovation
[12] innovation,challenge
[12] challenge,ghana
[12] ghana,#financialinclusion
[12] #financialinclusion,jiditrust
[12] jiditrust,bethniel
[12] bethniel,finance
[12] finance,tuusor
[11] innovation_fcty,meet

Top Word Pairs in Tweet in G10:
[8] renforcement,capacités
[8] capacités,plaidoyer
[6] national,renforcement
[6] plaidoyer,faveur
[6] faveur,application
[6] application,effective
[4] résumé,atelier
[4] atelier,national
[3] effective,directives
[3] crescontact,résumé

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ictdtax
@steveug
@designrealworld
@ict_works
@amosdoornbos
@innovation_fcty
@wayan_vota
@didierpjacobs
@omdenaai
@ictteachersug

Top Mentioned in G1:
@designrealworld
@infotechdev
@cddmanchester
@ifip_94
@ehayesdekalaf
@silviahedley
@efpraxia_z
@pj_wall

Top Mentioned in G2:
@steveug
@ictteachersug
@ogwalofficial
@mrogers4christ
@ezoneschool
@ucc_official
@nangomad
@college
@pollicyorg
@edifyuganda

Top Mentioned in G3:
@omdenaai
@soscj
@hotosm
@sallyeaves
@spell_ml
@hot
@omd
@ske
@skellyceo
@kevinsurace

Top Mentioned in G4:
@ictdtax
@maxgallien
@rahmat_amiri
@rrainfo
@gatesfoundation
@didierpjacobs
@santoro_fab
@wilsonprichard
@giulia_mascagni
@a_a_jackson

Top Mentioned in G5:
@aidnography
@devorahwest
@elayzabeth
@francesleach_
@_andrew_green
@kaamilahmed
@cbdscbs
@nonprofitaf
@juvaria
@amywestervelt

Top Mentioned in G6:
@daiglobal
@usaid_digital
@usaid
@gatesfoundation
@ipsos
@meta
@jovialjoy
@chemonics
@techchange

Top Mentioned in G8:
@ict_works
@wayan_vota
@fortuny
@ict_
@cipesaug

Top Mentioned in G9:
@innovation_fcty

Top Mentioned in G10:
@crescontact
@tobaccoecon
@rhiannoncm
@hassana_dia
@idrc_braco
@ictd_fr
@profasakho
@economie_sn
@idrc_crdi

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersecurityn8
@dataaugmented
@hubofml
@opensource_orgs
@botsecx
@education_24x7
@caring_mobile
@shicooks

Top Tweeters in G1:
@designthinkbot
@anandstweets
@sdgscolab
@josuewatat
@efpraxia_z
@corradotopi
@grazianitj
@globaldevinst
@liberationwork
@paulnaish78

Top Tweeters in G2:
@getiftech
@superteamup
@scalarhumanity
@markj_ohnson
@harvard
@_caltooro
@ucc_official
@pollicyorg
@mrogers4christ
@shylockgids

Top Tweeters in G3:
@dataaugmented
@hubofml
@botsecx
@shicooks
@ronald_vanloon
@sallyeaves
@diverseinai
@swisscognitive
@skellyceo
@hotosm

Top Tweeters in G4:
@luisbeltran_tax
@harounrahimi
@rrainfo
@afzalzarghoni
@maxgallien
@kmktsd
@ictdtax
@a_a_jackson
@fannydellinger
@rahmat_amiri

Top Tweeters in G5:
@mssinenomine
@euronews
@kaamilahmed
@yalee360
@elayzabeth
@nonprofitaf
@aidnography
@francesleach_
@_andrew_green
@amywestervelt

Top Tweeters in G6:
@yixuantu1
@usaid
@techchange
@daiglobal
@chemonics
@gatesfoundation
@meta
@usaid_digital
@ipsos
@wildinnovators

Top Tweeters in G7:
@prepaid_africa
@tendersngo
@efflux_a
@innocentuss
@phdskat
@lcptuk
@randomchititles
@ncmart
@ugochukwuuz
@epediaconsult

Top Tweeters in G8:
@caring_mobile
@mojamesapted
@ictlogist
@fortuny
@wayan_vota
@olaideolawuwo
@ict_works
@cipesaug
@neuguy
@discoverwander

Top Tweeters in G9:
@kofiandy_
@goldy_renette
@naa_orgle
@pkaessel
@kwameoforii
@innovation_fcty
@gud_betta_best
@bethnielfinance
@theinnospark
@reg_dev

Top Tweeters in G10:
@idrc_crdi
@profasakho
@rhiannoncm
@idrc_braco
@crescontact
@hassana_dia
@tobaccoecon
@economie_sn
@ictd_fr
@institutedge1


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