ICTD OR ICT4D, Twitter, 5/10/2021 3:38:50 AM, 254513


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ICTD OR ICT4D_2021-05-09_20-01-08.xlsx
ICTD OR ICT4D_2021-05-09_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 10, 2021
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3o25s68
@techchange
@cddmanchester
@fortuny
@daiglobal
@katherine_wyers
@ict_works
@ncmart
@usaid
@phat_controller
@ictdtax

Top hashtags:
#ict4d
#gddf2021
#ictd21
#digitaldevelopment
#globaldev
#blog
#opportunity
#covid19

Description:
Description
The graph represents a network of 544 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, 10 May 2021 at 03:02 UTC.

The requested start date was Monday, 10 May 2021 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, 1-hour, 26-minute period from Monday, 26 April 2021 at 06:34 UTC to Sunday, 09 May 2021 at 08:01 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 : 544
Unique Edges : 531
Edges With Duplicates : 1020
Total Edges : 1551
Number of Edge Types : 5
Retweet : 402
MentionsInRetweet : 685
Tweet : 138
Mentions : 311
Replies to : 15
Self-Loops : 145
Reciprocated Vertex Pair Ratio : 0.08
Reciprocated Edge Ratio : 0.148148148148148
Connected Components : 80
Single-Vertex Connected Components : 32
Maximum Vertices in a Connected Component : 239
Maximum Edges in a Connected Component : 951
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.735788
Graph Density : 0.00292492687682808
Modularity : 0.472595
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 544 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, 10 May 2021 at 03:02 UTC.

The requested start date was Monday, 10 May 2021 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, 1-hour, 26-minute period from Monday, 26 April 2021 at 06:34 UTC to Sunday, 09 May 2021 at 08:01 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:
[17] https://digitaldevforum.course.tc/catalog/course/global-digital-development-forum-2021?session_id=40871cda-306e-4677-af99-382cc6b701a3
[11] https://digitaldevforum.com/
[7] https://digitaldevforum.course.tc/catalog/global-digital-development-forum-2021
[6] https://digitaldevforum.course.tc/
[6] https://www.gsma.com/mobilefordevelopment/wp-content/uploads/2021/03/GSMA_State-of-the-Industry-Report-on-Mobile-Money-2021_Full-report.pdf
[5] https://ict4dblog.wordpress.com/2009/08/31/ict4d-2-0-where-next-for-icts-and-development/
[5] https://digitaldevforum.course.tc
[5] https://www.ictworks.org/building-an-inclusive-digital-economy-usaid-digital-strategy-update/#.YJLYzbVKg2w
[4] https://ict4d.org.uk/desc/
[3] https://digitaldevforum.course.tc/application/account?product_id=ecb2b720-3984-49bc-86e9-cc0eb6f61a66&sessions[]=40871cda-306e-4677-af99-382cc6b701a3&product_ticket_id=null

Top URLs in Tweet in G1:
[16] https://digitaldevforum.course.tc/catalog/course/global-digital-development-forum-2021?session_id=40871cda-306e-4677-af99-382cc6b701a3
[6] https://digitaldevforum.course.tc/
[4] https://digitaldevforum.com/
[4] https://digitaldevforum.course.tc/catalog/global-digital-development-forum-2021
[3] https://digitaldevforum.course.tc/application/account?product_id=ecb2b720-3984-49bc-86e9-cc0eb6f61a66&sessions[]=40871cda-306e-4677-af99-382cc6b701a3&product_ticket_id=null
[2] https://mailchi.mp/ict4djobs/special-ad-2663866
[2] https://mailchi.mp/ict4djobs/special-ad-2663862
[2] https://www.ictworks.org/?p=13576
[2] https://www.ictworks.org/?p=11315
[2] https://www.ictworks.org/building-an-inclusive-digital-economy-usaid-digital-strategy-update/#.YJLYzbVKg2w

Top URLs in Tweet in G2:
[2] https://www.ictd.ac/taxingafrica
[1] https://www.ictd.ac/publication/democratisation-in-tanzania-no-elections-without-exemptions/
[1] https://twitter.com/GTEDnet/status/1390216640411979776
[1] https://www.ictd.ac/blog/digitising-taxation-nigeria-challenges-recommendations/
[1] https://www.ictd.ac/publication/taxing-informal-economy-not-silver-bullet-financing-development-covid-19-recovery/
[1] https://www.ictd.ac/blog/us-minimum-tax-proposal-galvanises-debate-corporate-taxation/
[1] https://www.ictd.ac/publication/taxing-africa-coercion-reform-and-development/
[1] https://www.ictd.ac/news/job-opportunity-executive-director-logri/
[1] https://www.ictd.ac/network/digitax/
[1] https://www.ictd.ac/publication/at-table-off-menu-assessing-participation-lower-income-countries-global-tax-negotiations/

Top URLs in Tweet in G3:
[3] https://digitaldevforum.course.tc/catalog/global-digital-development-forum-2021
[3] https://www.ictworks.org/building-an-inclusive-digital-economy-usaid-digital-strategy-update/#.YJLYzbVKg2w
[1] https://digitaldevforum.course.tc/catalog/course/global-digital-development-forum-2021?session_id=40871cda-306e-4677-af99-382cc6b701a3
[1] https://digitaldevforum.com/
[1] https://digitalprinciples.org/
[1] https://twitter.com/MrimBoutla/status/1390662169763721218
[1] https://web.cvent.com/event/97eacbbf-74c1-4e7c-9ebd-cb13eef06b5c/summary
[1] https://dai-global-digital.com/in-case-you-missed-it-the-digital-journey-in-south-asia-opportunities-and-challenges-for-small-firms-and-women-entrepreneurs.html
[1] https://dai-global-digital.com/knowledge-sharing-in-ict4d-beyond-internet-searches-and-panel-events.html
[1] https://dai-global-digital.com/knowledge-sharing-in-ict4d-beyond-internet-searches-and-panel-events.html?utm_content=bufferb13e9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[2] https://digitaldevforum.com/
[2] https://www.eleconomista.com.mx/economia/Gravar-informalidad-no-garantiza-mayores-ingresos-20210503-0152.html
[1] https://ictd.gov.bd/site/view/legislative_information/%E0%A6%A8%E0%A6%BF%E0%A6%B0%E0%A7%8D%E0%A6%A6%E0%A7%87%E0%A6%B6%E0%A6%BF%E0%A6%95%E0%A6%BE-%E0%A6%93-%E0%A6%95%E0%A7%8C%E0%A6%B6%E0%A6%B2%E0%A6%AA%E0%A6%A4%E0%A7%8D%E0%A6%B0
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fthe-surprising-challenges-of-global-ai-philanthropy-7a37718f9679
[1] https://twitter.com/JohnDGarrity/status/1386831152938242056
[1] https://ict4d.jp/2020/01/26/phd-1st/
[1] https://agora.unicef.org/course/info.php?id=28854
[1] https://www.linkedin.com/slink?code=dCqA5CM
[1] https://twitter.com/keguro_/status/1387454155397206018
[1] https://onlinelibrary.wiley.com/doi/10.1111/isj.12326?cookieSet=1

Top URLs in Tweet in G5:
[5] https://ict4dblog.wordpress.com/2009/08/31/ict4d-2-0-where-next-for-icts-and-development/
[2] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1911020?cookieSet=1
[2] https://ict4dblog.wordpress.com/2009/10/30/good-practice-in-ict4d-research/
[2] https://twitter.com/ifip_94/status/1387022370238570505
[1] https://digitaldevforum.com/
[1] https://twitter.com/LuLaLearn/status/1389209848290680835
[1] https://www.tandfonline.com/doi/full/10.1080/01972243.2020.1844828?cookieSet=1
[1] https://think.taylorandfrancis.com/special_issues/local-social-processes-ict4d-research/
[1] https://artnet.unescap.org/sti/events/Call_for_Proposals_Leverage_Digital_Economies
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2020.1779638?cookieSet=1

Top URLs in Tweet in G6:
[2] https://www.gsma.com/mobilefordevelopment/blog/building-resilience-through-mobile-enabled-solutions-lessons-for-innovators/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+GSMAMobileforDevelopmentBlog+%28Mobile+for+Development+Blog%29
[2] https://www.ictworks.org/social-context-trust-infodemic-management/
[2] https://restofworld.org/2021/kenya-digital-id/
[1] https://fasaha.ng/home
[1] https://medium.com/frontier-technologies-hub/new-advances-in-drone-desert-locust-control-ulv-812c2f3cf14a?source=rss----61db91c95c0e---4
[1] https://www.techzim.co.zw/2021/04/ict-minister-unviels-the-nyachuru-information-centre/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+techzim+%28Techzim%29
[1] https://www.gsma.com/mobilefordevelopment/blog/the-impact-of-the-gsma-covid-19-emergency-response-fund-ea/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+GSMAMobileforDevelopmentBlog+%28Mobile+for+Development+Blog%29
[1] https://researchictafrica.net/2021/04/29/unpacking-south-africas-draft-national-data-and-cloud-policy-towards-data-justice-or-greater-digital-inequality/
[1] https://digitaldevforum.com/
[1] https://restofworld.org/2021/four-ways-governments-disrupt-internet-access/

Top URLs in Tweet in G7:
[3] https://a4ai.org/strengthening-ties-for-affordable-connectivity-worldwide/
[2] https://www.ictworks.org/barriers-data-sharing-african-artificial-intelligence-solutions/#.YIkJD5En7XI.twitter
[1] https://www.youtube.com/watch?v=1QKt05JW7MU&feature=youtu.be

[1] https://www.ids.ac.uk/opinions/rebooting-the-digital-principles/
[1] https://twitter.com/Gendermobile_NG/status/1387007398292897793
[1] https://cipesa.org/2021/05/why-data-rights-are-central-to-protection-of-online-freedom/
[1] https://www.ictworks.org/africa-startup-funding-fintech-agritech-ehealth/#.YIZeXYCKi9c.twitter
[1] https://www.ictworks.org/cybersecurity-development-challenge/#.YIpdg0jnV6Y.twitter
[1] https://www.ictworks.org/social-context-trust-infodemic-management/#.YIusyDtD7og.twitter
[1] https://www.ictworks.org/usaid-funding-gddf-session/#.YI-TNLthkjg.twitter

Top URLs in Tweet in G8:
[2] https://oxfordhr.co.uk/jobs/executive-director-7/
[1] https://www.ictd.ac/fr/blog/freetown-nouveau-regime-taxe-fonciere-quintupler-revenus/
[1] https://www.ictd.ac/fr/news/offre-emploi-directeur-directrice-executif-logri/
[1] https://opendocs.ids.ac.uk/opendocs/bitstream/handle/20.500.12413/15882/ICTD_RiB_65_French_1.0.pdf?sequence=4&isAllowed=y
[1] https://www.ictd.ac/fr/event/webinaire-technologies-information-fiscalite-fonciere-conception-efficace/
[1] https://www.ictd.ac/fr/blog/education-des-contribuables-pourquoi-est-elle-importante-et-en-quoi-la-recherche-peut-elle-aider%E2%80%89/
[1] https://www.ictd.ac/fr/blog/societe-civile-contribuer-mise-systemes-fiscaux-equitables-responsables/
[1] https://www.ictd.ac/fr/blog/covid-19-economie-formelle-allegements-fiscaux-economie-informelle/
[1] https://www.ictd.ac/apti
[1] https://www.ictd.ac/fr/network/aptifr/

Top URLs in Tweet in G9:
[3] https://digitaldevforum.course.tc
[1] https://twitter.com/akezanet/status/1390237007503413255
[1] https://twitter.com/mincotim/status/1390246779266940930

Top URLs in Tweet in G10:
[2] https://solutionscenter.nethope.org/webinars/view/digital-tech-to-support-the-global-malaria-response
[1] https://digitalprinciples.org/cross-post-be-collaborative/
[1] https://geography.arizona.edu/news/monitoring-markets-and-supply-chains-humanitarian-covid-19-response-jack-deboer
[1] https://photos.crs.org/crsict4d
[1] https://www.crs.org/sites/default/files/crs_keep_it_simple_series_issue_4_march_2021.pdf
[1] https://www.triplepundit.com/story/2021/myagro-technology-smallholder-farmers/721496
[1] https://twitter.com/ICT4DConference/status/1387385323194290181
[1] https://digitaldevforum.com/
[1] https://cies2021.org/
[1] https://twitter.com/cies_us/status/1386654293873278977

Top Domains
Top Domains in Tweet in Entire Graph:
[43] course.tc
[36] twitter.com
[28] ictworks.org
[20] ictd.ac
[11] digitaldevforum.com
[10] gsma.com
[8] wordpress.com
[6] thisisamos.com
[5] tandfonline.com
[5] org.uk

Top Domains in Tweet in G1:
[33] course.tc
[14] ictworks.org
[8] twitter.com
[5] mailchi.mp
[4] digitaldevforum.com
[1] digitalimpactalliance.org
[1] meducationalliance.org

Top Domains in Tweet in G2:
[10] ictd.ac
[1] twitter.com

Top Domains in Tweet in G3:
[4] course.tc
[3] ictworks.org
[3] dai-global-digital.com
[2] taroworks.org
[1] digitaldevforum.com
[1] digitalprinciples.org
[1] twitter.com
[1] cvent.com
[1] youtube.com
[1] fao.org

Top Domains in Tweet in G4:
[6] twitter.com
[3] facebook.com
[3] com.mx
[2] linkedin.com
[2] spotify.com
[2] digitaldevforum.com
[1] gov.bd
[1] medium.com
[1] ict4d.jp
[1] unicef.org

Top Domains in Tweet in G5:
[8] wordpress.com
[5] tandfonline.com
[4] twitter.com
[2] ifiptc9.org
[1] digitaldevforum.com
[1] taylorandfrancis.com
[1] unescap.org
[1] ac.uk
[1] radian6.com

Top Domains in Tweet in G6:
[3] gsma.com
[3] ictworks.org
[3] restofworld.org
[2] twitter.com
[1] fasaha.ng
[1] medium.com
[1] co.zw
[1] researchictafrica.net
[1] digitaldevforum.com
[1] creativeassociatesinternational.com

Top Domains in Tweet in G7:
[8] ictworks.org
[4] a4ai.org
[1] youtube.com
[1] ac.uk
[1] twitter.com
[1] cipesa.org
[1] ipsnews.net
[1] engagespark.com
[1] unglobalpulse.org

Top Domains in Tweet in G8:
[9] ictd.ac
[2] co.uk
[1] ac.uk
[1] ferdi.fr
[1] iisd.org
[1] zoom.us

Top Domains in Tweet in G9:
[3] course.tc
[2] twitter.com

Top Domains in Tweet in G10:
[2] nethope.org
[2] crs.org
[2] twitter.com
[1] digitalprinciples.org
[1] arizona.edu
[1] triplepundit.com
[1] digitaldevforum.com
[1] cies2021.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[248] ict4d
[134] gddf2021
[18] ictd21
[14] digitaldevelopment
[13] globaldev
[13] blog
[12] opportunity
[11] covid19
[11] digital
[10] nigeria



Top Hashtags in Tweet in G1:
[76] gddf2021
[69] ict4d
[9] digitaldevelopment
[5] digital
[4] sdgs
[4] covid19
[3] digitaldev
[3] techchange
[3] gddf
[2] elearning

Top Hashtags in Tweet in G2:
[11] opportunity
[9] nigeria
[5] africa
[4] tax4dev
[4] worldbookday
[3] openaccess
[2] tax
[2] worldbookday2021
[2] taxtwitter
[1] digital

Top Hashtags in Tweet in G3:
[20] ict4d
[17] gddf2021
[5] agriculture
[4] ai
[4] humanitarian
[4] digitaldai
[4] gender
[4] digitaldivide
[3] partners
[3] usaiddigitalstrategy

Top Hashtags in Tweet in G4:
[14] ict4d
[2] ict
[2] digitaldevelopment
[2] gddf2021
[1] ماجددد_مطرب
[1] cme
[1] emergencymedicine
[1] proudwife
[1] connectivity
[1] t4d

Top Hashtags in Tweet in G5:
[25] ict4d
[6] ifip942021
[3] digitaleconomy
[1] pandemic
[1] data
[1] development
[1] it4d
[1] data4dev
[1] gddf2021
[1] resilience

Top Hashtags in Tweet in G6:
[27] ict4d
[22] gddf2021
[7] chatbots
[5] digitalhealth
[4] ehealth
[4] digitaltransformation
[4] agritech
[3] data
[2] m4d
[2] artificialintelligence

Top Hashtags in Tweet in G7:
[22] ict4d
[3] ai
[3] vaw
[2] nodexl
[1] aadhaar
[1] digitalidentity
[1] digitalexclusion
[1] digitalprinciples
[1] digitalid
[1] covidtracker

Top Hashtags in Tweet in G8:
[12] blog
[3] aptitax
[3] fiscalité
[3] afrique
[3] société
[3] civile
[1] freetown
[1] tax4dev
[1] apti
[1] rt

Top Hashtags in Tweet in G9:
[6] ict4d
[6] digitalinclusion
[6] ict4sdgs
[3] connectivity4all
[3] gddf2021
[2] digital4all
[2] digitalcooperation
[1] digital_universal_acess_4all
[1] digitaldevelopment
[1] technology

Top Hashtags in Tweet in G10:
[9] ict4d
[7] gddf2021
[5] becollaborative
[3] worldmalariaday
[3] ict4d2021
[2] endmalaria
[2] benin
[2] cies2021
[2] digital
[2] development

Top Words
Top Word Pairs
Top Replied-To
Top Replied-To in Entire Graph:
@scope4ivc

Top Mentioned
Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersecurityn8
@canisgallicus
@jeandoobs
@artificialbra1n
@caring_mobile
@smoothsale
@shonatiger
@mk_ishi

Top Tweeters in G1:
@sectest9
@cybersecurityn8
@canisgallicus
@caring_mobile
@sijo04
@africatechie
@sdgsbot
@t2pitchy
@helengavaghan
@zamethzulfik

Top Tweeters in G2:
@shonatiger
@nonso2
@sike2yi
@phdskat
@zedbooks
@wto
@solothewise1
@eta_habyb
@martinhearson
@skidwingira

Top Tweeters in G3:
@pcdnetwork
@godfrey_g_
@pyscalellc
@cyberlandgal
@martinlindla
@fao
@wfp
@daiglobal
@nyuniversity
@abtassociates

Top Tweeters in G4:
@diariomarcaoax
@munconvo
@h_loveing_h
@everydayjukucho
@tendersngo
@aldebaran14
@doublek27
@awanabii92
@laboral_iij
@bostontechevent

Top Tweeters in G5:
@riekohayakawa
@globaldevinst
@paulnaish78
@damiantgordon
@nacikarkin
@kaihsinhung
@silviahedley
@c_heavin
@j_p_albuquerque
@tandfstem

Top Tweeters in G6:
@chidambara09
@greentechdon
@awatila
@wayan_vota
@techsoup
@blongwe
@instagram
@techladylaura
@dianasifuna
@siobhangreen

Top Tweeters in G7:
@artificialbra1n
@education_24x7
@fortuny
@who
@albertoemachado
@youtube
@phat_controller
@subhapa
@was3210
@cipesaug

Top Tweeters in G8:
@jeandoobs
@suvojitc
@mustaphandajiwo
@jwpaller
@alexcobham
@markbohlund
@abdulmc
@jwbstead
@ataftax
@maxgallien

Top Tweeters in G9:
@smoothsale
@the404code
@banquemondiale
@itu
@mfromow
@madhavanpallan
@peterkisare
@rlo113
@phambanotech
@dlidigital

Top Tweeters in G10:
@google
@worldbank
@psiimpact
@salesforceorg
@gatesfoundation
@pathtweets
@facebook
@paypal
@crs_expertise
@dominicorr