ICTD OR ICT4D, Twitter, 12/19/2022 5:18:22 AM, 286566


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ICTD OR ICT4D_2022-12-18_20-30-00.xlsx
ICTD OR ICT4D_2022-12-18_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 19, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3WawSa6
@nordicgeo
@iapad
@ictdtax
@fao
@innochammy
@silviahedley
@sonja_ict4d
@ict4dconference
@infotech
@yict4ag

Top hashtags:
#ict4d
#agriculture
#automation
#digitalization
#precision
#dialogueavec
#globaldev
#gdhf2022
#dpg

Description:
Description
The graph represents a network of 347 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, 19 December 2022 at 04:30 UTC.

The requested start date was Monday, 19 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 13-day, 3-hour, 48-minute period from Monday, 05 December 2022 at 06:57 UTC to Sunday, 18 December 2022 at 10:46 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 : 347
Unique Edges : 350
Edges With Duplicates : 446
Total Edges : 796
Number of Edge Types : 5
Mentions : 205
Retweet : 179
MentionsInRetweet : 352
Tweet : 53
Replies to : 7
Self-Loops : 57
Reciprocated Vertex Pair Ratio : 0.0887445887445888
Reciprocated Edge Ratio : 0.163021868787276
Connected Components : 56
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 47
Maximum Edges in a Connected Component : 124
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.48409
Graph Density : 0.00418950209058653
Modularity : 0.57637
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 347 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, 19 December 2022 at 04:30 UTC.

The requested start date was Monday, 19 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 13-day, 3-hour, 48-minute period from Monday, 05 December 2022 at 06:57 UTC to Sunday, 18 December 2022 at 10:46 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:
[4] https://nethope.org/webinars/building-a-technology-roadmap-for-fundraising-and-communication-success/
[3] https://ict4d.org.uk/migrant-videos-from-south-africa/
[3] https://aidnography.blogspot.com/2022/12/development-ict4d-digital-communication-academia-link-review-465.html
[3] https://aidnography.blogspot.com/2022/12/development-ict4d-digital-communication-academia-link-review-464.html
[2] https://www.ict4d.at/2022/12/vision-meeting-and-general-assembly-2022/
[2] https://ict4d.org.uk/desc/
[2] http://www.ictworks.org/global-digital-development-forum-2023/#.Y5wKdWtbo11.twitter
[2] https://www.ictworks.org/climate-change-resilience-solutions/#.Y5bPyljxGOY.twitter
[2] http://www.ictworks.org/chatgpt-international-development-job/#.Y5NjGLMTlJs.twitter
[2] https://www.ictworks.org/digital-health-transformation-investment/#.Y472760TYXE.twitter

Top URLs in Tweet in G1:
[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/news/researchers-policymakers-discuss-tax-collection-sierra-leone-development/
[1] https://african.business/2022/11/trade-investment/tax-justice-at-last-africa-takes-historic-fight-to-the-un/?utm_content=bufferfe996&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/theme/informal-tax/
[1] https://gleanersl.com/ictd-holds-two-days-conference-on-improving-tax-policy/
[1] https://www.middleeasteye.net/fr/opinionfr/tunisie-taxer-economie-informelle-finances-crise-fmi-emprunt
[1] https://www.ictd.ac/learn-with-us/
[1] https://www.ictd.ac/publication/political-economy-south-africa-carbon-tax/

Top URLs in Tweet in G2:
[1] http://www.fao.org/documents/card/en/c/cc2912en
[1] https://twitter.com/ImpactSkillsOng/status/851465989598457856

Top URLs in Tweet in G3:
[4] https://nethope.org/webinars/building-a-technology-roadmap-for-fundraising-and-communication-success/
[1] https://twitter.com/telliotter/status/1599791376837005313
[1] https://twitter.com/GeorgeTakei/status/1599051606179205120
[1] https://twitter.com/NetHope_org/status/1593696856319885312

Top URLs in Tweet in G5:
[3] https://aidnography.blogspot.com/2022/12/development-ict4d-digital-communication-academia-link-review-465.html
[3] https://aidnography.blogspot.com/2022/12/development-ict4d-digital-communication-academia-link-review-464.html

Top URLs in Tweet in G6:
[1] https://twitter.com/silviahedley/status/1602620072123564038
[1] https://ifip94.wordpress.com/2022/12/07/are-social-media-and-false-news-threatening-democracy/
[1] https://think.taylorandfrancis.com/special_issues/digital-platforms-business-models-institutional-voids-trust-behaviours-design/
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2103951?cookieSet=1

Top URLs in Tweet in G7:
[2] https://www.thenews.com.pk/print/1017504-
[1] https://twitter.com/SharifaSultana4/status/1599934511344910336
[1] https://www.government.nl/documents/reports/2022/03/31/impact-assessment-fundamental-rights-and-algorithms?s=09
[1] https://mastodon.social/@phatcontroller/109483125784823243
[1] https://www.unjobnet.org/jobs/detail/51618096
[1] https://aida.tools/services
[1] https://twitter.com/AIDA_Platform/status/1602585973715619841
[1] https://ictdistribution.net/kh/blog/2022/12/16/10-best-enterprise-networking-companies/
[1] https://webmo.info/en?utm_content=buffera3481&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://webmo.info/en?utm_content=buffer09c75&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G8:
[2] http://www.ictworks.org/global-digital-development-forum-2023/#.Y5wKdWtbo11.twitter
[2] https://www.ictworks.org/techgirls-interactive-technology-camp/#.Y42WNPz6-P8.twitter
[2] https://www.ictworks.org/digital-health-tools-tackle-covid-19/#.Y4cbsHMA3U8.twitter
[2] https://www.ictworks.org/digital-health-transformation-investment/#.Y472760TYXE.twitter
[2] http://www.ictworks.org/chatgpt-international-development-job/#.Y5NjGLMTlJs.twitter
[2] https://www.ictworks.org/climate-change-resilience-solutions/#.Y5bPyljxGOY.twitter
[2] https://www.ictworks.org/technology-and-disempowerment/
[2] https://mailchi.mp/technologysalon/washingtondc-salon-2466817
[2] https://www.ictworks.org/digital-development-to-digital-transformation/
[1] https://mailchi.mp/ict4djobs/weekly-jobs-email-2664101

Top URLs in Tweet in G9:
[1] https://twitter.com/DPGAlliance/status/1603023021211619330
[1] https://twitter.com/mtuchidev/status/1597095717893730304
[1] https://m.youtube.com/watch?v=9xEwlmG9x00&feature=youtu.be&utm_content=bufferaa191&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

[1] https://www.linkedin.com/posts/esantesen_amdhc-interoperability-ehealth-activity-7006976722579431424-vdFw?utm_source=share&utm_medium=member_desktop
[1] https://www.jengalab.org/en/2022/digital-advisory-support-services-for-accelerated-rural-transformation-ifad-grant/
[1] https://developmentgateway.org/blog/digital-advisory-support-for-accelerated-rural-transformation/

Top Domains
Top Domains in Tweet in Entire Graph:
[19] ictworks.org
[12] twitter.com
[8] ictd.ac
[6] org.uk
[6] blogspot.com
[4] mailchi.mp
[4] nethope.org
[3] ngotenders.net
[3] webmo.info
[2] ict4d.at

Top Domains in Tweet in G1:
[8] ictd.ac
[1] african.business
[1] gleanersl.com
[1] middleeasteye.net

Top Domains in Tweet in G2:
[1] fao.org
[1] twitter.com

Top Domains in Tweet in G3:
[4] nethope.org
[3] twitter.com

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

Top Domains in Tweet in G6:
[1] twitter.com
[1] wordpress.com
[1] taylorandfrancis.com
[1] tandfonline.com

Top Domains in Tweet in G7:
[3] webmo.info
[3] ngotenders.net
[2] twitter.com
[2] com.pk
[1] government.nl
[1] mastodon.social
[1] unjobnet.org
[1] aida.tools
[1] ictdistribution.net

Top Domains in Tweet in G8:
[19] ictworks.org
[4] mailchi.mp
[1] ipsnews.net
[1] genderit.org
[1] wordpress.com

Top Domains in Tweet in G9:
[2] twitter.com
[1] youtube.com
[1] linkedin.com
[1] jengalab.org
[1] developmentgateway.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[98] ict4d
[29] agriculture
[25] automation
[25] digitalization
[25] precision
[22] dialogueavec
[10] globaldev
[10] gdhf2022
[9] dpg
[7] digitaldivide



Top Hashtags in Tweet in G1:
[6] tax
[6] taxfordevelopsalone
[5] taxation
[5] informal
[4] un
[3] tunisie
[2] research
[2] sierraleone
[1] taxreformug
[1] fsdstrategyug

Top Hashtags in Tweet in G2:
[24] automation
[24] digitalization
[24] precision
[24] agriculture
[4] ict4d
[2] ict4ag
[1] d4ag
[1] digital
[1] robotics
[1] agtech

Top Hashtags in Tweet in G3:
[5] ict4d
[2] humanitarians
[1] smem
[1] techforgood
[1] techfornonprofits

Top Hashtags in Tweet in G4:
[22] dialogueavec

Top Hashtags in Tweet in G5:
[7] globaldev

Top Hashtags in Tweet in G6:
[14] ict4d
[7] icis2022
[7] latinamerica
[4] socialmedia
[2] sigglobdev
[1] openaccess

Top Hashtags in Tweet in G7:
[9] ict4d
[3] monitoring
[3] developmentcooperation
[3] webmo
[2] ictd
[2] digitaldivide
[2] efficiency
[2] reporting
[1] cscw
[1] digitalinclusion

Top Hashtags in Tweet in G8:
[27] ict4d
[4] digitaldev
[2] tech4good
[2] techsalon
[1] africa
[1] chatgpt
[1] ai4good

Top Hashtags in Tweet in G9:
[12] ict4d
[10] gdhf2022
[8] dpg
[3] techforgood
[3] agriculture
[2] pycontz2022
[2] globalgoods
[2] chatgpt
[2] map
[2] coopen

Top Hashtags in Tweet in G10:
[1] ict4d
[1] cooperation

Top Words
Top Words in Tweet in Entire Graph:
[98] #ict4d
[65] digital
[46] ict4d
[44] phd
[37] development
[29] #agriculture
[26] more
[26] case
[26] recently
[25] leveraging

Top Words in Tweet in G1:
[19] ictdtax
[14] tax
[13] conference
[8] nations
[7] two
[7] sector
[6] nrasierraleone
[6] #taxfordevelopsalone
[6] vvandenboogaard
[6] #tax

Top Words in Tweet in G2:
[24] released
[24] studies
[24] #digitalization
[24] #precision
[24] #automation
[24] leveraging
[24] recently
[24] evidence
[24] case
[24] #agriculture

Top Words in Tweet in G3:
[5] #ict4d
[4] register
[4] still
[4] thursday
[4] time
[4] happening
[4] december
[4] salvationarmyus
[3] nethope_org
[3] heatherleson

Top Words in Tweet in G4:
[44] phd
[22] coopération
[22] ict4d
[22] relations
[22] venez
[22] politiques
[22] #dialogueavec
[22] sergelaurens_
[22] participer
[22] sociologie

Top Words in Tweet in G5:
[7] many
[7] more
[7] #globaldev
[7] feat
[7] links
[4] 464
[3] aidnography
[3] 465
[2] knr21_cam
[2] may_darwich

Top Words in Tweet in G6:
[16] ifip_94
[14] infotechdev
[14] #ict4d
[11] research
[8] beautiful
[8] work
[7] issue
[7] special
[7] one
[7] business

Top Words in Tweet in G7:
[11] digital
[9] ictd
[9] #ict4d
[4] project
[3] #webmo
[3] ict4d
[3] data
[3] #monitoring
[3] development
[3] day

Top Words in Tweet in G8:
[27] #ict4d
[13] ict_works
[12] digital
[11] development
[10] wayan_vota
[6] fortuny
[5] international
[5] 2023
[5] technology
[5] apply

Top Words in Tweet in G9:
[12] #ict4d
[11] openfn
[10] #gdhf2022
[8] #dpg
[8] taylordowns2000
[7] make
[7] sure
[7] talking
[7] check
[6] techchange

Top Words in Tweet in G10:
[20] amb
[10] col
[10] laborar
[10] fme_upc
[10] superproductiva
[10] aucoop_upc
[10] upcalumni
[10] fib_upc
[10] upctelecos
[10] preparant

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[25] #automation,#digitalization
[25] #precision,#agriculture
[25] leveraging,#automation
[25] #digitalization,#precision
[24] case,studies
[24] recently,released
[24] released,leveraging
[24] evidence,case
[24] #agriculture,evidence
[23] iapad,recently

Top Word Pairs in Tweet in G1:
[5] cellasey,presentations
[5] #taxation,#informal
[5] speeches,drjibao
[5] chaired,cellasey
[5] #taxfordevelopsalone,conference
[5] sector,chaired
[5] #informal,sector
[5] panel,#taxation
[5] officially,open
[5] presentations,vvandenboogaard

Top Word Pairs in Tweet in G2:
[24] released,leveraging
[24] evidence,case
[24] #automation,#digitalization
[24] #agriculture,evidence
[24] case,studies
[24] leveraging,#automation
[24] recently,released
[24] #digitalization,#precision
[24] #precision,#agriculture
[23] iapad,recently

Top Word Pairs in Tweet in G3:
[4] still,time
[4] happening,thursday
[4] december,still
[4] register,salvationarmyus
[4] time,register
[4] thursday,december
[3] heatherleson,jenniferchan7
[3] nethope_org,happening
[3] salvationarmyus,westerâ
[2] #humanitarians,#ict4d

Top Word Pairs in Tweet in G4:
[22] venez,participer
[22] sociologie,ict4d
[22] participer,#dialogueavec
[22] relations,coopération
[22] phd,sciences
[22] sergelaurens_,phd
[22] politiques,phd
[22] #dialogueavec,sergelaurens_
[22] ict4d,relations
[22] sciences,politiques

Top Word Pairs in Tweet in G5:
[7] #globaldev,links
[7] many,more
[4] 464,feat
[4] links,464
[3] links,465
[3] 465,feat
[3] aidnography,#globaldev
[2] vchadw,tom_wein
[2] rkluijver,many
[2] knr21_cam,e_charani

Top Word Pairs in Tweet in G6:
[7] co,production
[7] alert,infotechdev
[7] talking,co
[7] special,issue
[7] model,business
[7] practice,decolonizing
[7] action,practice
[7] ai,#latinamerica
[7] work,maria
[7] technology,platforms

Top Word Pairs in Tweet in G7:
[3] digital,divide
[3] #ict4d,#developmentcooperation
[2] remote,part
[2] trial,#ict4d
[2] easy,check
[2] valencia,spain
[2] fixed,term
[2] #monitoring,process
[2] engineer,fixed
[2] ictd,digital

Top Word Pairs in Tweet in G8:
[8] #ict4d,wayan_vota
[8] wayan_vota,ict_works
[5] #ict4d,ict_works
[5] international,development
[4] digital,health
[4] 2023,#ict4d
[4] digital,development
[3] administration,internal
[3] field,remains
[3] understaffed,especially

Top Word Pairs in Tweet in G9:
[7] sure,check
[5] make,sure
[3] openfn's,eliaswalyba
[3] interoperability,sante
[3] founder,joined
[3] rignell,talking
[3] eliaswalyba,amber
[3] sante,senegal
[3] amber,rignell
[3] dimagi,openmrs

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@iapad
@sergelaurens_
@parlementpop
@ictdtax
@ict_works
@ifip_94
@wayan_vota
@aucoop_upc
@fib_upc
@upctelecos

Top Mentioned in G1:
@ictdtax
@nrasierraleone
@vvandenboogaard
@drjibao
@yakamajones
@cellasey
@ohemenfl
@maxgallien
@ictd_fr

Top Mentioned in G2:
@iapad
@dydimusz
@yict4ag
@sianiagri
@fao
@innochammy
@molawrr_zim
@faoeagriculture
@lmakombe
@bvumie

Top Mentioned in G3:
@salvationarmyus
@heatherleson
@jenniferchan7
@nethope_org
@tylersradford
@gislio
@simulacrandrew
@densaer
@jcrowley
@jos_berens

Top Mentioned in G4:
@sergelaurens_
@parlementpop

Top Mentioned in G5:
@aidnography
@kathart04
@vchadw
@tom_wein
@rkluijver
@elise_daniaud
@aanjalieroane
@may_darwich
@mukeshkapila
@knr21_cam

Top Mentioned in G6:
@ifip_94
@infotechdev
@carlabonina
@silviahedley
@infotech
@anapaula106
@carolinekhene
@safaa_abujarour
@shailamiranda

Top Mentioned in G7:

Top Mentioned in G8:
@ict_works
@wayan_vota
@fortuny
@usaid
@kwekuoa
@csis_ppd
@cinalawson
@numeriquetg
@briebrunnin
@google

Top Mentioned in G9:
@openfn
@taylordowns2000
@techchange
@dimagi
@openmrs
@jengalab
@ifad
@eliaswalyba
@the_gdhn
@dpgalliance

Top Mentioned in G10:
@aucoop_upc
@fib_upc
@upctelecos
@fme_upc
@upcalumni
@evavidaleva
@nasco_ict
@alegriaambgambo
@openarms_fund

Top Tweeters
Top Tweeters in Entire Graph:
@eraser
@aletihadae
@moinsoumus
@thestarkenya
@kanisha29877759
@claude_godin
@robotconsumer
@maperez324
@ihabfawzi1
@nordicgeo

Top Tweeters in G1:
@i_a_p_1494
@urauganda
@nssfug
@odi_global
@mike_amanpene
@wbg_gov
@africanbizmag
@seatiniuganda
@actionaid
@martinhearson

Top Tweeters in G2:
@robotconsumer
@tyrone876
@spectroag
@ndakaripa
@lmakombe
@sianiagri
@kenloh
@farmerscornerng
@bvumie
@agtechtimes

Top Tweeters in G3:
@nordicgeo
@salvationarmyus
@heatherleson
@densaer
@benparker140
@gislio
@scolesporter
@patrickmeier
@simulacrandrew
@veltsos

Top Tweeters in G4:
@moinsoumus
@claude_godin
@elianefines
@abrestmeme
@sergelaurens_
@mina21010501
@claudienola
@wahrani7or
@lv35934423
@passelemonoi

Top Tweeters in G5:
@tom_wein
@mukeshkapila
@bbhuttozardari
@aidnography
@willrworley
@connellyandrew
@e_charani
@terencewoodnz
@orlaguerin
@kristoftiteca

Top Tweeters in G6:
@giuliowolfe
@fscrollini
@paulnaish78
@drsyedmustafaa1
@silviahedley
@ajeetpankaj
@carlabonina
@alexmayoralb
@ifip_94
@dmu_ccsr

Top Tweeters in G7:
@kanisha29877759
@alyssapaolaa
@amekitmfon
@ngotendersjobs
@jrepin
@yan43111361
@a
@ncmart
@unjobnet
@epediaconsult

Top Tweeters in G8:
@google
@fortuny
@csis
@mastercard
@usaid
@wayan_vota
@kwekuoa
@ict_works
@csis_ppd
@siobhangreen

Top Tweeters in G9:
@ifad
@techchange
@eliaswalyba
@dgateway
@agroecologymap
@unicefprotects
@openmrs
@dimagi
@mtuchidev
@the_gdhn

Top Tweeters in G10:
@mgg_2012
@openarms_fund
@fib_upc
@ngarridosoriano
@nuriacastell_a
@alegriaambgambo
@fme_upc
@upcalumni
@ccdupc
@upctelecos


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