ICTD OR ICT4D, Twitter, 9/13/2021 3:14:44 AM, 261856


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ICTD OR ICT4D_2021-09-12_20-01-08.xlsx
ICTD OR ICT4D_2021-09-12_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 13, 2021
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3A2gEVw
@ictd_fr
@ictdtax
@ifip_94
@wayan_vota
@crescontact
@timunwin
@fransassetti
@ict_works
@aidnography
@deepakkapoorirs

Top hashtags:
#ict4d
#globaldev
#digitaltransformation
#ict4djapan
#ictd2022
#recherche
#ictd

Description:
Description
The graph represents a network of 290 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, 13 September 2021 at 03:01 UTC.

The requested start date was Monday, 13 September 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, 5-hour, 41-minute period from Monday, 30 August 2021 at 02:21 UTC to Sunday, 12 September 2021 at 08:02 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 : 290
Unique Edges : 247
Edges With Duplicates : 364
Total Edges : 611
Number of Edge Types : 5
Tweet : 94
Retweet : 142
MentionsInRetweet : 214
Mentions : 146
Replies to : 15
Self-Loops : 94
Reciprocated Vertex Pair Ratio : 0.0759493670886076
Reciprocated Edge Ratio : 0.141176470588235
Connected Components : 61
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 41
Maximum Edges in a Connected Component : 109
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.403001
Graph Density : 0.00405679513184584
Modularity : 0.535124
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 290 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, 13 September 2021 at 03:01 UTC.

The requested start date was Monday, 13 September 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, 5-hour, 41-minute period from Monday, 30 August 2021 at 02:21 UTC to Sunday, 12 September 2021 at 08:02 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/desc/
[5] https://tacticaltech.org/projects/data-detox-kit/
[5] https://thisisamos.com/2021/09/08/digital-transformation-ages-and-phases/
[4] https://www.sciencedirect.com/science/article/pii/S2666389921001884?via%3Dihub
[4] https://epaper.thetimes.co.uk/the-times/20210911/281788517181078
[4] https://aidnography.blogspot.com/2021/08/development-ict4d-digital-communication-academia-link-review-413.html
[4] https://tacticaltech.org/news/civil-society-data-policy/
[4] https://tacticaltech.org/projects/security-in-a-box/
[3] https://arxiv.org/pdf/2108.09947.pdf
[3] https://ict4d.jp/2021/09/01/gdx/

Top URLs in Tweet in G1:
[2] https://www.ictd.ac/publication/co-financing-community-driven-development-informal-taxation-evidence-south-central-somalia/
[2] https://www.ictd.ac/event/tax-administrations-africa-new-approaches-new-era/
[2] https://www.ictd.ac/fr/blog/renforcer-evaluation-fonciere-fins-fiscales-dakar-senegal/
[1] https://www.ictd.ac/publication/taxing-informal-economy-not-silver-bullet-financing-development-covid-19-recovery/
[1] https://www.ictd.ac/become-a-researcher/
[1] https://www.ictd.ac/learn-with-us/
[1] https://www.ictd.ac/blog/no-green-bullet-carbon-taxes-sub-saharan-africa/
[1] https://buff.ly/3DwX4TH
[1] https://www.ictd.ac/fr/publication/normes-reseaux-pouvoir-controle-comprendre-les-paiements-informels-et-les-intermediations-dans-le-commerce-frontalier-en-sierra-leone/
[1] https://www.ictd.ac/fr/publication/de-linteret-dembaucher-plus-de-femmes-dans-les-autorites-fiscales-africaines-temoignage-de-ladministration-fiscale-ougandaise/

Top URLs in Tweet in G2:
[5] https://tacticaltech.org/projects/data-detox-kit/
[4] https://tacticaltech.org/projects/security-in-a-box/
[4] https://tacticaltech.org/news/civil-society-data-policy/
[3] https://cipesa.org/2021/08/forum-on-internet-freedom-in-africa-2021-fifafrica21-opens-for-registration/
[2] http://www.ictworks.org/?p=14002
[2] https://www.ictworks.org/african-financial-technology-innovation/
[2] https://www.ictworks.org/international-development-cooperation-digital-age/
[2] https://www.ictworks.org/edutech-solution-african-learners-disabilities/#.YTXCYEvmeqk.twitter
[2] https://www.ictworks.org/global-digital-health-forum-2021/#.YTm4lBHZoiU.twitter
[2] https://www.ictworks.org/human-rights-impacts-land-governance-digitalization/#.YTuBo-rhXC8.twitter

Top URLs in Tweet in G3:
[1] https://ictlogy.net/bibliography/reports/projects.php?idp=4504
[1] https://tweetedtimes.com/italiaopendata?s=tnp
[1] http://sautiafrica.org/sautis-quarterly-user-insights-report-april-june-2021/
[1] http://techvenue.com/cgi-bin/techvenue.pl?CalendarName=Boston&EventID=5&Date=2021%2F9%2F2
[1] http://techvenue.com/cgi-bin/techvenue.pl?CalendarName=Boston&Date=2021%2F9%2F2&EventID=5
[1] https://www.alnap.org/jobs-opportunities/chief-digital-centre-of-excellence-p5-unicef-ictd-digital-coe-nairobi-kenya?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/wise_tweets/status/1432991813040807939
[1] https://www.ictd.ac/blog/mfn-clause-tax-treaties-jeopardising-tax-revenue-lower-income-countries/
[1] https://tiny.cc/g9qiuz
[1] https://agrf.summit.tc/application/account?product_id=20398d11-6108-40fc-8019-41f8c3c7fe11&sessions[]=60922afb-9919-44a2-856d-24ab51ea9f49&product_ticket_id=null

Top URLs in Tweet in G4:
[4] https://aidnography.blogspot.com/2021/08/development-ict4d-digital-communication-academia-link-review-413.html
[2] https://aidnography.blogspot.com/2021/09/development-ict4d-digital-communication-academia-link-review-414.html

Top URLs in Tweet in G5:
[3] https://ictd.org/ictd2022/participate/call-for-papers/
[2] https://twitter.com/ifip_94/status/1434780618781601793
[1] https://twitter.com/ictd2022/status/1430941106498416651
[1] https://ifip.ue.edu.pe/submissions
[1] https://twitter.com/johansaebo/status/1426156146713370624
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1962234?src=&cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1971148?src=&cookieSet=1

Top URLs in Tweet in G6:
[1] https://www.ids.ac.uk/events/handbook-of-participatory-research-and-inquiry-launch/
[1] https://www.datascienceafrica.org/dsa2021kimberley/

Top URLs in Tweet in G7:
[5] https://ict4d.org.uk/desc/
[4] https://www.sciencedirect.com/science/article/pii/S2666389921001884?via%3Dihub
[4] https://epaper.thetimes.co.uk/the-times/20210911/281788517181078
[2] https://ict4d.org.uk/conferences/2020-virtual-non-conference/
[1] https://twitter.com/CityLab/status/1432610557178400770
[1] https://twitter.com/RestartProject/status/1432704248240910337
[1] https://www.ict4d.at/2021/08/11/desc/
[1] https://ict4d.org.uk/contact/

Top URLs in Tweet in G8:
[1] https://us02web.zoom.us/webinar/register/3716311232473/WN_Kww-WmhMTNWsRcj9m1Mkiw
[1] https://unfoundation.zoom.us/webinar/register/WN_4jpOvwEbT2miIyAZnPie8A
[1] https://digitalprinciples.org/whose-digital-principles-are-they-anyway/
[1] https://www.crs.org/our-work-overseas/research-publications/monthly-interval-resilience-analysis-mira

Top URLs in Tweet in G10:
[1] https://www.linkedin.com/slink?code=e8zyrgkv

Top Domains
Top Domains in Tweet in Entire Graph:
[18] twitter.com
[16] tacticaltech.org
[15] ictd.ac
[14] ictworks.org
[12] thisisamos.com
[9] org.uk
[7] co.uk
[7] ict4d.jp
[7] arxiv.org
[6] blogspot.com

Top Domains in Tweet in G1:
[14] ictd.ac
[2] twitter.com
[1] buff.ly
[1] actd.africa

Top Domains in Tweet in G2:
[16] tacticaltech.org
[14] ictworks.org
[3] cipesa.org
[2] internetsociety.org
[2] untalent.org
[1] mailchi.mp
[1] wordpress.com
[1] gsma.com
[1] ethanzuckerman.com
[1] restofworld.org

Top Domains in Tweet in G3:
[3] ngotenders.net
[3] facebook.com
[2] techvenue.com
[2] twitter.com
[2] co.uk
[1] ictlogy.net
[1] tweetedtimes.com
[1] sautiafrica.org
[1] alnap.org
[1] ictd.ac

Top Domains in Tweet in G4:
[6] blogspot.com

Top Domains in Tweet in G5:
[4] twitter.com
[3] ictd.org
[2] tandfonline.com
[1] edu.pe

Top Domains in Tweet in G6:
[1] ac.uk
[1] datascienceafrica.org

Top Domains in Tweet in G7:
[8] org.uk
[4] sciencedirect.com
[4] co.uk
[2] twitter.com
[1] ict4d.at

Top Domains in Tweet in G8:
[2] zoom.us
[1] digitalprinciples.org
[1] crs.org

Top Domains in Tweet in G10:
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[116] ict4d
[12] globaldev
[8] digitaltransformation
[8] ict4djapan
[6] ictd2022
[6] recherche
[6] ictd
[6] worldsexualhealthmonth
[6] africansexualities
[6] blog



Top Hashtags in Tweet in G1:
[6] recherche
[5] lagos
[5] blog
[3] carbontaxes
[3] emploi
[3] féminin
[3] parité
[3] dakar
[2] somalia
[2] development

Top Hashtags in Tweet in G2:
[36] ict4d
[5] privacy
[5] security
[4] datapolicy
[3] fifafrica21
[2] innovation
[2] humanrights
[2] uganda
[2] africa
[2] cyberattack

Top Hashtags in Tweet in G3:
[8] ict4d
[2] tech
[2] event
[2] boston
[2] internetfreedom
[2] humanrights
[2] digitalrights
[1] development
[1] socialenterprise
[1] trade

Top Hashtags in Tweet in G4:
[10] globaldev

Top Hashtags in Tweet in G5:
[12] ict4d
[5] ictd2022
[3] ifip942022
[2] ifip942021
[2] data4dev
[1] digitaltransformation
[1] degenerative
[1] platforms4d
[1] ictd

Top Hashtags in Tweet in G6:
[2] ict4d
[1] globaldev
[1] participation
[1] research
[1] women
[1] data
[1] africa
[1] genderjustice
[1] gender
[1] digital

Top Hashtags in Tweet in G7:
[2] ict4d
[1] desc
[1] ictd2022
[1] 1in7offline

Top Hashtags in Tweet in G8:
[4] ict4d
[2] machinelearning
[1] monitoring
[1] afar
[1] srhr
[1] icts
[1] digitaldevelopment
[1] lastmile
[1] digitalprinciples
[1] resilience

Top Hashtags in Tweet in G10:
[1] blog
[1] évaluation
[1] foncière

Top Words
Top Words in Tweet in Entire Graph:
[114] #ict4d
[66] digital
[31] ict4d
[31] more
[29] online
[28] research
[28] ÿà
[26] technology
[26] ictd
[25] wayan_vota

Top Words in Tweet in G1:
[15] ictdtax
[15] tax
[11] vvandenboogaard
[10] research
[9] role
[7] program
[7] perceptions
[7] policy
[6] despite
[6] playing

Top Words in Tweet in G2:
[36] #ict4d
[28] digital
[25] wayan_vota
[9] technology
[9] ict_works
[9] rights
[8] fortuny
[8] security
[7] call
[7] local

Top Words in Tweet in G3:
[17] ict4d
[10] digital
[10] development
[8] #ict4d
[7] ictd
[6] information
[6] group
[5] more
[5] meet
[5] communication

Top Words in Tweet in G4:
[10] #globaldev
[10] links
[7] feat
[6] aidnography
[5] 414
[5] archive
[5] many
[5] more
[3] themrise
[3] wordcat12

Top Words in Tweet in G5:
[19] online
[15] papers
[12] #ict4d
[12] conference
[12] ifip_94
[11] 2022
[11] ictd2022
[10] information
[10] ifip
[10] freedom

Top Words in Tweet in G6:
[10] research
[9] gedia_network
[5] participation
[5] week
[5] 20
[5] 24
[5] sept
[5] features
[5] launch
[5] sage

Top Words in Tweet in G7:
[8] digital
[7] desc
[6] more
[5] headline
[5] first
[5] partner
[5] system
[5] coalition
[4] timunwin
[4] interesting

Top Words in Tweet in G8:
[4] #ict4d
[3] community
[3] more
[3] crs_expertise
[2] learn
[2] digiprinciples
[2] make
[2] partners
[2] continue
[2] advance

Top Words in Tweet in G10:
[7] crescontact
[4] lutte
[4] contre
[4] tabagisme
[4] afrique
[4] ouest
[4] cedeao
[4] uemoa
[4] relèvement
[4] taxes

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[20] shiny,toys
[19] toys,shiny
[12] ÿà,ÿà
[10] ifip,conference
[10] freedom,social
[10] social,inclusion
[10] inclusion,connected
[10] connected,world
[10] #globaldev,links
[9] information,next

Top Word Pairs in Tweet in G1:
[6] ictdtax,research
[6] despite,playing
[6] playing,direct
[6] direct,role
[6] role,matching
[6] matching,grant
[6] grant,program
[6] program,taxpayer
[6] taxpayer,perceptions
[6] perceptions,legitimacy

Top Word Pairs in Tweet in G2:
[7] digital,call
[7] call,local
[7] local,partners
[7] partners,explore
[7] explore,topics
[7] topics,technology
[7] technology,critical
[7] critical,thinking
[7] thinking,youth
[7] youth,sub

Top Word Pairs in Tweet in G3:
[5] information,communication
[4] communication,technologies
[3] ictd,digital
[3] facebook,group
[2] sep,ict4d
[2] ict4d,meet
[2] meet,important
[2] important,currently
[2] currently,process
[2] process,revamping

Top Word Pairs in Tweet in G4:
[10] #globaldev,links
[6] aidnography,#globaldev
[5] links,414
[5] 414,feat
[5] many,more
[3] feat,themrise
[3] themrise,wordcat12
[3] wordcat12,benjaminnorton
[3] benjaminnorton,invisiblesmuros
[3] invisiblesmuros,vigrna

Top Word Pairs in Tweet in G5:
[10] ifip,conference
[10] freedom,social
[10] social,inclusion
[10] inclusion,connected
[10] connected,world
[9] information,next
[9] next,ifip
[9] conference,freedom
[9] world,online
[8] ifip_94,information

Top Word Pairs in Tweet in G6:
[5] participation,research
[5] research,week
[5] week,20
[5] 20,24
[5] 24,sept
[5] sept,features
[5] features,launch
[5] launch,sage
[5] sage,handbook
[5] handbook,participatory

Top Word Pairs in Tweet in G7:
[5] system,coalition
[4] interesting,paper
[4] paper,freitag
[4] freitag,times
[4] times,headline
[4] headline,reports
[4] reports,under
[3] timunwin,interesting
[3] under,headli
[3] proud,first

Top Word Pairs in Tweet in G8:
[2] crs_expertise,partners
[2] partners,continue
[2] continue,advance
[2] advance,#machinelearning
[2] #machinelearning,capabilities
[2] capabilities,improve
[2] improve,predictive
[2] predictive,capacity
[2] capacity,around

Top Word Pairs in Tweet in G10:
[4] crescontact,lutte
[4] lutte,contre
[4] contre,tabagisme
[4] tabagisme,afrique
[4] afrique,ouest
[4] ouest,cedeao
[4] cedeao,uemoa
[4] uemoa,relèvement
[4] relèvement,taxes
[3] crescontact,crescontact

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@wayan_vota
@ictdtax
@ifip_94
@vvandenboogaard
@ict_works
@fortuny
@ictd_fr
@aidnography
@gedia_network
@dsa_org

Top Mentioned in G1:
@ictdtax
@vvandenboogaard
@ictd_fr
@maxgallien
@ataftax
@mickictd
@wilsonprichard
@justinekneb
@arewamoyo
@wu_vienna

Top Mentioned in G2:
@wayan_vota
@ict_works
@fortuny
@unicef
@cipesaug
@undp
@ict_
@webfoundation

Top Mentioned in G3:
@esoko

Top Mentioned in G4:
@aidnography
@themrise
@wordcat12
@benjaminnorton
@invisiblesmuros
@vigrna
@m_older
@colleendaniels8
@s_ristovska
@jacobkushner

Top Mentioned in G5:
@ifip_94
@infotechdev
@saraksha
@ictd2022
@ishtiaquesia
@silviahedley
@emrys_s
@carlabonina
@kmkoskinen

Top Mentioned in G6:
@gedia_network
@dsa_org
@phat_controller
@ids_uk
@dannyburns2
@johoward_ch

Top Mentioned in G7:
@timunwin
@ict4ddotat
@unescoict4d
@kamaleonmoz
@restartproject
@ifip_94

Top Mentioned in G8:
@crs_expertise
@digiprinciples
@careglobal
@pathfinderint
@gatesfoundation
@usaid
@dgateway
@noralindstroem
@ict4paul

Top Mentioned in G9:
@mike_ewen
@drcdarmstrong
@ejarmstrong
@grahamscott14
@jisc
@uohacademy
@huuchemsoc
@dr_timp

Top Mentioned in G10:
@crescontact
@ictd_fr
@ecowas_cedeao
@uemoa_officiel
@idrc_braco
@acbf_official
@uct_news

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@_redfrog
@kmontenegro
@jeandoobs
@botcybersec
@cchukudebelu
@gdprai
@mojamesapted
@m_older
@cas_2050000626

Top Tweeters in G1:
@jeandoobs
@cchukudebelu
@ahanaitoceans
@dakarbot
@suvojitc
@n_pushkareva
@thezikora
@ataftax
@maxgallien
@icrict

Top Tweeters in G2:
@_redfrog
@kmontenegro
@botcybersec
@gdprai
@twsgy
@fortuny
@undp
@info_activism
@unicef
@harvard

Top Tweeters in G3:
@cas_2050000626
@prepaid_africa
@tendersngo
@kiwibrew
@lurebecchi
@sidwashington
@bostontechevent
@faitted_
@lcptuk
@italiaopendata

Top Tweeters in G4:
@m_older
@benjaminnorton
@invisiblesmuros
@devpolicy
@yinkawrites
@eve_rebecca
@socialmedia4d
@aidnography
@jacobkushner
@susannahbirkwoo

Top Tweeters in G5:
@monrodriguez
@josuewatat
@emrys_s
@cansu_ed
@silviahedley
@carlabonina
@manikantroy
@saraksha
@ishtiaquesia
@sigchi_srishti

Top Tweeters in G6:
@ids_uk
@phat_controller
@miniannette
@dorotheakleine
@asikananetwork
@rivettulrike
@s_makwembere
@girlsinstemzw
@dsa_org
@simonelomb

Top Tweeters in G7:
@mojamesapted
@restartproject
@kiwanja
@afrolatinprojec
@timunwin
@fransassetti
@techxistence
@ict4ddotat
@kamaleonmoz
@leontinaishe

Top Tweeters in G8:
@usaid
@pathfinderint
@dgateway
@gatesfoundation
@crs_expertise
@careglobal
@paulw121
@noralindstroem
@amplionetwork
@digiprinciples

Top Tweeters in G9:
@jisc
@drcdarmstrong
@hopkinsmmi
@grahamscott14
@leefallin
@mike_ewen
@ejarmstrong
@uohacademy
@dr_timp
@huuchemsoc

Top Tweeters in G10:
@uct_news
@acbf_official
@idrc_braco
@ecowas_cedeao
@crescontact
@hassana_dia
@uemoa_officiel
@diagneab
@cresgrant


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