ICTD OR ICT4D, Twitter, 7/11/2022 3:45:20 AM, 279346


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ICTD OR ICT4D_2022-07-10_20-30-00.xlsx
ICTD OR ICT4D_2022-07-10_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 11, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3uFsvbr
@dorotheakleine
@ictdtax
@silviahedley
@ifip_94
@ictd2022
@vital_wave
@gatesfoundation
@cddmanchester
@infotechdev
@santoro_fab

Top hashtags:
#ict4d
#ictd2022
#research
#development
#digital
#tax
#malawi
#eswatini

Description:
Description
The graph represents a network of 272 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, 11 July 2022 at 03:30 UTC.

The requested start date was Monday, 11 July 2022 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, 37-minute period from Monday, 27 June 2022 at 05:03 UTC to Sunday, 10 July 2022 at 06:40 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 : 272
Unique Edges : 178
Edges With Duplicates : 418
Total Edges : 596
Number of Edge Types : 5
Tweet : 76
Retweet : 173
MentionsInRetweet : 215
Mentions : 120
Replies to : 12
Self-Loops : 77
Reciprocated Vertex Pair Ratio : 0.0882352941176471
Reciprocated Edge Ratio : 0.162162162162162
Connected Components : 49
Single-Vertex Connected Components : 12
Maximum Vertices in a Connected Component : 50
Maximum Edges in a Connected Component : 209
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.718669
Graph Density : 0.00401562839157803
Modularity : 0.473442
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 272 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, 11 July 2022 at 03:30 UTC.

The requested start date was Monday, 11 July 2022 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, 37-minute period from Monday, 27 June 2022 at 05:03 UTC to Sunday, 10 July 2022 at 06:40 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] http://www.afgoesdigital.com/services-3/
[6] -
[5] https://thisisamos.com/2022/07/09/new-models-required/
[5] https://ict4dblog.wordpress.com/2020/07/13/context-and-digital-start-ups-in-the-global-south/
[5] https://ictd.org/schedule/
[4] https://www.researchgate.net/publication/361102212_ICT4D_and_Critical_Data_Studies_A_Joint_Research_Agenda
[3] https://ifip94.wordpress.com/2022/06/30/rethinking-ict4d-research-through-the-pillars-of-context-resilience-and-sustainability/
[3] https://www.ictworks.org/usaid-digital-literacy-primer/
[2] https://ict4d.jp/2022/07/08/ict4donlinecourse1/
[2] https://jobs.oxfam.org.uk/vacancy/digital-programmes-advisor-2-roles-1248/17536/description/

Top URLs in Tweet in G1:
[4] https://www.researchgate.net/publication/361102212_ICT4D_and_Critical_Data_Studies_A_Joint_Research_Agenda
[4] https://ictd.org/schedule/
[2] https://ictd.org/accepted-notes/
[1] https://ifip94.wordpress.com/
[1] https://ictd.org/
[1] https://twitter.com/ishtiaquesia/status/1529475878186778624
[1] https://twitter.com/silviahedley/status/1544244874786095113
[1] https://www.devstud.org.uk/conference/conference-2022/
[1] https://ict4dblog.wordpress.com/2020/07/13/context-and-digital-start-ups-in-the-global-south/
[1] https://ifip94.wordpress.com/2022/06/30/rethinking-ict4d-research-through-the-pillars-of-context-resilience-and-sustainability/

Top URLs in Tweet in G2:
[2] https://www.ictd.ac/publication/mandating-digital-tax-tools-response-covid-evidence-eswatini/
[1] https://www.ictd.ac/news/ictd-research-tax-development-course-2022-2023/
[1] https://www.ictd.ac/blog/tax-justice-ground-up-interview-seatini-uganda/
[1] https://twitter.com/SeatiniU/status/1544198573717348357
[1] https://www.ictd.ac/publication/tax-obsessions-taxpayer-registration-and-the-informal-sector-in-sub-saharan-africa/
[1] https://www.ictd.ac/publication/at-table-off-menu-assessing-participation-lower-income-countries-global-tax-negotiations/
[1] https://twitter.com/ICTDTax/status/1541378984109379585

Top URLs in Tweet in G3:
[3] https://www.ictworks.org/usaid-digital-literacy-primer/
[2] https://www.ictworks.org/creative-ideas-bridge-digital-divide/#.YsaBgbOKuvc.twitter
[2] http://www.ictworks.org/?p=14738
[2] https://www.ictworks.org/advise-fcdo-frontier-technologies/#.YsJy_6xDSYw.twitter
[2] https://www.ictworks.org/decolonizing-data-for-development/#.Yr1DIPueTUA.twitter
[2] https://www.ictworks.org/digital-climate-change-adaptation-solution/#.Yrk6B4v6FFg.twitter
[1] https://www.ictworks.org/digital-climate-change-adaptation-solution/
[1] https://cipesa.org/2022/07/databytes-strengthening-the-data-confidence-of-africa-digital-rights-fund-grantees/
[1] https://www.ipsnews.net/2022/07/digital-divide-pending-issue-chiles-educational-system/
[1] https://ict4dblog.wordpress.com/2022/07/08/how-does-technology-affect-smart-city-governance/

Top URLs in Tweet in G4:
[6] -
[2] https://uploads-ssl.webflow.com/627bd75ca5e3f80964e3b246/62c44c59b6125c40850062cc_YJC
[2] 06.07.22
[2] State
[2] Responsibility
[2] and
[2] the
[2] Yazidi
[2] Genocide
[2] Final.pdf

Top URLs in Tweet in G5:
[1] https://twitter.com/DirectorpdpoUG/status/1541401727978577920

Top URLs in Tweet in G6:
[2] https://ifip94.wordpress.com/2022/06/30/rethinking-ict4d-research-through-the-pillars-of-context-resilience-and-sustainability/
[1] https://www.activityinfo.org/support/webinars/2022-06-28-activityinfo-demo.html
[1] https://www.sciencedirect.com/science/article/abs/pii/S0921344922003202
[1] https://link.springer.com/content/pdf/10.1007/s11948-020-00213-5.pdf
[1] https://ictd.gov.bd/
[1] https://ngotenders.net/job/help-desk-consultant-11-5-months-ictd-digital-core-valencia-spain/?feed_id=193714&_unique_id=62c30f5ec19b8
[1] https://webmo.info/en?utm_content=buffer0f406&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://webmo.info/?utm_content=bufferf4e5c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.unhcr.org/admin/jobs/62c6d1834/digital-literacy-skills-specialist-home-based-closing-date-21-july-2022.html
[1] https://www.ictd.ac/news/sri-lanka-crisis-tax-mick-moore/

Top URLs in Tweet in G7:
[4] https://ict4dblog.wordpress.com/2020/07/13/context-and-digital-start-ups-in-the-global-south/
[1] https://twitter.com/ictd2022/status/1527689293740658688
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2068492?cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1951150?src=&cookieSet=1
[1] https://www.youtube.com/watch?v=GVnnV2DdXw8&feature=youtu.be

[1] https://ict4dblog.wordpress.com/2022/06/27/workshop-on-chinas-digital-expansion-in-the-global-south/
[1] https://zoom.us/meeting/register/tJAscu-pqTIqEtT-t6mRqxoE3K-nsFGS6Fwd
[1] https://twitter.com/BasmaAlbanna/status/1542426607947767808

Top URLs in Tweet in G9:
[1] https://hivos.org/news/using-technology-for-transparency-and-accountability-in-malawi/

Top URLs in Tweet in G10:
[1] https://twitter.com/RwandaFDA/status/1544998024585379842
[1] https://untalent.org/jobs/consultancy-business-analyst-ictd-srg-valencia-spain-on-site-or-remote?utm_source=twitter
[1] https://untalent.org/jobs/senior-budget-associate-g-7-fixed-term-post-no-115568-ictd-digital-core-valencia-spain?utm_source=twitter
[1] https://untalent.org/jobs/consultancy-quality-assurance-analyst-ictd-digital-core-valencia-spain-remote-based?utm_source=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[16] ictworks.org
[15] twitter.com
[11] wordpress.com
[11] ictd.org
[8] ictd.ac
[8] afgoesdigital.com
[6] thisisamos.com
[5] org.uk
[4] webmo.info
[4] researchgate.net

Top Domains in Tweet in G1:
[7] ictd.org
[5] twitter.com
[4] researchgate.net
[3] wordpress.com
[1] org.uk

Top Domains in Tweet in G2:
[6] ictd.ac
[2] twitter.com

Top Domains in Tweet in G3:
[15] ictworks.org
[2] cipesa.org
[2] a4ai.org
[1] ipsnews.net
[1] wordpress.com
[1] medium.com
[1] gsma.com
[1] qz.com
[1] dai-global-digital.com
[1] cmail20.com

Top Domains in Tweet in G4:
[2] webflow.com
[1] twitter.com
[1] bit.ly

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[2] wordpress.com
[2] webmo.info
[1] activityinfo.org
[1] sciencedirect.com
[1] springer.com
[1] gov.bd
[1] ngotenders.net
[1] unhcr.org
[1] ictd.ac

Top Domains in Tweet in G7:
[5] wordpress.com
[2] twitter.com
[2] tandfonline.com
[1] youtube.com
[1] zoom.us

Top Domains in Tweet in G9:
[1] hivos.org

Top Domains in Tweet in G10:
[3] untalent.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[113] ict4d
[39] ictd2022
[15] research
[14] development
[12] digital
[12] tax
[10] malawi
[9] eswatini
[8] africa
[8] uav



Top Hashtags in Tweet in G1:
[34] ictd2022
[31] ict4d
[7] intersectional
[6] dsa2022
[4] gender
[2] sustainability
[2] datagaps
[2] datascience
[1] resilience
[1] algorithmicbias

Top Hashtags in Tweet in G2:
[15] research
[12] tax
[11] development
[9] eswatini
[5] taxjustice
[5] uganda
[2] tax4dev
[1] digitax
[1] mentorship
[1] econtwitter

Top Hashtags in Tweet in G3:
[28] ict4d
[3] agricultural
[3] cooperatives
[3] uganda
[3] digital
[2] data
[2] dataanalysis
[2] datadrivendevelopment
[2] edd22
[2] msme

Top Hashtags in Tweet in G4:
[2] nhsparlyawards

Top Hashtags in Tweet in G5:
[3] stem5girls
[3] ict5girls

Top Hashtags in Tweet in G6:
[5] ict4d
[2] reporting
[2] digitalinclusion
[2] monitoring
[2] developmentcooperation
[2] webmo
[1] datacollection
[1] monitoringevaluation
[1] digitallearning
[1] development

Top Hashtags in Tweet in G7:
[17] ict4d
[3] ictd2022
[3] digitaldevelopment
[2] data4dev
[1] openaccess
[1] dsa2022
[1] chinadigital

Top Hashtags in Tweet in G8:
[1] nazid2020

Top Hashtags in Tweet in G9:
[10] malawi
[1] tranparency
[1] accountability
[1] ict4d

Top Hashtags in Tweet in G10:
[3] unjobs
[3] untalent
[2] itandtelecoms
[1] ict4d
[1] vaccines
[1] digital
[1] health
[1] admin
[1] finance

Top Words
Top Words in Tweet in Entire Graph:
[113] #ict4d
[65] research
[54] digital
[39] #ictd2022
[35] ict4d
[31] ictd
[25] online
[25] ifip_94
[24] see
[22] ত

Top Words in Tweet in G1:
[49] research
[34] #ictd2022
[31] #ict4d
[19] ifip_94
[17] ict4d
[17] dorotheakleine
[16] gender
[15] great
[14] session
[12] forward

Top Words in Tweet in G2:
[16] ictdtax
[15] #research
[12] #tax
[11] #development
[11] course
[9] #eswatini
[9] read
[9] research
[8] happens
[8] taxpayers

Top Words in Tweet in G3:
[28] #ict4d
[12] digital
[8] wayan_vota
[7] apply
[7] 000
[7] ict_works
[7] development
[5] introducing
[5] usaid
[4] fortuny

Top Words in Tweet in G4:
[3] margaret
[2] ψ
[2] ªà
[2] report
[2] state
[2] responsibility
[2] yazidi
[2] genocide
[2] rsvp
[2] launch

Top Words in Tweet in G5:
[3] great
[3] collabo
[3] #stem5girls
[3] #ict5girls
[3] initiatives
[3] future
[3] wougnet
[3] empowering
[3] girlchild
[2] kiapikfreddie76

Top Words in Tweet in G6:
[5] #ict4d
[4] ict4d
[3] support
[3] ictd
[3] good
[3] based
[3] digital
[2] #reporting
[2] time
[2] #digitalinclusion

Top Words in Tweet in G7:
[23] digital
[17] #ict4d
[13] infotechdev
[11] cddmanchester
[10] policy
[9] global
[9] south
[8] effective
[7] presentations
[6] start

Top Words in Tweet in G9:
[10] online
[10] platform
[10] #malawi
[10] mzinda
[10] wanga
[10] help
[10] citizens
[10] see
[10] local
[10] authorities

Top Words in Tweet in G10:
[4] unicef
[3] trial
[3] exciting
[3] step
[3] forward
[3] verification
[3] traceability
[3] initiative
[3] partnership
[3] ªðÿ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[13] ict4d,research
[11] digital,divide
[11] #tax,#development
[11] #development,course
[10] online,platform
[10] platform,#malawi
[10] #malawi,mzinda
[10] mzinda,wanga
[10] wanga,help
[10] help,citizens

Top Word Pairs in Tweet in G1:
[11] ict4d,research
[9] look,forward
[8] open,session
[7] ifip_94,blog
[7] #ict4d,research
[6] context,resilience
[6] resilience,sustainability
[6] #ictd2022,conference
[5] shared,research
[5] research,agenda

Top Word Pairs in Tweet in G2:
[11] #tax,#development
[11] #development,course
[8] happens,taxpayers
[8] taxpayers,forced
[8] forced,go
[8] go,paperless
[8] paperless,during
[8] during,pandemic
[8] pandemic,#eswatini
[8] #eswatini,made

Top Word Pairs in Tweet in G3:
[6] #ict4d,wayan_vota
[4] digital,divide
[4] wayan_vota,ict_works
[3] fortuny,apply
[3] apply,100
[3] 100,000
[3] 000,digital
[3] digital,climate
[3] climate,change
[3] change,adaptation

Top Word Pairs in Tweet in G4:
[2] œà,ªà
[2] report,state
[2] state,responsibility
[2] responsibility,yazidi
[2] yazidi,genocide
[2] genocide,rsvp
[2] rsvp,launch
[2] launch,today
[2] today,14
[2] over,moon

Top Word Pairs in Tweet in G5:
[3] great,collabo
[3] collabo,#stem5girls
[3] #stem5girls,#ict5girls
[3] #ict5girls,initiatives
[3] initiatives,future
[3] future,wougnet
[3] wougnet,empowering
[3] empowering,girlchild
[2] kiapikfreddie76,great
[2] girlchild,throu

Top Word Pairs in Tweet in G6:
[2] rethinking,ict4d
[2] ict4d,research
[2] research,pillars
[2] pillars,context
[2] context,resilience
[2] resilience,sustainability
[2] trial,#ict4d
[2] #ict4d,#developmentcooperation
[2] development,practitioners

Top Word Pairs in Tweet in G7:
[9] global,south
[5] infotechdev,infotechdev
[5] infotechdev,digital
[5] digital,inequality
[5] inequality,beyond
[5] beyond,digital
[5] digital,divide
[5] divide,conceptualizing
[5] conceptualizing,adverse
[5] adverse,digital

Top Word Pairs in Tweet in G9:
[10] online,platform
[10] platform,#malawi
[10] #malawi,mzinda
[10] mzinda,wanga
[10] wanga,help
[10] help,citizens
[10] citizens,see
[10] see,local
[10] local,authorities
[10] authorities,allocate

Top Word Pairs in Tweet in G10:
[3] trial,exciting
[3] exciting,step
[3] step,forward
[3] forward,verification
[3] verification,traceability
[3] traceability,initiative
[3] ªðÿ,opening
[3] opening,unicef
[3] valencia,spain
[3] exp,days

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ifip_94
@dorotheakleine
@ictdtax
@cddmanchester
@infotechdev
@hivos
@silviahedley
@wayan_vota
@ict_works
@mariaigarrido

Top Mentioned in G1:
@dorotheakleine
@ifip_94
@silviahedley
@mariaigarrido
@saraksha
@infoschoolsheff
@igsd_shef
@mulunehatinaf
@infotechdev
@ovus00

Top Mentioned in G2:
@ictdtax
@santoro_fab
@seatiniuganda
@ids_uk
@gatesfoundation
@eatgn
@taxjusticeafric
@taxalliance_ug
@odi_global
@martinhearson

Top Mentioned in G3:
@wayan_vota
@ict_works
@fortuny
@usaid
@daiglobal
@ict
@cipesaug
@usaid_digital
@pj_wall
@irena

Top Mentioned in G4:
@yazidijustice
@tulipsiddiq
@fifaworldcup
@elonmusk
@royalfreenhs
@elif_safak
@helenakennedyqc
@rushanaraali
@brendanoharamp
@tatyanaeatwell

Top Mentioned in G5:
@wougnet
@kiapikfreddie76
@nitauganda1
@nitaugandaed
@uipe_uganda
@uncst_uganda
@upstu_2019
@faweuganda
@unwomenuganda
@ucc_ed

Top Mentioned in G7:
@cddmanchester
@infotechdev
@ifip_94

Top Mentioned in G8:
@id2020
@ict4d2020
@refugees
@simprints
@norchurchaid
@mercycorps
@ict4dconference
@nethope_org
@crs_expertise

Top Mentioned in G9:
@hivos

Top Mentioned in G10:
@unicef
@vital_wave
@gatesfoundation
@gavi
@globalfund
@worldbank
@rwandafda
@nafdacagency

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@nzstuff
@designthinkbot
@pardoe_ai
@nordicgeo
@tendersngo
@prepaid_africa
@tetisheri
@katypearce
@econotw

Top Tweeters in G1:
@pardoe_ai
@katypearce
@giuliowolfe
@suoman
@infoschoolsheff
@afrochissy
@silviahedley
@dorotheakleine
@taschagroup
@teninthemorning

Top Tweeters in G2:
@econotw
@crystalsimeoni
@ids_uk
@odi_global
@phdskat
@okwaroh
@seatiniuganda
@martinhearson
@taxjusticeafric
@herbertk4

Top Tweeters in G3:
@fortuny
@usaid
@wayan_vota
@irena
@daiglobal
@eu_partnerships
@ict_works
@feedthefuture
@cipesaug
@a4a_internet

Top Tweeters in G4:
@fifaworldcup
@royalfreenhs
@elif_safak
@elonmusk
@ewelinauo
@tulipsiddiq
@rushanaraali
@brendanoharamp
@sikhan_ictd
@apuukil

Top Tweeters in G5:
@kiapikfreddie76
@wougnet
@nitauganda1
@unwomenuganda
@ucc_ed
@nitaugandaed
@uipe_uganda
@faweuganda
@mujjuzidesmond
@uncst_uganda

Top Tweeters in G6:
@tendersngo
@prepaid_africa
@okokoowen
@raulza
@davidnemer
@activityinfo
@rynnstansenzere
@webmo_
@dustinhalse
@probhaaurora

Top Tweeters in G7:
@josuewatat
@globaldevinst
@paulnaish78
@nacikarkin
@lukasschlogl
@fehinisrael
@cddmanchester
@uttam_geopd
@infotechdev
@surveilsouth

Top Tweeters in G8:
@refugees
@mercycorps
@liberoide
@crs_expertise
@nethope_org
@ict4dconference
@simprints
@sonja_ict4d
@id2020
@norchurchaid

Top Tweeters in G9:
@fibanda1
@hivos
@tisu_joan
@tdivala
@chioneso98
@eliyazulu
@mizu_farmer
@chiyamwaka
@sandrazwact
@honchinsinga

Top Tweeters in G10:
@unicef
@worldbank
@untalentjobs
@gavi
@gatesfoundation
@globalfund
@nafdacagency
@vital_wave
@rwandafda
@catmeurn


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