ICTD OR ICT4D, Twitter, 8/16/2021 3:11:54 AM, 260236


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ICTD OR ICT4D_2021-08-15_20-01-08.xlsx
ICTD OR ICT4D_2021-08-15_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 16, 2021
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3xPOmeX
@phat_controller
@fortuny
@ifip_94
@ict_works
@cddmanchester
@wayan_vota
@silviahedley
@ictdtax
@ictd_fr
@usaid

Top hashtags:
#ict4d
#digitalsummer
#research
#globaldev
#covid19
#ai
#digital
#ssot
#taxtreaties

Description:
Description
The graph represents a network of 309 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, 16 August 2021 at 03:02 UTC.

The requested start date was Monday, 16 August 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 12-day, 2-hour, 23-minute period from Monday, 02 August 2021 at 08:01 UTC to Saturday, 14 August 2021 at 10:25 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 : 309
Unique Edges : 235
Edges With Duplicates : 424
Total Edges : 659
Number of Edge Types : 5
Tweet : 85
Retweet : 167
MentionsInRetweet : 255
Replies to : 12
Mentions : 140
Self-Loops : 89
Reciprocated Vertex Pair Ratio : 0.0424929178470255
Reciprocated Edge Ratio : 0.0815217391304348
Connected Components : 59
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 69
Maximum Edges in a Connected Component : 201
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.233143
Graph Density : 0.00386668347833396
Modularity : 0.546533
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 309 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, 16 August 2021 at 03:02 UTC.

The requested start date was Monday, 16 August 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 12-day, 2-hour, 23-minute period from Monday, 02 August 2021 at 08:01 UTC to Saturday, 14 August 2021 at 10:25 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:
[10] https://chemonics.com/digitalsummer/?utm_source=twitter&utm_medium=social&utm_campaign=Q32021_DigitalSummer
[4] https://digitalimpactalliance.org/announcing-the-launch-of-the-dial-catalog-of-digital-solutions/
[3] https://digitalprinciples.org/whose-digital-principles-are-they-anyway/
[3] https://www.ictworks.org/lessons-learned-local-leadership/#.YRS-eZpYKPU.twitter
[3] https://konetahub.org/2021/08/13/apply-now-digital-grassroots-ambassadors-program-cohort-5/
[3] https://www.un.org/development/desa/youth/iyd2021.html
[3] https://ict4d.org.uk/desc/
[3] https://www.globalpolicyjournal.com/journal-issue/special-issue-digital-technology-and-political-determinants-health-inequities
[2] https://www.ictworks.org/agriculture-satellite-data-machine-learning-challenge/#.YRDHaC-qBH4.twitter
[2] https://www.ictworks.org/african-entrepreneurs-global-venture-capital/#.YQvGHbL2H8U.twitter

Top URLs in Tweet in G1:
[2] https://www.ictd.ac/news/research-proposals-call-tax-treaties-lower-income-countries/
[2] https://www.linkedin.com/slink?code=e9uCvec4
[1] https://www.ictd.ac/news/dr-waziona-ligomeka-appointed-un-committee-international-cooperation-tax-matters/
[1] https://www.ictd.ac/blog/developing-adopting-digital-tools-property-tax-reform-dakar-senegal/
[1] https://www.ictd.ac/blog/property-tax-valuation-reform-dakar/
[1] https://www.ictd.ac/fr/blog/renforcer-evaluation-fonciere-fins-fiscales-dakar-senegal/
[1] https://www.wiego.org/publications/la-crise-de-la-covid-19-et-leconomie-informelle-resume
[1] https://www.ictd.ac/news/research-tax-development-course/

Top URLs in Tweet in G2:
[4] https://digitalimpactalliance.org/announcing-the-launch-of-the-dial-catalog-of-digital-solutions/
[3] https://www.ictworks.org/lessons-learned-local-leadership/#.YRS-eZpYKPU.twitter
[2] https://blog.google/around-the-globe/google-africa/using-ai-to-map-africas-buildings/?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+blogspot%2FMKuf+%28The+Keyword+%7C+Official+Google+Blog%29
[2] https://digitalprinciples.org/whose-digital-principles-are-they-anyway/
[2] https://www.ictworks.org/african-blockchain-financial-solutions/#.YQem9CtTZdw.twitter
[2] https://www.ictworks.org/leo-satellites-internet-access/#.YQpKiiT0Ylw.twitter
[2] https://www.ictworks.org/african-entrepreneurs-global-venture-capital/#.YQvGHbL2H8U.twitter
[2] https://www.ictworks.org/agriculture-satellite-data-machine-learning-challenge/#.YRDHaC-qBH4.twitter
[1] https://ict4dblog.wordpress.com/2021/08/05/fairwork-vis-a-vis-ilo-decent-work-standards/
[1] https://www.youtube.com/watch?v=-4vys-FoFV4&feature=youtu.be


Top URLs in Tweet in G3:
[2] https://ict4d.jp/bdbook/
[2] https://socialimpact.github.com/assets/img/GitHub_RFP-StandardizedMetrics_FINAL.pdf
[1] https://webmo.info/?utm_content=buffera545f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://webmo.info/?utm_content=buffer29c17&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.linkedin.com/slink?code=e36S4XU2
[1] https://www.thesierraleonetelegraph.com/digital-tools-can-transform-africa-tackle-food-insecurity/
[1] https://www.linkedin.com/slink?code=ds2BijYD
[1] http://www.ict4dprinciples.org/
[1] https://www.unapcict.org/resources/ictd-infobank/scenarios-future-technology-and-international-development
[1] https://ict4d.jp/2021/07/22/career-3tips/

Top URLs in Tweet in G4:
[1] https://twitter.com/johansaebo/status/1426156146713370624
[1] https://indiahci.org/2021/track-short-paper.php
[1] https://twitter.com/indiahci_/status/1422211117053472768
[1] https://twitter.com/cariboudigital/status/1425126041496997889
[1] https://www.irisscis2021.com/
[1] https://twitter.com/irisscis2021/status/1407723661759586305
[1] https://twitter.com/silviahedley/status/1424644290765021196
[1] http://ifiptc9.org/wg94/2021/08/11/call-for-papers-ifip-9-4-conference-lima-peru-2022/
[1] https://twitter.com/silviahedley/status/1425860197344587781

Top URLs in Tweet in G5:
[2] https://twitter.com/samhirvasdev/status/1422674537502543873
[1] https://www.linkedin.com/slink?code=g5zvGmYA
[1] https://www.linkedin.com/slink?code=gET5t6Ky
[1] https://digitalprinciples.org/whose-digital-principles-are-they-anyway/
[1] https://europeanevaluation.org/evaledge-episodes/
[1] https://twitter.com/EES_Eval/status/1425003981961584673

Top URLs in Tweet in G6:
[1] https://circleid.com/posts/20210310-spacexs-starlink-service-in-cuba-would-benefit-cuban-people-and-us/

Top URLs in Tweet in G7:
[2] https://thisisamos.com/2021/08/09/digital-trust-and-belief/
[1] https://thisisamos.com/2021/08/11/output-creation-or-use/
[1] https://thisisamos.com/2021/08/02/two-important-articles-to-read/
[1] https://thisisamos.com/2021/08/04/what-are-offices-and-conferences-for/
[1] https://www.businessdailyafrica.com/bd/opinion-analysis/columnists/can-africa-realise-digital-change--3490524

Top URLs in Tweet in G9:
[2] https://www.itu.int/en/ITU-D/Pages/connect2recover/research-competition/default.aspx
[1] https://ict4dblog.wordpress.com/2021/08/03/the-rise-of-digital-self-exclusion/
[1] https://twitter.com/TaroWorksApp/status/1423002055011098625
[1] https://twitter.com/CDDManchester/status/1423660733577957381

Top URLs in Tweet in G10:
[10] https://chemonics.com/digitalsummer/?utm_source=twitter&utm_medium=social&utm_campaign=Q32021_DigitalSummer
[1] https://chemonics.com/digital-summer
[1] https://www.usaid.gov/global-health/health-areas/family-planning/news-and-updates/usaid-announces-intelligent-forecasting

Top Domains
Top Domains in Tweet in Entire Graph:
[20] twitter.com
[11] ictworks.org
[11] chemonics.com
[8] ictd.ac
[6] linkedin.com
[6] wordpress.com
[6] org.uk
[6] ict4d.jp
[5] thisisamos.com
[4] digitalimpactalliance.org

Top Domains in Tweet in G1:
[7] ictd.ac
[2] linkedin.com
[1] wiego.org

Top Domains in Tweet in G2:
[11] ictworks.org
[4] digitalimpactalliance.org
[3] wordpress.com
[2] blog.google
[2] digitalprinciples.org
[2] cipesa.org
[2] twitter.com
[2] dai-global-digital.com
[1] youtube.com
[1] researchictafrica.net

Top Domains in Tweet in G3:
[4] ict4d.jp
[2] webmo.info
[2] linkedin.com
[2] twitter.com
[2] github.com
[2] tecsalud.io
[1] thesierraleonetelegraph.com
[1] ict4dprinciples.org
[1] unapcict.org
[1] vox.com

Top Domains in Tweet in G4:
[6] twitter.com
[1] indiahci.org
[1] irisscis2021.com
[1] ifiptc9.org

Top Domains in Tweet in G5:
[3] twitter.com
[2] linkedin.com
[1] digitalprinciples.org
[1] europeanevaluation.org

Top Domains in Tweet in G6:
[1] circleid.com

Top Domains in Tweet in G7:
[5] thisisamos.com
[1] businessdailyafrica.com

Top Domains in Tweet in G9:
[2] itu.int
[2] twitter.com
[1] wordpress.com

Top Domains in Tweet in G10:
[11] chemonics.com
[1] usaid.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[149] ict4d
[24] digitalsummer
[13] research
[13] globaldev
[12] covid19
[12] ai
[11] digital
[11] ssot
[10] taxtreaties
[10] lowerincome



Top Hashtags in Tweet in G1:
[10] research
[10] taxtreaties
[10] lowerincome
[7] ecowas
[6] waemu
[4] senegal
[4] blog
[3] call
[2] tax4dev
[2] tax

Top Hashtags in Tweet in G2:
[40] ict4d
[2] google
[2] digitalid
[2] digitalrights
[2] covid
[2] olpc
[2] elearning
[2] freerebecca
[2] digitaldai
[2] digitalacceleration

Top Hashtags in Tweet in G3:
[16] ict4d
[2] monitoring
[2] developmentcooperation
[2] webmo
[2] mpesa
[2] github
[2] research
[2] data
[2] nten
[1] australia

Top Hashtags in Tweet in G4:
[16] ict4d
[8] datajustice
[8] amcis2021
[5] indiahci2021
[4] irisscis2021
[1] degenerative
[1] platforms4d
[1] indiahci
[1] platforms
[1] facebook

Top Hashtags in Tweet in G5:
[6] ict4d
[5] socialimpact
[2] socialchange
[2] socialjustice
[2] digitaldevelopment
[2] dataforgood
[1] socialinnovation
[1] socialenterprise
[1] socialgood
[1] nickatnoon

Top Hashtags in Tweet in G6:
[3] cuba
[1] ict4d

Top Hashtags in Tweet in G7:
[9] publicprivatepartnerships
[6] ict4d
[3] digitaltransformation
[2] trust
[1] ngos
[1] resources
[1] artificialintelligence
[1] readinglist
[1] officesreimagined
[1] conferences

Top Hashtags in Tweet in G8:
[1] brics
[1] brazil
[1] za
[1] academic
[1] cooperation
[1] digitalcooperation
[1] ict
[1] ict4d
[1] digital
[1] digitalpolicies

Top Hashtags in Tweet in G9:
[13] ict4d

Top Hashtags in Tweet in G10:
[24] digitalsummer
[14] ict4d
[11] globaldev
[3] covid19
[3] agribusiness
[3] forecasting4fp
[2] tajikistan
[2] hactivists
[2] lebanon
[2] pandemic

Top Words
Top Words in Tweet in Entire Graph:
[149] #ict4d
[79] digital
[48] ãƒ
[37] æ
[26] development
[26] papers
[25] more
[25] call
[24] learn
[23] #digitalsummer

Top Words in Tweet in G1:
[17] ictdtax
[12] countries
[10] tax
[10] #research
[10] proposals
[10] #taxtreaties
[10] #lowerincome
[10] assist
[8] justinekneb
[8] victorpouliquen

Top Words in Tweet in G2:
[40] #ict4d
[16] digital
[12] ict_works
[9] wayan_vota
[6] solutions
[6] id
[6] phat_controller
[6] vulnerable
[6] fortuny
[5] being

Top Words in Tweet in G3:
[16] #ict4d
[13] æ
[10] ç
[10] ãƒ
[9] ϋ
[8] æœ
[8] development
[6] ict
[6] data
[5] ict4d

Top Words in Tweet in G4:
[24] papers
[16] #ict4d
[15] ifip_94
[14] features
[14] next
[12] call
[11] ifip
[11] conference
[11] taking
[11] place

Top Words in Tweet in G5:
[6] #ict4d
[5] #socialimpact
[4] development
[3] podcast
[3] nora
[3] lindstrom
[3] principles
[2] thank
[2] sharing
[2] insights

Top Words in Tweet in G6:
[3] spacexstarlink
[3] service
[3] #cuba
[3] benefit
[3] cuban
[3] people
[3] spacex
[3] elonmusk
[3] offer
[3] starlink

Top Words in Tweet in G7:
[9] believe
[9] #publicprivatepartnerships
[9] ours
[9] nepad_agency
[9] vodacom
[9] answer
[9] achieving
[8] mezzanine_ware
[7] _afâ
[6] #ict4d

Top Words in Tweet in G9:
[19] digital
[13] #ict4d
[12] self
[9] cddmanchester
[7] marginalised
[6] 15
[6] 42
[6] 000
[6] research
[6] grants

Top Words in Tweet in G10:
[23] #digitalsummer
[19] learn
[16] talk
[14] more
[14] #ict4d
[13] chemonics
[11] #globaldev
[6] app
[5] presentation
[4] keynote

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[30] ãƒ,ãƒ
[14] call,papers
[13] learn,more
[13] #ict4d,#globaldev
[12] more,#ict4d
[12] papers,next
[12] next,ifip
[12] ifip,conference
[12] conference,taking
[12] taking,place

Top Word Pairs in Tweet in G1:
[10] #research,proposals
[10] proposals,#taxtreaties
[10] #taxtreaties,#lowerincome
[10] #lowerincome,countries
[10] countries,assist
[8] justinekneb,victorpouliquen
[7] pleased,announce
[7] announce,call
[7] call,#research
[7] assist,those

Top Word Pairs in Tweet in G2:
[6] solutions,#ict4d
[5] digital,id
[5] id,being
[5] being,used
[5] used,states
[5] states,around
[5] around,world
[5] world,exclude
[5] exclude,marginalised
[5] marginalised,vulnerable

Top Word Pairs in Tweet in G3:
[7] ãƒ,ãƒ
[4] ç,ºå
[4] æ,æœ
[4] valencia,spain
[3] ictd,digital
[3] digital,core
[3] core,valencia
[2] æœ,æƒ
[2] æƒ,šä
[2] šä,æš

Top Word Pairs in Tweet in G4:
[12] call,papers
[11] papers,next
[11] next,ifip
[11] ifip,conference
[11] conference,taking
[11] taking,place
[11] place,lima
[11] lima,26
[11] 26,28
[11] 28,2022

Top Word Pairs in Tweet in G5:
[3] nora,lindstrom
[2] sharing,insights
[2] insights,ict
[2] excellent,stuff
[2] stuff,#ict4d
[2] #ict4d,#socialimpact
[2] #socialimpact,#dataforgood
[2] ees,evaledge
[2] evaledge,podcast
[2] podcast,episode

Top Word Pairs in Tweet in G6:
[3] spacexstarlink,service
[3] service,#cuba
[3] #cuba,benefit
[3] benefit,cuban
[3] cuban,people
[3] people,spacex
[3] spacex,elonmusk
[3] elonmusk,offer
[3] offer,starlink
[2] larrypress,spacexstarlink

Top Word Pairs in Tweet in G7:
[9] believe,#publicprivatepartnerships
[9] #publicprivatepartnerships,ours
[9] ours,nepad_agency
[9] nepad_agency,vodacom
[9] vodacom,answer
[9] answer,achieving
[8] mezzanine_ware,believe
[7] achieving,_afâ
[2] digital,trust
[2] trust,belief

Top Word Pairs in Tweet in G9:
[6] 15,42
[6] 42,000
[6] 000,#ict4d
[6] #ict4d,research
[6] research,grants
[6] grants,itudevelopment
[6] itudevelopment,proposals
[6] proposals,accelerate
[6] accelerate,digital
[6] digital,inclusion

Top Word Pairs in Tweet in G10:
[11] learn,more
[11] more,#ict4d
[11] #ict4d,#globaldev
[8] #digitalsummer,talk
[7] chemonics,#digitalsummer
[4] #digitalsummer,keynote
[4] #digitalsummer,discussion
[4] lightning,talk
[3] development,humanitarian
[3] talk,panelists

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ictdtax
@ifip_94
@chemonics
@ict_works
@cddmanchester
@wayan_vota
@silviahedley
@nepad_agency
@vodacom
@afgoesdigital

Top Mentioned in G1:
@ictdtax
@justinekneb
@victorpouliquen
@wligomeka
@idrc_braco
@acbf_official
@ictd_fr
@uct_news
@crescontact
@cresgrant

Top Mentioned in G2:
@ict_works
@wayan_vota
@phat_controller
@fortuny
@usaid
@ict4paul
@gsma
@internews
@mercycorps
@geopoll

Top Mentioned in G3:
@whatsicinfo

Top Mentioned in G4:
@ifip_94
@silviahedley
@mohit088
@emrys_s
@soumyoin
@carlabonina
@kmkoskinen
@pfussy
@srrreal
@aisconnect

Top Mentioned in G5:
@king6rules
@noralindstroem
@ncmart
@ees_eval
@digiprinciples
@dial_community
@developmentcafe
@crsnews
@ict4datunctad

Top Mentioned in G6:
@spacexstarlink
@spacex
@elonmusk
@larrypress
@joebiden
@oscarvisiedo
@arcamachox
@norges14
@anelsona
@camilocondis

Top Mentioned in G7:
@nepad_agency
@vodacom
@mezzanine_ware
@amosdoornbos
@_africanunion
@_af

Top Mentioned in G8:
@luci_abrahams
@linkcentrewits
@brics_institute
@bricsrussia2020
@thebricspost
@bricsparma
@bricsjournal
@brics_cci
@bricslics
@bricsforumi

Top Mentioned in G9:
@cddmanchester
@itudevelopment
@phat_controller

Top Mentioned in G10:
@chemonics
@usaidgh
@globaldevlab
@usaiduganda

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@femtech_
@artificialbra1n
@godfrey_g_
@vodacom
@education_24x7
@botfemale
@mojamesapted
@smartecocity
@semmoneglynn

Top Tweeters in G1:
@suvojitc
@wiegoglobal
@phdskat
@uct_news
@aredonda
@maxgallien
@irmamosquerav
@idsalumni
@mikkyfaradd
@ictdtax

Top Tweeters in G2:
@artificialbra1n
@mojamesapted
@semmoneglynn
@anandstweets
@fortuny
@giuliowolfe
@usaid
@wayan_vota
@phat_controller
@daiglobal

Top Tweeters in G3:
@prepaid_africa
@tendersngo
@uplantatree
@colorsparkly
@takahashi126
@thinkspain
@jselanikio
@byegiora
@flipsilog
@desaanaksos

Top Tweeters in G4:
@josuewatat
@emrys_s
@silviahedley
@akinnaija
@cariboudigital
@pj_wall
@carlabonina
@manikantroy
@melisaslep
@srrreal

Top Tweeters in G5:
@crsnews
@posiwise
@ict4datunctad
@ncmart
@noralindstroem
@dial_community
@sonja_ict4d
@ipdet_community
@digiprinciples
@ees_eval

Top Tweeters in G6:
@camilocondis
@norges14
@chiringadecuba
@elyuma
@elonmusk
@oscarvisiedo
@anelsona
@joebiden
@kasper96342305
@larrypress

Top Tweeters in G7:
@chidambara09
@vodacom
@selemanykitenge
@nepad_agency
@_africanunion
@amosdoornbos
@nepad_mayaki
@_af
@raymadegroup
@agenda2063n

Top Tweeters in G8:
@thebricspost
@bricslics
@1lucabelli
@bricsjournal
@bricsparma
@bricscyber
@brics_cci
@bricsforumi
@linkcentrewits
@brics_institute

Top Tweeters in G9:
@tomdrabowicz
@sameen_mohsin
@mathevk
@mseangallagher
@labluetuitea
@j_p_albuquerque
@cddmanchester
@alicjapawluczuk
@uttam_geopd
@itudevelopment

Top Tweeters in G10:
@sandersseanergy
@usaidgh
@techchange
@globaldevlab
@chemonics
@sbaic
@cerad_
@basicedtweets
@borlaugtamu
@bzarielle


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