ICTD OR ICT4D, Twitter, 10/4/2021 4:42:03 AM, 263584


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ICTD OR ICT4D_2021-10-03_20-01-08.xlsx
ICTD OR ICT4D_2021-10-03_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 04, 2021
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3uAcv9o
@andrejcisneros
@phat_controller
@qawe5
@silviahedley
@ict_works
@dorotheakleine
@itu
@lochoffs
@ifip_94
@infotechdev

Top hashtags:
#ict4d
#globaldev
#digital
#sdgs
#africa
#agriculture
#data
#womenintech
#webinaralert

Description:
Description
The graph represents a network of 410 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, 04 October 2021 at 03:02 UTC.

The requested start date was Monday, 04 October 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, 21-minute period from Monday, 20 September 2021 at 07:09 UTC to Sunday, 03 October 2021 at 08:30 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 : 410
Unique Edges : 320
Edges With Duplicates : 534
Total Edges : 854
Number of Edge Types : 5
Retweet : 199
MentionsInRetweet : 314
Tweet : 82
Mentions : 250
Replies to : 9
Self-Loops : 83
Reciprocated Vertex Pair Ratio : 0.0739130434782609
Reciprocated Edge Ratio : 0.137651821862348
Connected Components : 72
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 118
Maximum Edges in a Connected Component : 304
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.727228
Graph Density : 0.00294591209970779
Modularity : 0.544926
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 410 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, 04 October 2021 at 03:02 UTC.

The requested start date was Monday, 04 October 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, 21-minute period from Monday, 20 September 2021 at 07:09 UTC to Sunday, 03 October 2021 at 08:30 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://www.tandfonline.com/doi/full/10.1080/0960085X.2021.1978340
[6] https://attendee.gotowebinar.com/register/5423537234806093068?utm_source=webinar&utm_medium=social&utm_campaign=agcelerating+africa
[4] http://www.ictworks.org/?p=14094
[4] https://www.ictd.ac/publication/taxing-high-net-worth-individuals-lessons-from-the-uganda-revenue-authoritys-experience/
[3] https://bfaglobal.com/catalyst-fund/finding-product-market-fit-and-improving-operations-during-covid/?utm_content=buffer0c03c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#download-guide
[3] https://aidnography.blogspot.com/2021/09/development-ict4d-digital-communication-academia-link-review-417.html
[3] https://www.ictd.ac/publication/at-table-off-menu-assessing-participation-lower-income-countries-global-tax-negotiations/
[3] https://www.tandfonline.com/doi/abs/10.1080/02681102.2021.1976714?journalCode=titd20
[3] https://edition.cnn.com/2019/07/03/health/austria-glyphosate-ban-weed-killer-bayer-intl/index.html
[3] https://mediarightsagenda.org/ictd-calls-for-submission-of-papers-and-notes-for-2022-conference/

Top URLs in Tweet in G1:
[4] http://www.ictworks.org/?p=14094
[2] https://www.ictworks.org/educational-technology-innovation-idea/#.YUg98QA4Yto.twitter
[2] https://www.ictworks.org/skilled-young-men-benefit-internet-access/#.YUwhfwi6RlY.twitter
[2] https://www.ictworks.org/usaid-digital-ecosystem-framework/#.YVRp2EXCvHc.twitter
[2] https://www.ids.ac.uk/events/digital-technologies-in-participatory-research/
[2] https://www.ictworks.org/african-governments-citizens-digital-civic-spaces/amp/?__twitter_impression=true
[2] https://www.ictworks.org/skilled-young-men-benefit-internet-access/
[1] https://a4ai.org/new-escap-a4a-towards-meaningful-connectivity-insights-from-asia-pacific-case-studies/
[1] https://www.ictworks.org/african-governments-citizens-digital-civic-spaces/#.YVVxmgW8qDs.twitter
[1] http://www.ipsnews.net/2021/09/satellite-technologies-can-aid-fiji-pacific-island-nations-build-climate-resilience/

Top URLs in Tweet in G2:
[1] https://scholar.google.com/citations?user=DTalMHkAAAAJ&hl=en
[1] https://www.theguardian.com/food/2021/sep/26/food-myths-busted-dairy-salt-steak-swedish-study-science-health-advice

Top URLs in Tweet in G3:
[10] https://www.tandfonline.com/doi/full/10.1080/0960085X.2021.1978340
[1] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3756357
[1] https://twitter.com/InfoSchoolSheff/status/1313858699363000321
[1] https://twitter.com/drbradmckenna/status/1441349811920248837
[1] https://ifip.ue.edu.pe/submissions
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1971147?src=&cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1875186?src=&cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1976714?src=&cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1975256?src=&cookieSet=1
[1] https://twitter.com/Andrejcisneros/status/1440705423842037773

Top URLs in Tweet in G4:
[3] https://aidnography.blogspot.com/2021/09/development-ict4d-digital-communication-academia-link-review-417.html
[2] https://aidnography.blogspot.com/2021/09/development-ict4d-digital-communication-academia-link-review-416.html

Top URLs in Tweet in G5:
[1] https://www.ictd.ac/news/call-for-proposals-informality-tax-state/
[1] https://www.ictd.ac/publication/co-financing-community-driven-development-informal-taxation-evidence-south-central-somalia/

Top URLs in Tweet in G6:
[1] http://www.tecsalud.io/2021/09/21/chile-mexico-y-brasil-continuan-con-nuevas-iniciativas-en-salud-digital-luego-de-pandemia/?lang=es
[1] https://twitter.com/andrejcisneros/status/1440705425775620096
[1] https://www.unjobnet.org/jobs/detail/32070497
[1] https://www.devex.com/news/5-ways-to-build-trust-in-digital-health-tools-101640
[1] https://dx.doi.org/10.15131/shef.data.16438716.v1
[1] https://www.meetup.com/London-ICT4D/
[1] https://www.youtube.com/watch?v=xZUwl2Kp3QE&list=PLfNvpP9oE2fo8qKcjCx0h-I6v-YfA3DZ7&utm_source=google&utm_medium=poster&utm_campaign=poster

[1] https://www.youtube.com/watch?v=-3TW5qMmKCA&list=PLfNvpP9oE2fo8qKcjCx0h-I6v-YfA3DZ7&index=2&utm_source=google&utm_medium=poster&utm_campaign=poster

[1] https://www.youtube.com/watch?v=6O7jmzj2SDA&list=PLfNvpP9oE2fo8qKcjCx0h-I6v-YfA3DZ7&index=3&utm_source=google&utm_medium=poster&utm_campaign=poster

[1] https://www.youtube.com/watch?v=KcX2h0HOYJw&list=PLfNvpP9oE2fo8qKcjCx0h-I6v-YfA3DZ7&index=6&utm_source=google&utm_medium=poster&utm_campaign=poster


Top URLs in Tweet in G7:
[2] https://www.datascienceafrica.org/dsa2021kimberley/tbd/
[1] https://twitter.com/Andrejcisneros/status/1440705423842037773
[1] https://gedia-network.org/gendered-participation

Top URLs in Tweet in G8:
[3] https://bfaglobal.com/catalyst-fund/finding-product-market-fit-and-improving-operations-during-covid/?utm_content=buffer0c03c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#download-guide
[1] https://taroworks.org/inventory-management/?utm_content=buffer85dbb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://taroworks.org/fieldwork-during-pandemic/?utm_content=bufferc74da&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://taroworks.org/fieldwork-during-pandemic/?utm_content=buffer3d879&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] http://ictpost.com/how-does-cloud-computing-save-energy/?utm_content=buffer5af2c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://taroworks.org/ict4d-cloud-computing/?utm_content=bufferf897a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://taroworks.org/fieldwork-during-pandemic/?utm_content=buffer9100a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://businessfightspoverty.org/new-learning-and-insights-paper-enhancing-the-livelihoods-of-hidden-women-in-global-smallholder-value-chains/?utm_content=buffereb9d1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://taroworks.org/poverty-alleviation-and-womens-empowerment/?utm_content=buffer94af8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://ideas4development.org/en/access-to-clean-water-a-crucial-health-concern-in-the-congo-drc/?utm_content=bufferf3850&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G9:
[2] https://tiquepcp.eu/

Top Domains
Top Domains in Tweet in Entire Graph:
[19] twitter.com
[18] tandfonline.com
[17] ictworks.org
[13] ictd.ac
[13] taroworks.org
[8] thisisamos.com
[6] gotowebinar.com
[5] blogspot.com
[5] youtube.com
[4] itu.int

Top Domains in Tweet in G1:
[17] ictworks.org
[3] cipesa.org
[2] ac.uk
[2] twitter.com
[2] medium.com
[2] restofworld.org
[1] a4ai.org
[1] ipsnews.net
[1] accessnow.org
[1] mailchi.mp

Top Domains in Tweet in G2:
[1] google.com
[1] theguardian.com

Top Domains in Tweet in G3:
[14] tandfonline.com
[3] twitter.com
[1] ssrn.com
[1] edu.pe

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

Top Domains in Tweet in G5:
[2] ictd.ac

Top Domains in Tweet in G6:
[5] youtube.com
[2] ngotenders.net
[1] tecsalud.io
[1] twitter.com
[1] unjobnet.org
[1] devex.com
[1] doi.org
[1] meetup.com
[1] webmo.info
[1] ictd.ac

Top Domains in Tweet in G7:
[2] datascienceafrica.org
[1] twitter.com
[1] gedia-network.org

Top Domains in Tweet in G8:
[13] taroworks.org
[3] bfaglobal.com
[2] businessfightspoverty.org
[1] ictpost.com
[1] ideas4development.org
[1] gsma.com

Top Domains in Tweet in G9:
[2] tiquepcp.eu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[143] ict4d
[14] globaldev
[11] digital
[11] sdgs
[10] africa
[8] agriculture
[7] data
[6] womenintech
[6] webinaralert
[6] covid19



Top Hashtags in Tweet in G1:
[32] ict4d
[4] sdgs
[4] humanrightsviolations
[3] africa
[2] digitalrights
[2] globaldev
[2] tanzania
[2] mobile
[2] techforgood
[2] internetaccess

Top Hashtags in Tweet in G2:
[1] indianairforce
[1] ict4d
[1] platforms4d

Top Hashtags in Tweet in G3:
[9] ict4d
[4] data4dev
[1] decolonizeict4d
[1] informationsystems
[1] ifip942022

Top Hashtags in Tweet in G4:
[12] globaldev

Top Hashtags in Tweet in G5:
[1] cdd
[1] somalia

Top Hashtags in Tweet in G6:
[10] ict4d
[3] internetfreedom
[3] digitalrights
[2] cybersecurity
[2] jobs
[2] hiring
[1] telemedicina
[1] latinoamérica
[1] elcaribe
[1] comptia

Top Hashtags in Tweet in G7:
[13] ict4d
[6] digital
[3] ict4dnorth
[3] bangladesh
[3] gender
[3] genderjustice
[3] africa
[2] digitaldev
[2] women
[2] data

Top Hashtags in Tweet in G8:
[12] ict4d
[4] supplychain
[4] covid19
[4] pandemic
[3] inventorymanagement
[2] humanitarianaid
[2] refugees
[1] wash
[1] inventory

Top Hashtags in Tweet in G9:
[5] tique
[3] virtualcare
[2] lod
[2] fair
[1] integratedcare
[1] omc
[1] openmarketconsultation

Top Hashtags in Tweet in G10:
[1] tvet
[1] skillsforwork
[1] futureofwork

Top Words
Top Words in Tweet in Entire Graph:
[143] #ict4d
[59] research
[52] digital
[47] ict4d
[46] paper
[37] র
[35] য
[34] informal
[33] global
[29] project

Top Words in Tweet in G1:
[32] #ict4d
[30] digital
[20] ict_works
[20] research
[17] adrnorg
[15] african
[14] citizens
[11] phat_controller
[11] technologies
[11] participatory

Top Words in Tweet in G3:
[30] paper
[24] infotechdev
[22] research
[19] andrejcisneros
[16] ict4d
[12] means
[12] researcher
[11] explore
[10] open
[10] access

Top Words in Tweet in G4:
[12] #globaldev
[12] links
[12] feat
[8] aidnography
[7] 417
[5] 416
[5] mtemory2
[5] iokirod
[5] malinmobjork
[5] philjones7771

Top Words in Tweet in G5:
[34] informal
[17] project
[17] mind
[17] looks
[17] taxing
[17] economies
[17] taxation
[17] need
[17] funding
[17] based

Top Words in Tweet in G6:
[10] #ict4d
[8] ictd
[6] ict4d
[5] week
[4] valencia
[4] spain
[4] development
[4] project
[3] research
[3] manager

Top Words in Tweet in G7:
[13] #ict4d
[13] gedia_network
[7] dorotheakleine
[7] siidgroup
[6] research
[6] register
[6] dsa_org
[6] 2021
[6] summer
[6] school

Top Words in Tweet in G8:
[12] #ict4d
[9] taroworks
[8] during
[8] mobile
[8] tech
[6] management
[5] fieldwork
[5] pandemic
[5] keeps
[5] ops

Top Words in Tweet in G9:
[6] data
[5] #tique
[5] big
[3] tiquepcp
[3] #virtualcare
[3] teleconsultation
[3] remote
[3] monitoring
[3] key
[3] prevention

Top Words in Tweet in G10:
[9] day
[9] eastrip
[9] communication
[9] officers
[9] training
[9] maureen
[9] agena
[9] maureenagena
[9] takes
[9] participants

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[20] global,south
[19] andrejcisneros,paper
[19] ict4d,research
[17] project,mind
[17] mind,looks
[17] looks,taxing
[17] taxing,informal
[17] informal,economies
[17] economies,informal
[17] informal,taxation

Top Word Pairs in Tweet in G1:
[10] african,governments
[10] governments,citizens
[10] citizens,spar
[10] spar,over
[10] over,digital
[10] digital,civic
[10] civic,spaces
[10] digital,technologies
[10] technologies,participatory
[10] participatory,research

Top Word Pairs in Tweet in G3:
[18] andrejcisneros,paper
[15] ict4d,research
[10] paper,open
[10] open,access
[10] access,found
[10] found,trying
[10] trying,explore
[10] explore,means
[10] paper,titled
[10] titled,betweenness

Top Word Pairs in Tweet in G4:
[12] #globaldev,links
[8] aidnography,#globaldev
[7] links,417
[7] 417,feat
[5] links,416
[5] 416,feat
[5] feat,mtemory2
[5] mtemory2,iokirod
[5] iokirod,malinmobjork
[5] malinmobjork,philjones7771

Top Word Pairs in Tweet in G5:
[17] project,mind
[17] mind,looks
[17] looks,taxing
[17] taxing,informal
[17] informal,economies
[17] economies,informal
[17] informal,taxation
[17] taxation,need
[17] need,funding
[17] funding,based

Top Word Pairs in Tweet in G6:
[4] valencia,spain
[3] #ict4d,#internetfreedom
[2] kh,saad
[2] fields,#ict4d
[2] #internetfreedom,#digitalrights
[2] #digitalrights,interested
[2] interested,having
[2] having,position
[2] position,advertised
[2] advertised,send

Top Word Pairs in Tweet in G7:
[6] register,dsa_org
[6] dsa_org,2021
[6] 2021,summer
[6] summer,school
[6] school,deadline
[6] deadline,sep
[6] sep,26
[6] 26,sponsored
[6] sponsored,gedia_network
[5] gedia_network,year

Top Word Pairs in Tweet in G8:
[7] mobile,tech
[5] fieldwork,during
[5] during,pandemic
[5] pandemic,mobile
[5] tech,keeps
[5] keeps,ops
[5] ops,going
[5] going,soilhaiti
[5] soilhaiti,solidaridadnetw
[5] solidaridadnetw,solar_sister

Top Word Pairs in Tweet in G9:
[5] #tique,big
[3] tiquepcp,#tique
[3] big,#virtualcare
[3] #virtualcare,teleconsultation
[3] teleconsultation,remote
[3] remote,monitoring
[3] monitoring,key
[3] key,prevention
[3] prevention,important
[3] important,element

Top Word Pairs in Tweet in G10:
[9] day,eastrip
[9] eastrip,communication
[9] communication,officers
[9] officers,training
[9] training,maureen
[9] maureen,agena
[9] agena,maureenagena
[9] maureenagena,takes
[9] takes,participants
[9] participants,ict4d

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@andrejcisneros
@ict_works
@maxgallien
@infotechdev
@phat_controller
@ictdivision
@zapalak
@idea_ictd
@dorotheakleine
@gedia_network

Top Mentioned in G1:
@ict_works
@phat_controller
@adrnorg
@wayan_vota
@phat_controll
@fortuny
@cipesaug
@aristeidoum
@anna_colom
@a4a_internet

Top Mentioned in G2:
@mireillemoret
@b_mittelstadt
@c_russl
@datajusticelab
@ourworldindata
@bbgvisualdata
@anamorfosis
@anametocome
@lavrentisberia4
@axiologitis2

Top Mentioned in G3:
@andrejcisneros
@infotechdev
@ifip_94
@snakande
@abbottpamelay
@dorotheakleine
@silviahedley
@vanebailo
@drbradmckenna
@phat_controller

Top Mentioned in G4:
@aidnography
@mtemory2
@iokirod
@malinmobjork
@philjones7771
@kennedyodede
@_benjaminhaas
@annegreetottow
@hebajournalist
@richardgowan1

Top Mentioned in G5:
@maxgallien
@ictdtax
@santoro_fab
@vvandenboogaard

Top Mentioned in G7:
@gedia_network
@dorotheakleine
@siidgroup
@dsa_org
@andrejcisneros
@rivettulrike
@uct_soit
@ovus00
@infoschoolsheff
@fssozi

Top Mentioned in G8:
@soilhaiti
@solidaridadnetw
@solar_sister
@sistema_bio
@cf_bfa
@bfaglobal
@taroworksapp
@fightpoverty
@refugept
@village_ent

Top Mentioned in G9:
@tiquepcp
@ticsalut
@aquascat
@jss_ictd
@hospitalsantpau
@assuta
@lysander07
@mydataorg
@innhospital

Top Mentioned in G10:
@maureenagena
@eastripsti

Top Tweeters
Top Tweeters in Entire Graph:
@artificialbra1n
@ajaykushwaha_
@botcybersec
@cchukudebelu
@ft
@bestmovieline
@smartecocity
@margymaclibrary
@wef
@prepaid_africa

Top Tweeters in G1:
@prepaid_africa
@ifex
@anandstweets
@fortuny
@billydann1
@feminisminindia
@who
@zendesk
@sutherla
@accessnow

Top Tweeters in G2:
@bestmovieline
@sciencenews
@anametocome
@mikarv
@anamorfosis
@mireillemoret
@lavrentisberia4
@libindesp
@bbgvisualdata
@microsff

Top Tweeters in G3:
@cisnerosmary7
@efpraxia_z
@suertezavaleta
@lenandlar
@rondaz_g
@samerabdelnour
@pazbyc
@kinez_ii
@paulnaish78
@nacikarkin

Top Tweeters in G4:
@richardgowan1
@nonprofitaf
@aidnography
@liamswiss
@eyalpress
@rchandran1
@mayjeong
@hebajournalist
@kennedyodede
@mahcomdev

Top Tweeters in G5:
@cchukudebelu
@umairjav
@sarah81m
@sameen_mohsin
@jwpaller
@nun_river
@aliasaalia
@philipprotmann
@verilyone
@bisi_akins

Top Tweeters in G6:
@tendersngo
@n_pushkareva
@bostontechevent
@lcptuk
@colbaig
@w94ishiken
@benjaoming
@vanepipoca
@openresshef
@unjobnet

Top Tweeters in G7:
@unifau
@infoschoolsheff
@afrochissy
@dorotheakleine
@sheffieldgeog
@amy_odonnell
@siidgroup
@rivettulrike
@fssozi
@ovus00

Top Tweeters in G8:
@guineetags
@solar_sister
@fightpoverty
@id4d
@gsmam4d
@solidaridadnetw
@soilhaiti
@taroworksapp
@refugept
@village_ent

Top Tweeters in G9:
@aquascat
@ticsalut
@hospitalsantpau
@lysander07
@mydataorg
@assuta
@innhospital
@smirabet1
@jss_ictd
@jesusruizramos1

Top Tweeters in G10:
@dr_monari
@maureenagena
@anthonyegeru
@jjmakori
@mankobag
@eastripsti
@pkaramuta
@beckynamubiru2
@kenyacoastnpoly


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