ICTD OR ICT4D, Twitter, 10/22/2019 7:48:27 PM, 213844


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ICTD OR ICT4D_2019-10-22_12-22-32.xlsx
ICTD OR ICT4D_2019-10-22_12-22-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 22, 2019
Short Description:
ICTD OR ICT4D via NodeXL http://bit.ly/2qwOy5S
@phat_controller
@ict_works
@ict4dconference
@fortuny
@esoko
@worldbank
@cdimanchester
@anandstweets
@heatherleson
@ictdtax

Top hashtags:
#ict4d
#hci
#developer
#edtech
#datajustice
#2019meducationsymposium
#globaldev

Description:
Description
The graph represents a network of 1,100 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 Tuesday, 22 October 2019 at 19:22 UTC.

The requested start date was Tuesday, 22 October 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 22-hour, 41-minute period from Tuesday, 08 October 2019 at 00:17 UTC to Monday, 21 October 2019 at 22:59 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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[34] https://www.gdi.manchester.ac.uk/research/publications/di/
[11] for
[10] call
[10] speakers
[9] https://www.ictd.ac/blog/the-oecds-digital-tax-proposal-untangling-the-impact-of-pillar-one-on-developing-countries/
[9] http://www.afgoesdigital.com
[8] https://blogs.worldbank.org/edutech/promise-and-challenges-virtual-schools
[7] https://ict4d2020.org/sponsorship/
[5] https://agribusinessdata.com/nigeria-postuler-pour-prendre-la-parole-a-la-12eme-conference-ict4d/
[5] https://www.ict4dconference.org/apply-speak-12th-ict4d-conference/?utm_source=twitter

Top URLs in Tweet in G1:
[9] https://www.ictd.ac/blog/the-oecds-digital-tax-proposal-untangling-the-impact-of-pillar-one-on-developing-countries/
[3] https://www.ictd.ac/news/developing-countries-risk-being-left-behind-global-tax-reform-researchers/
[2] https://www.ictd.ac/blog/tax-treaties-indonesia-government-losing-court/
[1] https://www.ictd.ac/news/call-for-papers-ntrn-conference-nigeria/
[1] https://www.ictd.ac/news/call-for-proposals-international-taxation-development/
[1] https://twitter.com/ICTDTax/status/1186231250241150982
[1] https://www.ictd.ac/publication/taxing-multinational-enterprises-as-unitary-firms-2/
[1] https://www.alexandrareadhead.com/blog
[1] https://www.imf.org/en/Publications/WP/Issues/2019/10/11/An-Assessment-of-Global-Formula-Apportionment-48718?cid=em-COM-123-39546
[1] https://www.ictd.ac/publication/what-tax-expenditures-how-big-energy-related/

Top URLs in Tweet in G2:
[31] https://www.gdi.manchester.ac.uk/research/publications/di/
[6] https://ict4d2020.org/sponsorship/
[2] https://ict4d2020.org/posters-2/
[2] https://www.mideq.org/en/blog/working-not-migrants-technology-and-inequalities/
[1] https://twitter.com/cdimanchester/status/1181569238118653956
[1] https://www.apc.org/en/pubs/about-apc/apc-internet-rights-charter
[1] https://twitter.com/ICT4D2020/status/1183463822750867457
[1] http://www.ictworks.org/?p=11343
[1] http://www.ictworks.org/?p=11593
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2019.1668346?cookieSet=1

Top URLs in Tweet in G3:
[2] https://twitter.com/accessnow/status/1182651170474680322
[2] https://www.apc.org/en/pubs/about-apc/apc-internet-rights-charter
[2] https://comprop.oii.ox.ac.uk/research/cybertroops2019/
[2] https://www.gdi.manchester.ac.uk/research/publications/di/
[1] https://twitter.com/newhumanitarian/status/1156154221416374273
[1] https://twitter.com/valeriabet/status/1181352322921881600
[1] https://comprop.oii.ox.ac.uk/research/platform-governance/
[1] https://twitter.com/mer__edith/status/1182727795828559878
[1] https://amp.theguardian.com/environment/2019/oct/11/google-contributions-climate-change-deniers
[1] https://www.thetimes.co.uk/article/its-hysteria-not-a-heart-attack-gp-app-tells-women-gm2vxbrqk

Top URLs in Tweet in G4:
[1] https://change.washington.edu/

Top URLs in Tweet in G5:
[8] call
[8] for
[8] speakers
[4] https://www.ict4dconference.org/apply-speak-12th-ict4d-conference/?utm_source=twitter
[4] 1&utm_medium=twitte&utm_campaign=twitter
[3] https://solutionscenter.nethope.org/webinars/view/transforming-agriculture-through-digital-financial-innovations
[2] http://www.ict4dconference.org/
[2] https://www.ict4dconference.org/participate/call-for-speakers/
[2] https://globalvoices.org/2019/10/09/forum-on-internet-freedom-in-africa-global-voices-represents-at-addis-ababa-digital-rights-conference/
[2] https://www.linkedin.com/pulse/why-we-dont-have-ict4d-projects-steve-hellen/

Top URLs in Tweet in G6:
[3] https://www.eventbrite.ca/e/ict4scale-a-roadmap-for-scaling-up-webinar-registration-75208096441
[2] http://www.yenkasa.org/esoko-a-platform-for-more-than-just-market-advice/
[2] https://www.ictworks.org/implementing-responsible-data-policy/#.XaWuEkZKi9I
[2] https://esoko.com/digitization/
[2] https://www.microsoft.com/en-us/research/publication/bill-gates-features-farmbeats-on-gatesnotes/
[2] http://newsletters.fao.org/q/1brfX1hYrFcAa1MfjhQ/wv
[2] http://www.fao.org/e-agriculture/news/planet-satellites-bolster-fao%E2%80%99s-geospatial-toolkit
[1] http://www.yenkasa.org/voice-of-kigezi-wins-inaugural-liz-hughes-award-for-her-farm-radio/
[1] https://esoko.com/evolution-of-data-collection-from-tablet-to-paper-to-mobile/
[1] http://africadigitalawards.com/vote/

Top URLs in Tweet in G7:
[5] http://technologysalon.org/safeguard-constituents-digital-development/
[3] https://www.ictworks.org/bitcoin-cryptocurrency-fund-your-ict4d-project/
[3] https://dai-global-digital.com/making-sure-data-science-for-good-does-good.html
[3] https://dai-global-digital.com/How-the-Disability-Community-in-Honduras-Uses-Digital-Tools.html
[2] https://dai-global-digital.com/case-study-from-cambodia-customizing-an-electronic-medical-records-system-for-floating-villages-in-tonle-sap-lake.html
[2] https://dai-global-digital.com/digital-development-for-newbies-part-1-the-basics.html
[1] https://edition.cnn.com/2019/09/23/tech/solar-kiosks-rwanda-intl/index.html
[1] http://technologysalon.org/london/
[1] https://mailchi.mp/technologysalon/washingtondc-salon-2466603
[1] https://mailchi.mp/technologysalon/washingtondc-salon-2466599

Top URLs in Tweet in G8:
[3] http://aidnography.blogspot.com/2019/10/development-ict4d-digital-communication-academia-link-review-342.html
[3] http://aidnography.blogspot.com/2019/10/development-ict4d-digital-communication-academia-link-review-341.html
[2] http://aidnography.blogspot.com/2019/10/development-ict4d-digital-communication-academia-link-review-340.html
[1] https://twitter.com/ruchowdh/status/1181174020462583808
[1] https://twitter.com/chicledeuva/status/1182130899107926017
[1] https://www.cbs.dk/cbs/jobs-paa-cbs/ledige-stillinger/phd-in-digital-transformations-in-the-global-south

Top URLs in Tweet in G9:
[9] http://www.afgoesdigital.com
[5] https://agribusinessdata.com/nigeria-postuler-pour-prendre-la-parole-a-la-12eme-conference-ict4d/
[1] https://www.developmentgateway.org/blog/big-data-development-cautionary-note
[1] https://www.developmentgateway.org/sites/default/files/2019-10/Tobacco_Research_Coordinator.pdf

Top URLs in Tweet in G10:
[3] https://www.hotosm.org/jobs/developer-remote-oct-2019/

Top Domains
Top Domains in Tweet in Entire Graph:
[50] ictworks.org
[42] twitter.com
[39] ac.uk
[22] ictd.ac
[14] ict4dconference.org
[13] dai-global-digital.com
[12] worldbank.org
[11] tongdot.com
[10] thisisamos.com
[10] ict4d2020.org

Top Domains in Tweet in G1:
[20] ictd.ac
[1] twitter.com
[1] alexandrareadhead.com
[1] imf.org

Top Domains in Tweet in G2:
[31] ac.uk
[8] ict4d2020.org
[3] twitter.com
[3] tandfonline.com
[2] mideq.org
[2] ictworks.org
[1] apc.org
[1] taylorandfrancis.com
[1] dsaireland.org

Top Domains in Tweet in G3:
[8] twitter.com
[6] theguardian.com
[5] ac.uk
[2] apc.org
[1] co.uk
[1] reuters.com
[1] weforum.org
[1] carnegieendowment.org
[1] localizationlab.org
[1] sagepub.com

Top Domains in Tweet in G4:
[1] washington.edu

Top Domains in Tweet in G5:
[12] ict4dconference.org
[7] energypedia-consult.com
[6] ictworks.org
[4] nethope.org
[4] linkedin.com
[3] cipesa.org
[2] a4ai.org
[2] globalvoices.org
[1] apc.org
[1] google.com

Top Domains in Tweet in G6:
[5] eventbrite.ca
[4] esoko.com
[4] ictworks.org
[4] fao.org
[3] yenkasa.org
[2] microsoft.com
[2] youtube.com
[2] geopoll.com
[2] instagram.com
[1] africadigitalawards.com

Top Domains in Tweet in G7:
[11] dai-global-digital.com
[6] technologysalon.org
[3] ictworks.org
[3] zona-m.net
[2] mailchi.mp
[1] cnn.com
[1] huffingtonpost.com
[1] slashdot.org
[1] didiy.eu
[1] io9.com

Top Domains in Tweet in G8:
[8] blogspot.com
[2] twitter.com
[1] cbs.dk

Top Domains in Tweet in G9:
[9] afgoesdigital.com
[5] agribusinessdata.com
[2] developmentgateway.org

Top Domains in Tweet in G10:
[3] hotosm.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[601] ict4d
[63] hci
[57] developer
[57] edtech
[43] datajustice
[41] 2019meducationsymposium
[39] globaldev
[39] sdgs
[37] foodsecurity
[34] datascience



Top Hashtags in Tweet in G1:
[28] digitaltax
[25] pillar1
[14] tax
[10] research
[8] taxsunday
[6] g20
[3] tax4dev
[2] unifiedapproach
[1] abuja
[1] ntrntax

Top Hashtags in Tweet in G2:
[43] datajustice
[28] ict4d
[27] urban
[12] informalsettlements
[9] india
[8] aadhaar
[5] digital
[4] m4d
[4] data4dev
[3] slums

Top Hashtags in Tweet in G3:
[79] ict4d
[20] innovation
[18] quote
[8] aadhaar
[8] digitalidentity
[7] inspiration
[5] digitalid
[5] humanitarian
[3] failure
[2] creativity

Top Hashtags in Tweet in G4:
[61] hci
[2] ictd
[1] accessiblity
[1] changeseminar

Top Hashtags in Tweet in G5:
[52] ict4d
[13] nigeria
[10] abuja
[9] monitoring
[6] ict4d2020
[5] digital
[5] techforgood
[5] webmo
[4] development
[3] agriculture

Top Hashtags in Tweet in G6:
[73] ict4d
[36] foodsecurity
[31] sdgs
[30] datascience
[30] sdgc19
[24] bigdata
[16] microsoft
[14] digitalextension
[9] data
[9] malawi

Top Hashtags in Tweet in G7:
[32] ict4d
[9] digitalacceleration
[8] digitaldai
[5] africa
[5] education
[5] technologysalon
[5] safeguarding
[3] london
[3] gsoc
[3] disability

Top Hashtags in Tweet in G8:
[29] globaldev
[14] ict4d
[1] nobeleconomicsprize

Top Hashtags in Tweet in G9:
[26] ethiopia
[17] benin
[16] madagascar
[7] ict4d
[5] ict4ag
[4] nigeria
[4] drones
[3] digitalisation
[3] agriculture
[3] d4ag

Top Hashtags in Tweet in G10:
[56] developer
[3] ict4d
[3] ict4djobs
[3] techjobs
[3] job
[3] openstreetmap

Top Words
Top Words in Tweet in Entire Graph:
[946] Words in Sentiment List#1: Positive
[287] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[28690] Non-categorized Words
[29923] Total Words
[599] #ict4d
[200] digital
[165] new
[159] apply
[153] data

Top Words in Tweet in G1:
[53] ictdtax
[47] research
[38] martinhearson
[36] fellow
[36] proposal
[33] yesterday
[31] oecdtax
[28] #digitaltax
[26] potential
[25] following

Top Words in Tweet in G2:
[73] new
[66] case
[56] cdimanchester
[48] data
[43] #datajustice
[41] study
[37] collection
[31] south
[29] justice
[28] #ict4d

Top Words in Tweet in G3:
[79] #ict4d
[68] phat_controller
[41] digital
[25] surveillance
[23] more
[22] ai
[22] internet
[22] use
[21] humanidata
[20] population

Top Words in Tweet in G4:
[122] please
[61] recruiting
[61] phd
[61] students
[61] fall'20
[61] cornellcis
[61] apply
[61] interested
[61] advancing
[61] #hci

Top Words in Tweet in G5:
[67] ict4dconference
[52] #ict4d
[52] 12th
[42] call
[40] speakers
[34] april
[31] abuja
[30] now
[28] 21
[28] 23

Top Words in Tweet in G6:
[73] #ict4d
[36] #foodsecurity
[32] data
[31] #sdgs
[31] fao
[30] #datascience
[30] #sdgc19
[29] faoeagriculture
[27] faoafrica
[27] godansec

Top Words in Tweet in G7:
[32] #ict4d
[10] daiglobal
[9] dial_community
[9] #digitalacceleration
[8] insights
[8] #digitaldai
[8] digital
[7] here
[6] good
[5] #africa

Top Words in Tweet in G8:
[29] #globaldev
[18] aidnography
[15] links
[14] new
[14] feat
[14] #ict4d
[8] more
[7] many
[7] looking
[7] great

Top Words in Tweet in G9:
[59] afgoesdigital
[40] africa
[40] digital
[39] goes
[29] challenges
[29] members
[28] gatesfoundation
[27] annual
[26] meet
[26] 2019

Top Words in Tweet in G10:
[56] #developer
[56] help
[56] improve
[56] lives
[56] work
[56] innovative
[56] team
[56] apply
[56] short
[56] term

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[63] please,apply
[62] please,recruiting
[62] recruiting,phd
[62] phd,students
[62] students,fall'20
[62] fall'20,cornellcis
[62] cornellcis,please
[62] apply,interested
[62] interested,advancing
[62] advancing,#hci

Top Word Pairs in Tweet in G1:
[35] research,fellow
[33] yesterday,research
[33] fellow,martinhearson
[26] oecdtax,#digitaltax
[26] #digitaltax,proposal
[25] following,oecdtax
[25] proposal,#pillar1
[25] #pillar1,yesterday
[25] martinhearson,untangles
[25] untangles,potential

Top Word Pairs in Tweet in G2:
[41] case,study
[24] collection,case
[24] case,studies
[24] global,south
[23] new,collection
[23] studies,urban
[23] urban,data
[23] data,inequality
[23] inequality,justice
[23] justice,global

Top Word Pairs in Tweet in G3:
[19] more,liberal
[19] liberal,democracies
[19] democracies,use
[19] use,ai
[19] ai,surveillance
[19] surveillance,population
[19] population,closed
[19] closed,autocratic
[19] autocratic,states
[19] states,#ict4d

Top Word Pairs in Tweet in G4:
[61] please,recruiting
[61] recruiting,phd
[61] phd,students
[61] students,fall'20
[61] fall'20,cornellcis
[61] cornellcis,please
[61] please,apply
[61] apply,interested
[61] interested,advancing
[61] advancing,#hci

Top Word Pairs in Tweet in G5:
[33] 12th,ict4dconference
[31] call,speakers
[28] 21,23
[26] april,21
[23] speakers,now
[23] now,open
[23] make,impact
[19] ict4dconference,april
[17] 900,attendees
[16] open,make

Top Word Pairs in Tweet in G6:
[30] #foodsecurity,#datascience
[30] #datascience,#sdgs
[30] #sdgc19,#ict4d
[28] #sdgs,#sdgc19
[27] faoeagriculture,faoafrica
[27] faoafrica,godansec
[23] #ict4d,#bigdata
[21] godansec,farmerline
[19] fao,ctaflash
[17] ctaflash,faoeagriculture

Top Word Pairs in Tweet in G7:
[5] missed,london's
[5] london's,september
[5] september,#technologysalon
[5] #technologysalon,insights
[5] insights,here
[5] here,#safeguarding
[5] #safeguarding,#ict4d
[5] #digitaldai,#digitalacceleration
[4] matthaikin,missed
[4] #ict4d,techsal

Top Word Pairs in Tweet in G8:
[15] #globaldev,links
[14] new,#globaldev
[13] links,feat
[7] aidnography,new
[7] #ict4d,#globaldev
[7] looking,great
[7] great,paid
[7] paid,#globaldev
[7] #globaldev,#ict4d
[7] #ict4d,phd

Top Word Pairs in Tweet in G9:
[39] africa,goes
[39] goes,digital
[26] meet,gatesfoundation
[26] gatesfoundation,2019
[26] 2019,grand
[26] grand,challenges
[26] challenges,annual
[26] annual,meeting
[26] meeting,addis
[26] addis,ababa

Top Word Pairs in Tweet in G10:
[56] #developer,help
[56] help,improve
[56] improve,lives
[56] lives,work
[56] work,innovative
[56] innovative,team
[56] team,apply
[56] apply,short
[56] short,term
[56] term,remote

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@phat_controller
@ict4dconference
@cornellcis
@imadityav
@cdimanchester
@ictdtax
@hotosm
@afgoesdigital
@martinhearson
@oecdtax

Top Mentioned in G1:
@ictdtax
@martinhearson
@oecdtax
@imfnews
@worldbank
@ids_uk
@alexcobham
@zeithistoriker
@vanessahistory
@roel_dom

Top Mentioned in G2:
@cdimanchester
@unescoict4d
@hiperd
@lborosbe
@infotechdev
@silviahedley
@mideqhub
@d
@banerjeeshonali
@phat_controller

Top Mentioned in G3:
@phat_controller
@humanidata
@l10nlab
@translatorswb
@instantiations
@sergestinckwich
@crs_expertise
@ict4dconference
@sbradshaww
@andrejcisneros

Top Mentioned in G4:
@cornellcis
@imadityav
@uw
@kheimerl
@uwchange

Top Mentioned in G5:
@ict4dconference
@crs_expertise
@sonja_ict4d
@nethope_org
@stevehellen
@ict_works
@catholicrelief
@phat_controller
@crsnews
@cipesaug

Top Mentioned in G6:
@fao
@faoeagriculture
@faoafrica
@godansec
@farmerline
@ctaflash
@mofaghana
@esoko
@faocomdev
@farmradiomw

Top Mentioned in G7:
@daiglobal
@dial_community
@matthaikin
@techsalon
@techsal
@devinnokh
@accentureuk
@oppiaorg
@rockefellerfdn
@un

Top Mentioned in G8:
@aidnography
@noellecrombie
@benparker140
@erinleit
@lindsaypalmeruw
@6oldberg
@alonmwesigwa
@cbilodeau1402
@joshkawessels
@ryanlenorabrown

Top Mentioned in G9:
@afgoesdigital
@gatesfoundation
@abdelawani
@iapad
@ict4dconference
@ctaflash
@imuziga
@agribusdata
@dev_ict4

Top Mentioned in G10:
@hotosm

Top Tweeters
Top Tweeters in Entire Graph:
@nosqldigest
@startupsbot
@chidambara09
@santchiweb
@takamichie
@lesechos
@cybersec_feeds
@africaupdates
@caring_mobile
@parkerchuks

Top Tweeters in G1:
@mustaphandajiwo
@worldbank
@nonso2
@alexcobham
@ids_uk
@adam_tooze
@masayoshimu
@agoodall4
@n_pushkareva
@soongjohnston

Top Tweeters in G2:
@elmorsa
@camilodeza
@si
@lborouniversity
@alison_phipps
@miguelmorachimo
@commonwealthsec
@giuliowolfe
@aureamemotech
@tarirokamuti

Top Tweeters in G3:
@aadharscam
@aghanaiangirl
@jeanfrancis
@guard_jere
@jmmuriu
@noniemg
@dannyt_ug
@oldenaturalist
@africatechie
@mojamesapted

Top Tweeters in G4:
@justinesherry
@zeeshanlakhani
@uw
@matirlc
@vj_chidambaram
@vigneshwar
@fthmllzh
@afdezanta
@globaldesi__
@cimbriano

Top Tweeters in G5:
@m_older
@prepaid_africa
@nordicgeo
@hihyderabad
@gbenro
@fortuny
@justsabina23
@heatherleson
@nonprofitorgs
@_auatiku

Top Tweeters in G6:
@nosqldigest
@chidambara09
@pardoe_ai
@greentechdon
@odlabenonline
@worldresources
@sdgsbot
@fao
@usaid
@idrc_crdi

Top Tweeters in G7:
@cybersec_feeds
@cnn
@un
@unicef
@wayan_vota
@axels
@mfioretti_en
@eca_official
@daiglobal
@downey

Top Tweeters in G8:
@ibjiyongi
@faineg
@columlynch
@metaannelies
@pamojauk
@kshaheen
@benparker140
@mountainherder
@rain_later
@gchelwa

Top Tweeters in G9:
@wasexo
@agronomy_
@followaidf
@europeaid
@dgateway
@gatesfoundation
@ctaflash
@sahi_d_tia
@tordeben
@iapad

Top Tweeters in G10:
@linuxmil
@carlosgis
@kleper
@delawen
@ronikpe
@maggiejholland
@unjobs
@mapmakerdavid
@luann_sally
@boina92


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