ICTD OR ICT4D, Twitter, 4/11/2022 3:18:00 AM, 274665


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ICTD OR ICT4D_2022-04-10_20-01-08.xlsx
ICTD OR ICT4D_2022-04-10_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 11, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/38zFG5r
@cddmanchester
@ictdtax
@fortuny
@ict_works
@dimagi
@wayan_vota
@techchange
@usaid_digital
@blsqhub
@daiglobal

Top hashtags:
#ict4d
#malaria
#ictd
#patients
#researchers
#digitaltransformation
#tax
#ict
#designthinking

Description:
Description
The graph represents a network of 319 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 April 2022 at 03:02 UTC.

The requested start date was Monday, 11 April 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 12-day, 16-hour, 2-minute period from Monday, 28 March 2022 at 00:20 UTC to Saturday, 09 April 2022 at 16:22 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 : 319
Unique Edges : 297
Edges With Duplicates : 499
Total Edges : 796
Number of Edge Types : 5
Retweet : 197
MentionsInRetweet : 342
Mentions : 159
Tweet : 88
Replies to : 10
Self-Loops : 93
Reciprocated Vertex Pair Ratio : 0.0717703349282297
Reciprocated Edge Ratio : 0.133928571428571
Connected Components : 59
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 74
Maximum Edges in a Connected Component : 245
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.237534
Graph Density : 0.00441631671299856
Modularity : 0.51687
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 319 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 April 2022 at 03:02 UTC.

The requested start date was Monday, 11 April 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 12-day, 16-hour, 2-minute period from Monday, 28 March 2022 at 00:20 UTC to Saturday, 09 April 2022 at 16:22 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] https://www.ict4dconference.org/ict4d-malaria/
[7] https://a4ai.org/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[6] https://www.jobs.manchester.ac.uk/displayjob.aspx?jobid=21991&Source=JobtrainSocial#.Yk_YWcbGZRI.twitter
[5] https://www.nippyo.co.jp/shop/book/8765.html
[4] https://ict4d.jp/2022/04/02/ict4d-textbook-translation-project-9/
[4] https://thisisamos.com/2022/04/05/the-registration-function/
[4] https://thisisamos.com/2022/03/31/controlling-and-thriving/
[4] https://www.ictworks.org/neta-future-humanitarian-assistance/
[3] https://ict4dblog.wordpress.com/2022/03/28/the-benefits-of-mobile-phone-applications-to-women-livestock-keepers-in-zimbabwe/
[3] https://www.ictworks.org/google-news-digital-journalism-innovation-challenge/#.YkFB9JR-kSU.twitter

Top URLs in Tweet in G1:
[2] https://www.ictd.ac/programme/logri/
[1] https://www.ictd.ac/publication/delinking-tobacco-taxation-illicit-trade-africa/
[1] http://www.cres-programmesante.org/fr/wp-content/uploads/2022/03/TrackTrace-presentation-20_02.pdf
[1] https://www.ictd.ac/publication/how-do-we-measure-tax-expenditures-the-zambian-example/
[1] https://opendocs.ids.ac.uk/opendocs/bitstream/handle/20.500.12413/14739/ICTD_SummaryBrief18_Online_latest.pdf
[1] https://twitter.com/BaineM2/status/1511726596964732930
[1] https://www.ictd.ac/news/job-opportunity-project-lead-digitax/
[1] https://www.ictd.ac/logri
[1] https://www.ictd.ac/blog/ukraine-sanctions-russia-oligarch-wealth-reform-offshore-finance/
[1] https://opendocs.ids.ac.uk/opendocs/bitstream/handle/20.500.12413/16929/ICTD_WP131.pdf?sequence=1&isAllowed=y

Top URLs in Tweet in G2:
[6] https://www.jobs.manchester.ac.uk/displayjob.aspx?jobid=21991&Source=JobtrainSocial#.Yk_YWcbGZRI.twitter
[5] https://www.nippyo.co.jp/shop/book/8765.html
[3] https://ict4dblog.wordpress.com/2022/03/28/the-benefits-of-mobile-phone-applications-to-women-livestock-keepers-in-zimbabwe/
[2] https://www.ictworks.org/google-news-digital-journalism-innovation-challenge/#.YkFB9JR-kSU.twitter
[2] https://www.ictworks.org/usaid-digital-ecosystem-country-assessment-toolkit/
[2] https://www.ictworks.org/register-now-gender-data-for-global-development-online-course/
[1] https://twitter.com/nippyo/status/1508969757684477965
[1] https://www.amazon.co.jp/dp/4535540241/ref=cm_sw_r_tw_dp_SBN3HW5T6V3GR7P1E9KT?_encoding=UTF8&psc=1
[1] https://www.jobs.manchester.ac.uk/displayjob.aspx?jobid=21991
[1] https://idia2022.com/

Top URLs in Tweet in G3:
[1] https://www.myjobmag.co.ke/a_fields.php?id=373288&utm_source=dlvr.it&utm_medium=twitter
[1] https://jobsinkenya.or.ke/project-associate-g6-ictd-digital-centre-excellence-unicef/
[1] https://hiringkenya.site/job/full-time-project-associate-g6-ictd-digital-centre-of-excellence-jobs-in-kenya/
[1] https://www.ictd.ac/blog/ukraine-sanctions-russia-oligarch-wealth-reform-offshore-finance/
[1] https://data.humdata.org/visualization/ukraine-humanitarian-operations/
[1] https://www.ict4dconference.org/ict4d-malaria/
[1] https://www.ict4dconference.org/ict4d-malaria/registration/
[1] https://socialimpact.github.com/tech-for-social-good/contractors-april-2022/
[1] https://ngotenders.net/job/project-associate-g-6-fixed-term-ictd-digital-core-valencia-spain/?feed_id=147474&_unique_id=624cc80576644
[1] https://ngotenders.net/job/project-associate-g6-ft-119603-ictd-digital-centre-of-excellence-nairobi-kenya-open-to-kenyan-nationals-only/?feed_id=143289&_unique_id=6241f53e87dc3

Top URLs in Tweet in G5:
[6] https://www.ict4dconference.org/ict4d-malaria/
[2] https://mailchi.mp/ict4djobs/special-ad-2664057
[1] https://twitter.com/ICT4DConference/status/1501620486526181391
[1] https://www.ictworks.org/register-now-gddf-2022/#.Yk8AjUqz9k8.twitter
[1] https://mailchi.mp/ict4djobs/weekly-jobs-email-2664053
[1] https://www.ictworks.org/usaid-grants-internet-connectivity/
[1] https://www.ictworks.org/google-news-digital-journalism-innovation-challenge/#.YkFB9JR-kSU.twitter
[1] https://www.ictworks.org/neta-future-humanitarian-assistance/#.YkapoeUzF4M.twitter
[1] https://www.ictworks.org/usaid-grants-internet-connectivity/#.YkqQgRmbyTE.twitter
[1] https://www.ictworks.org/mothers-smartphones-healthier-babies/#.Yk3VFf8-n6w.twitter

Top URLs in Tweet in G7:
[1] https://twitter.com/WSISprocess/status/1511627572005769222
[1] https://www.itu.int/en/osg/dsg/speeches/Pages/2022-03-31.aspx

Top URLs in Tweet in G8:
[2] https://aidnography.blogspot.com/2022/03/development-ict4d-digital-communication-academia-link-review-440.html

Top URLs in Tweet in G9:
[1] https://www.tandfonline.com/doi/abs/10.1080/1057610X.2022.2038409?journalCode=uter20&cookieSet=1
[1] https://www.ictd.ac/publication/beyond-greed-why-armed-groups-tax/
[1] https://www.ictd.ac/blog/why-armed-groups-tax-not-just-money/

Top URLs in Tweet in G10:
[1] https://ict4d.org.uk/desc/

Top Domains
Top Domains in Tweet in Entire Graph:
[22] ictworks.org
[19] ictd.ac
[13] twitter.com
[13] thisisamos.com
[10] ac.uk
[8] ict4dconference.org
[7] co.jp
[7] a4ai.org
[6] ict4d.jp
[5] untalent.org

Top Domains in Tweet in G1:
[14] ictd.ac
[3] twitter.com
[2] ac.uk
[1] cres-programmesante.org
[1] zoom.us

Top Domains in Tweet in G2:
[12] ictworks.org
[7] ac.uk
[7] co.jp
[5] wordpress.com
[2] recruitee.com
[2] tandfonline.com
[1] twitter.com
[1] idia2022.com
[1] cipesa.org
[1] a4ai.org

Top Domains in Tweet in G3:
[4] ngotenders.net
[4] webmo.info
[2] ict4dconference.org
[2] energypedia-consult.com
[2] twitter.com
[1] co.ke
[1] or.ke
[1] hiringkenya.site
[1] ictd.ac
[1] humdata.org

Top Domains in Tweet in G5:
[6] ict4dconference.org
[6] ictworks.org
[3] mailchi.mp
[1] twitter.com
[1] powerbi.com

Top Domains in Tweet in G7:
[1] twitter.com
[1] itu.int

Top Domains in Tweet in G8:
[2] blogspot.com

Top Domains in Tweet in G9:
[2] ictd.ac
[1] tandfonline.com

Top Domains in Tweet in G10:
[1] org.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[143] ict4d
[17] malaria
[15] ictd
[15] patients
[15] researchers
[13] digitaltransformation
[7] tax
[7] ict
[7] designthinking
[7] digitaldevelopment



Top Hashtags in Tweet in G1:
[7] tax
[6] local
[4] britain
[3] tax4dev
[3] digitax
[2] tobacco
[2] job
[2] logri
[2] armed
[2] groups

Top Hashtags in Tweet in G2:
[53] ict4d
[5] ict
[5] 佐々木俊尚
[3] デジタル技術
[3] 開発経済
[3] cfp
[2] digitaldevelopment
[2] usaid
[2] digitaldev
[2] gender

Top Hashtags in Tweet in G3:
[13] ict4d
[6] webmo
[6] monitoring
[4] developmentcooperation
[2] digitaldevelopment
[2] internationaldevelopment
[2] donor
[2] evaluation
[2] free
[1] ukraine

Top Hashtags in Tweet in G5:
[24] ict4d
[17] malaria
[5] datascience
[3] tech4good
[2] worldwaterday
[2] data
[2] digitalhealth
[2] digitaldev
[2] ict4djobs
[1] ict

Top Hashtags in Tweet in G6:
[15] ictd
[15] patients
[15] researchers
[1] researchnurses
[1] studysupportofficers
[1] clinicaltrials
[1] clinicalresearch

Top Hashtags in Tweet in G7:
[3] ict4d
[2] wsis
[1] gender
[1] genderjustice
[1] digital

Top Hashtags in Tweet in G8:
[2] globaldev

Top Hashtags in Tweet in G9:
[2] armed
[2] groups
[2] blog
[2] wp131

Top Hashtags in Tweet in G10:
[4] ict4d
[2] digitalinequality
[2] socialchange
[1] institution
[1] informationculture
[1] communication
[1] power
[1] genderequity
[1] isdisc
[1] neoliberalism

Top Words
Top Words in Tweet in Entire Graph:
[143] #ict4d
[73] digital
[47] ictd
[44] ict4d
[39] join
[36] research
[33] development
[31] looking
[30] cddmanchester
[29] ictdtax

Top Words in Tweet in G1:
[19] ictdtax
[11] blog
[10] government
[10] local
[9] revenue
[9] tax
[8] research
[8] co
[8] property
[7] launch

Top Words in Tweet in G2:
[53] #ict4d
[39] digital
[29] cddmanchester
[28] manchester
[25] research
[24] ict4d
[23] join
[22] job
[22] re
[22] looking

Top Words in Tweet in G3:
[13] #ict4d
[11] digital
[10] ictd
[7] ict4d
[6] use
[6] development
[6] #webmo
[6] #monitoring
[5] project
[5] associate

Top Words in Tweet in G4:
[19] nombre
[18] gusta
[18] albacmujica
[18] bautizã
[18] igtf
[18] impuesto
[18] transacciones
[18] comerciales
[18] divisas
[18] ictd

Top Words in Tweet in G5:
[24] #ict4d
[17] #malaria
[15] april
[15] 27
[11] conference
[11] 28
[8] ict4dconference
[8] discuss
[6] register
[6] meet

Top Words in Tweet in G6:
[15] save
[15] date
[15] friday
[15] 20th
[15] 2022
[15] #ictd
[15] colleagues
[15] westernhsctrust
[15] personalmedni
[15] celebrate

Top Words in Tweet in G7:
[6] dorotheakleine
[5] policy
[5] later
[5] today
[5] speaking
[5] wsis
[5] event
[5] looking
[5] forward
[5] explaining

Top Words in Tweet in G8:
[2] #globaldev
[2] links
[2] 440
[2] feat
[2] many
[2] more

Top Words in Tweet in G9:
[10] tax
[10] ictdtax
[10] blog
[9] armed
[8] groups
[8] irwintanya
[8] vvandenboogaard
[8] a_a_jackson
[8] florian_weigand
[8] argue

Top Words in Tweet in G10:
[4] highlighted
[4] rc_disc
[4] #ict4d
[3] symposium
[3] digital
[3] timunwin
[2] benliquidkenya
[2] ahmed
[2] imran
[2] getting

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[23] #ict4d,job
[23] job,re
[23] re,looking
[23] looking,high
[23] high,quality
[23] quality,research
[23] research,focused
[23] focused,academic
[23] academic,join
[23] join,manchester

Top Word Pairs in Tweet in G1:
[7] government,revenue
[7] revenue,initiative
[6] thrilled,launch
[6] launch,#local
[6] #local,government
[6] initiative,logri
[6] logri,munkschool
[6] munkschool,received
[6] received,4m
[6] 4m,develop

Top Word Pairs in Tweet in G2:
[22] #ict4d,job
[22] job,re
[22] re,looking
[22] looking,high
[22] high,quality
[22] quality,research
[22] research,focused
[22] focused,academic
[22] academic,join
[22] join,manchester

Top Word Pairs in Tweet in G3:
[7] ictd,digital
[5] project,associate
[5] digital,centre
[5] centre,excellence
[4] associate,g6
[4] #ict4d,#developmentcooperation
[3] g6,ictd
[3] malaria,elimination
[2] excellence,unicef
[2] #ict4d,#digitaldevelopment

Top Word Pairs in Tweet in G4:
[18] gusta,nombre
[18] nombre,albacmujica
[18] albacmujica,bautizã
[18] bautizã,igtf
[18] igtf,impuesto
[18] impuesto,transacciones
[18] transacciones,comerciales
[18] comerciales,divisas
[18] divisas,ictd
[17] leninguari,gusta

Top Word Pairs in Tweet in G5:
[15] #ict4d,#malaria
[15] april,27
[11] 27,28
[7] conference,april
[6] #malaria,virtual
[6] virtual,conference
[5] #datascience,lead
[5] lead,grlurton
[5] grlurton,take
[5] take,part

Top Word Pairs in Tweet in G6:
[15] save,date
[15] date,friday
[15] friday,20th
[15] 20th,2022
[15] 2022,#ictd
[15] #ictd,colleagues
[15] colleagues,westernhsctrust
[15] westernhsctrust,personalmedni
[15] personalmedni,celebrate
[15] celebrate,#patients

Top Word Pairs in Tweet in G7:
[5] later,today
[5] today,speaking
[5] speaking,wsis
[5] wsis,event
[5] event,looking
[5] looking,forward
[5] forward,explaining
[5] explaining,gedia_network
[5] gedia_network,approach
[4] dorotheakleine,later

Top Word Pairs in Tweet in G8:
[2] #globaldev,links
[2] links,440
[2] 440,feat
[2] many,more

Top Word Pairs in Tweet in G9:
[10] ictdtax,blog
[8] armed,groups
[8] groups,tax
[8] tax,ictdtax
[8] blog,irwintanya
[8] irwintanya,vvandenboogaard
[8] vvandenboogaard,a_a_jackson
[8] a_a_jackson,florian_weigand
[8] florian_weigand,argue
[7] maxgallien,armed

Top Word Pairs in Tweet in G10:
[2] ahmed,imran
[2] imran,getting
[2] getting,rc_disc
[2] rc_disc,symposium
[2] symposium,digital
[2] digital,inequality
[2] inequality,social
[2] social,change
[2] change,unicanberra
[2] unicanberra,underway

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@cddmanchester
@ictdtax
@albacmujica
@leninguari
@westernhsctrust
@personalmedni
@c_tric
@ict_works
@vvandenboogaard
@florian_weigand

Top Mentioned in G1:
@ictdtax
@munkschool
@mickictd
@giulia_mascagni
@noradno
@whoghana
@africanotobacco
@mohgovgh
@ghanarevenue
@mof_ghana

Top Mentioned in G2:
@cddmanchester
@ict_works
@wayan_vota
@larawhites
@infotechdev
@nippyo
@ifip_94
@globaldevinst
@whatsicinfo
@cipesaug

Top Mentioned in G4:
@albacmujica
@leninguari
@servitributos

Top Mentioned in G5:
@ict4dconference
@blsqhub
@grlurton
@fortuny
@dimagi
@ict_works
@wayan_vota
@akros_global
@ifrc
@crs_expertise

Top Mentioned in G6:
@westernhsctrust
@personalmedni
@c_tric

Top Mentioned in G7:
@dorotheakleine
@gedia_network
@wsisprocess
@itu
@suayozkula
@itudeputysg
@ayannasamuels
@ict4ddotat
@drganthonyg
@unctad

Top Mentioned in G8:
@baselpoet
@kirstenaeddy
@srajagopalan
@kascant
@tzajontz
@fridafund
@samboosa_a
@machikaonda
@mitrakalita
@dirkjankoch

Top Mentioned in G9:
@ictdtax
@irwintanya
@vvandenboogaard
@a_a_jackson
@florian_weigand
@maxgallien

Top Mentioned in G10:
@rc_disc
@unicanberra
@timunwin
@unescoict4d
@monashinfotech
@larryjhs
@monishabiswas1
@missyrosh
@khalidshiblee

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@100daysof2020
@jam_onlineradio
@caring_mobile
@richardhdent
@designthinkbot
@anshsharma
@conniealfonso5
@mslami_a
@saudinews50

Top Tweeters in G1:
@mslami_a
@suvojitc
@distefanovalori
@uclg_org
@ids_uk
@ncdalliance
@uclgafrica
@giz_gmbh
@taxjusticeafric
@munkschool

Top Tweeters in G2:
@wired
@__tweetinchar__
@anandstweets
@fortuny
@madanrao
@nippyo
@wayan_vota
@karin_wien
@globaldevinst
@cipesaug

Top Tweeters in G3:
@tendersngo
@karlscardigan
@jobs_inkenya
@rashgarbailiya
@s2rd2
@lcptuk
@taslimreza6
@myjobmagkenya
@malaskumar
@samirkdoshi

Top Tweeters in G4:
@viyury1
@adelitaanez
@totarex
@shelightup
@ymaraj
@servitributos
@jojovi05
@leninguari
@gutierol
@johita19

Top Tweeters in G5:
@caring_mobile
@ifrc
@precisionmedbot
@ict_works
@idcobot
@crs_expertise
@medsformalaria
@dimagi
@ict4dconference
@ict

Top Tweeters in G6:
@quarecuttie
@westernhsctrust
@c_tric
@personalmedni
@chitinproject
@rhondachitin
@vanessa__devine
@ajpeace74
@vmcgilligan
@marycostelloe10

Top Tweeters in G7:
@angladalluis
@ictlogist
@unctad
@itu
@wsisprocess
@dorotheakleine
@gabkarsan
@siidgroup
@drganthonyg
@ict4ddotat

Top Tweeters in G8:
@mitrakalita
@aidnography
@fridafund
@srajagopalan
@baselpoet
@machikaonda
@kirstenaeddy
@dirkjankoch
@samboosa_a
@tzajontz

Top Tweeters in G9:
@anshsharma
@kianayema
@philipprotmann
@emergingroy
@bressansar
@maxgallien
@a_a_jackson
@irwintanya
@appelletier
@florian_weigand

Top Tweeters in G10:
@timunwin
@unicanberra
@benliquidkenya
@khalidshiblee
@monashinfotech
@larryjhs
@unescoict4d
@missyrosh
@monishabiswas1
@rc_disc


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