ICTD OR ICT4D, Twitter, 4/18/2022 3:12:27 AM, 274979


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ICTD OR ICT4D_2022-04-17_20-01-08.xlsx
ICTD OR ICT4D_2022-04-17_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 18, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3Ou5nFg
@sergelaurens_
@cddmanchester
@ict4dconference
@daiglobal
@dorotheakleine
@ictdtax
@techchange
@silviahedley
@soniaa4ai
@usaid_digital

Top hashtags:
#ict4d
#malaria
#ictd
#gddf2022
#ifip942022
#patients
#researchers

Description:
Description
The graph represents a network of 349 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, 18 April 2022 at 03:01 UTC.

The requested start date was Monday, 18 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 11-day, 7-hour, 54-minute period from Monday, 04 April 2022 at 00:17 UTC to Friday, 15 April 2022 at 08:11 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 : 349
Unique Edges : 303
Edges With Duplicates : 631
Total Edges : 934
Number of Edge Types : 5
Retweet : 254
MentionsInRetweet : 405
Mentions : 175
Replies to : 14
Tweet : 86
Self-Loops : 91
Reciprocated Vertex Pair Ratio : 0.08
Reciprocated Edge Ratio : 0.148148148148148
Connected Components : 51
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 133
Maximum Edges in a Connected Component : 443
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.460479
Graph Density : 0.00422389091986958
Modularity : 0.494648
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 349 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, 18 April 2022 at 03:01 UTC.

The requested start date was Monday, 18 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 11-day, 7-hour, 54-minute period from Monday, 04 April 2022 at 00:17 UTC to Friday, 15 April 2022 at 08:11 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://a4ai.org/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[7] https://www.ict4dconference.org/ict4d-malaria/
[6] https://www.jobs.manchester.ac.uk/displayjob.aspx?jobid=21991&Source=JobtrainSocial#.Yk_YWcbGZRI.twitter
[4] https://thisisamos.com/2022/04/05/the-registration-function/
[3] https://github.com/OS4EQ
[3] https://www.ictd.ac/blog/citizen-led-financing-public-services-somalia/
[2] https://twitter.com/dorotheakleine/status/1514645833823797255
[2] https://ifip.ue.edu.pe/
[2] https://www.ictworks.org/register-now-gddf-2022/#.Yk8AjUqz9k8.twitter
[2] https://www.ictworks.org/usaid-grants-internet-connectivity/#.YkqQgRmbyTE.twitter

Top URLs in Tweet in G1:
[2] https://www.ictd.ac/programme/logri/
[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/event/book-launch-smuggling-handbook/
[1] https://us02web.zoom.us/meeting/register/tZUlcemsrT0jGtCU4H4cxlep42XBfFDKfXwT?_x_zm_rtaid=IDSM6WNjSX23TYd0PGYkgg.1648563117644.262c9e3714fad1f4cbcece276960b5da&_x_zm_rhtaid=974
[1] https://www.ictd.ac/blog/increasing-collection-income-taxes-property-ownership-borno/
[1] https://www.ictd.ac/publication/five-tenets-consideration-undertaking-property-tax-reform-africa/

Top URLs in Tweet in G2:
[2] https://twitter.com/dorotheakleine/status/1514645833823797255
[2] https://ifip.ue.edu.pe/
[2] https://ict4dblog.wordpress.com/2019/04/23/bricolage-and-the-sustainability-of-ict4d-solutions/
[1] https://twitter.com/ifip_94/status/1514876245963649026
[1] https://ifip94.wordpress.com/2021/06/21/feminist-and-queer-approaches-to-ict4d-from-a-conference-track-to-a-community-conversation/
[1] https://ifip94.wordpress.com/contact/
[1] https://twitter.com/WSISprocess/status/1511627572005769222
[1] https://www.amazon.co.jp/dp/4535540241
[1] https://unu.recruitee.com/o/senior-researcher-team-lead-p3
[1] https://unu.recruitee.com/o/researcher-psa-contract-2-positions

Top URLs in Tweet in G3:
[7] https://www.ict4dconference.org/ict4d-malaria/
[1] https://www.ict4dconference.org/
[1] https://twitter.com/ICT4DConference/status/1501620486526181391
[1] https://www.ict4dconference.org/ict4d-malaria/registration/
[1] https://app.powerbi.com/view?r=eyJrIjoiZjNmZTVlNjUtNmNjZS00MTRhLTkwZGMtNmI5OTVhNDc5ZWI4IiwidCI6ImI4MGMzMDhjLWQwOGQtNGIwNy05MTVjLTExYTkyZDljYzZiZCIsImMiOjF9&pageName=ReportSection919b476d858431a77ad7

Top URLs in Tweet in G4:
[2] https://webmo.info/
[1] https://www.ict4dconference.org/ict4d-malaria/registration/
[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/ict-manager-programme-effectiveness-p4-ft-115556-ictd-digital-centre-of-excellence-nairobi-kenya/?feed_id=147157&_unique_id=624c12328784c
[1] https://www.jobs.manchester.ac.uk/displayjob.aspx?jobid=21991
[1] https://twitter.com/BethTekola/status/1512015536812658688
[1] https://www.facebook.com/groups/28349321125/about/
[1] https://www.meetup.com/London-ICT4D/
[1] https://twitter.com/PatrickMeier/status/1512531243358953475
[1] https://www.nippyo.co.jp/shop/book/8765.html

Top URLs in Tweet in G6:
[2] https://digitaldevforum.com/gddf22-agenda/
[2] https://www.ictworks.org/register-now-gddf-2022/#.Yk8AjUqz9k8.twitter
[2] https://mailchi.mp/ict4djobs/special-ad-2664057
[2] https://www.ictworks.org/mothers-smartphones-healthier-babies/#.Yk3VFf8-n6w.twitter
[2] https://www.ictworks.org/cryptocurrency-opportunity-african-digital-financial-services/#.YlUX469KZrs.twitter
[2] https://www.ictworks.org/usaid-grants-internet-connectivity/#.YkqQgRmbyTE.twitter
[1] https://digitaldevforum.course.tc
[1] https://mailchi.mp/techchange/gddf2022extrahalfdayadded
[1] https://mailchi.mp/ict4djobs/weekly-jobs-email-2664053
[1] https://www.ictworks.org/usaid-grants-internet-connectivity/

Top URLs in Tweet in G7:
[1] https://www.itu.int/en/osg/dsg/speeches/Pages/2022-03-31.aspx
[1] https://www.geneve-mission.emb-japan.go.jp/itpr_ja/event_20220404.html
[1] https://www.geneve-mission.emb-japan.go.jp/itprtop_en/event_20220404.html
[1] https://usaidpubs.exposure.co/digital-skills-boost-confidence-and-income
[1] https://dai-global-digital.com/womenconnect-challenge-blog-series-strategy-2-creating-economic-opportunities.html
[1] https://dai-global-digital.com/getting-subnational-combining-large-scale-surveys-with-geospatial-data-to-produce-better-small-area-estimation-part-i.html
[1] https://twitter.com/ICTPulse/status/1513626693558185984
[1] https://unctadeweek2022.pathable.co/meetings/virtual/8taAbzcP8y4LnguBG
[1] https://unctadeweek2022.pathable.co/meetings/virtual/wyQz3rzHXc9mQLAqQ

Top URLs in Tweet in G8:
[3] https://github.com/OS4EQ
[2] https://www.developmenthackers.com/
[2] https://ict4d.org.uk/desc/
[1] https://us06web.zoom.us/meeting/register/tZUoduuvqTMvH9by1kI7pkCCKpkXNhtr3MF3?utm_source=google
[1] https://twitter.com/RIL_Uganda/status/1514627882240389123
[1] https://twitter.com/redaidnigeria/status/1514600619289583616

Top URLs in Tweet in G9:
[2] https://aidnography.blogspot.com/2022/04/development-ict4d-digital-communication-academia-link-review-441.html

Top Domains
Top Domains in Tweet in Entire Graph:
[20] twitter.com
[20] ictd.ac
[13] ictworks.org
[10] ict4dconference.org
[10] a4ai.org
[10] ac.uk
[8] thisisamos.com
[5] wordpress.com
[5] webmo.info
[5] mailchi.mp

Top Domains in Tweet in G1:
[15] ictd.ac
[5] twitter.com
[1] ac.uk
[1] zoom.us
[1] cres-programmesante.org
[1] mailchi.mp
[1] gouv.fr

Top Domains in Tweet in G2:
[5] twitter.com
[4] wordpress.com
[2] edu.pe
[2] recruitee.com
[2] tandfonline.com
[1] co.jp
[1] ac.uk
[1] itu.int
[1] github.com
[1] exposure.co

Top Domains in Tweet in G3:
[9] ict4dconference.org
[1] twitter.com
[1] powerbi.com

Top Domains in Tweet in G4:
[5] webmo.info
[2] ngotenders.net
[2] ac.uk
[2] twitter.com
[2] energypedia-consult.com
[1] ict4dconference.org
[1] facebook.com
[1] meetup.com
[1] co.jp
[1] createsend.com

Top Domains in Tweet in G6:
[13] ictworks.org
[4] mailchi.mp
[2] digitaldevforum.com
[1] course.tc
[1] manypossibilities.net
[1] a4ai.org
[1] wordpress.com
[1] cipesa.org
[1] twitter.com

Top Domains in Tweet in G7:
[2] go.jp
[2] dai-global-digital.com
[2] pathable.co
[1] itu.int
[1] exposure.co
[1] twitter.com

Top Domains in Tweet in G8:
[3] github.com
[2] twitter.com
[2] developmenthackers.com
[2] org.uk
[1] zoom.us

Top Domains in Tweet in G9:
[2] blogspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[161] ict4d
[29] malaria
[19] ictd
[18] gddf2022
[17] ifip942022
[15] patients
[15] researchers
[12] digital
[9] tech
[9] tax



Top Hashtags in Tweet in G1:
[9] tax
[8] taxes
[7] blog
[7] groupes
[7] armés
[6] local
[5] job
[5] digitax
[4] tax4dev
[4] booklaunch

Top Hashtags in Tweet in G2:
[44] ict4d
[17] ifip942022
[3] hiring
[2] ifip942021
[2] genderjustice
[2] data4dev
[2] gddf2022
[1] ifip94
[1] digital
[1] gender

Top Hashtags in Tweet in G3:
[32] ict4d
[28] malaria
[7] digital
[6] datascience
[6] tech
[2] digitalhealth
[2] data
[1] d4d
[1] gis
[1] globalhealth

Top Hashtags in Tweet in G4:
[12] ict4d
[7] webmo
[7] monitoring
[4] easter
[4] developmentcooperation
[3] easterbreak
[3] springtime
[3] donor
[2] ict
[2] evaluation

Top Hashtags in Tweet in G6:
[27] ict4d
[16] gddf2022
[3] tech4good
[3] digitaldev
[2] ict4djobs
[1] digitalhealth
[1] mhealth
[1] ehealth
[1] jobs
[1] usaid

Top Hashtags in Tweet in G7:
[8] ict4d
[6] digitaldai
[5] digitalacceleration
[3] ai
[2] wsis
[2] digitaleconomy
[1] ecommerce
[1] cambodia
[1] women
[1] artificialintelligence

Top Hashtags in Tweet in G8:
[8] ict4d
[4] opensource
[4] digitalpublicgood
[2] tech4good
[1] techforgood
[1] buildinpublic
[1] code
[1] digital4development
[1] nigeria

Top Hashtags in Tweet in G9:
[4] globaldev

Top Hashtags in Tweet in G10:
[15] ictd
[15] patients
[15] researchers
[1] researchnurses
[1] studysupportofficers
[1] clinicaltrials
[1] clinicalresearch

Top Words
Top Words in Tweet in Entire Graph:
[161] #ict4d
[66] digital
[57] join
[50] development
[46] april
[43] research
[41] ict4d
[37] more
[35] looking
[34] open

Top Words in Tweet in G1:
[25] ictdtax
[20] initiative
[15] ictd_fr
[14] government
[13] revenue
[13] local
[12] research
[12] tax
[11] launch
[11] property

Top Words in Tweet in G2:
[44] #ict4d
[27] looking
[26] join
[25] research
[25] academic
[24] digital
[23] cddmanchester
[21] job
[21] re
[21] high

Top Words in Tweet in G3:
[33] april
[32] #ict4d
[28] 27
[28] #malaria
[21] 28
[19] conference
[19] discuss
[17] ict4dconference
[15] virtual
[13] elimination

Top Words in Tweet in G4:
[12] #ict4d
[10] ict4d
[7] development
[7] #webmo
[7] #monitoring
[5] ictd
[5] digital
[5] ãƒ
[4] use
[4] æ

Top Words in Tweet in G5:
[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 G6:
[27] #ict4d
[16] #gddf2022
[12] more
[11] learn
[11] year
[10] agenda
[10] keynote
[10] presentations
[10] 51
[10] breakouts

Top Words in Tweet in G7:
[8] #ict4d
[6] #digitaldai
[5] unctad
[5] rgrynspan
[5] #digitalacceleration
[4] daiglobal
[4] data
[4] center
[3] including
[3] innovative

Top Words in Tweet in G8:
[25] open
[15] development
[14] source
[11] global
[11] initiative
[11] software
[10] digital
[10] equality
[10] promote
[10] use

Top Words in Tweet in G9:
[4] #globaldev
[4] links
[4] 441
[4] feat
[3] jessalex811
[3] vpietromarchi
[3] amdziedzic
[3] kaamilahmed
[3] ekemma
[3] thinkconvivial

Top Words in Tweet in G10:
[15] save
[15] date
[15] friday
[15] 20th
[15] 2022
[15] #ictd
[15] colleagues
[15] westernhsctrust
[15] personalmedni
[15] celebrate

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

Top Word Pairs in Tweet in G1:
[11] government,revenue
[11] revenue,initiative
[10] thrilled,launch
[10] initiative,logri
[8] local,government
[8] france,soutient
[8] soutient,centre
[8] centre,international
[8] international,fiscalité
[8] fiscalité,développement

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

Top Word Pairs in Tweet in G3:
[23] april,27
[22] #ict4d,#malaria
[21] 27,28
[10] elimination,conference
[9] target,groups
[9] virtual,conference
[8] #malaria,elimination
[8] conference,april
[8] intended,target
[8] #malaria,virtual

Top Word Pairs in Tweet in G4:
[4] #ict4d,#developmentcooperation
[3] malaria,elimination
[3] ãƒ,ãƒ
[3] wishing,customers
[3] customers,colleagues
[3] colleagues,friends
[3] friends,relaxed
[3] relaxed,joyful
[3] joyful,easter
[3] easter,holidays

Top Word Pairs in Tweet in G5:
[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 G6:
[11] learn,more
[10] more,keynote
[10] keynote,presentations
[10] presentations,51
[10] 51,breakouts
[10] breakouts,workshops
[10] workshops,45
[6] check,#gddf2022
[6] #gddf2022,agenda
[6] agenda,learn

Top Word Pairs in Tweet in G7:
[4] center,#digitalacceleration
[3] ambassador,yamazaki
[3] yamazaki,exchanged
[3] exchanged,views
[3] views,rgrynspan
[3] rgrynspan,secretary
[3] secretary,general
[3] general,unctad
[3] unctad,both
[3] both,sides

Top Word Pairs in Tweet in G8:
[14] open,source
[10] source,equality
[10] equality,global
[10] global,initiative
[10] initiative,promote
[10] promote,development
[10] development,use
[10] use,free
[10] free,open
[10] open,software

Top Word Pairs in Tweet in G9:
[4] #globaldev,links
[4] links,441
[4] 441,feat
[3] feat,jessalex811
[3] jessalex811,vpietromarchi
[3] vpietromarchi,amdziedzic
[3] amdziedzic,kaamilahmed
[3] kaamilahmed,ekemma
[3] ekemma,thinkconvivial
[3] thinkconvivial,many

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@cddmanchester
@ictdtax
@ict4dconference
@albacmujica
@leninguari
@dorotheakleine
@ictd_fr
@westernhsctrust
@personalmedni
@c_tric

Top Mentioned in G1:
@ictdtax
@ictd_fr
@vvandenboogaard
@dgtresor
@munkschool
@maxgallien
@a_a_jackson
@florian_weigand
@irwintanya
@fcdoredgcsd

Top Mentioned in G2:
@cddmanchester
@dorotheakleine
@ifip_94
@silviahedley
@azadeakbari
@wsisprocess
@gedia_network
@ayushitandon
@jfbossio
@nyxmclean

Top Mentioned in G3:
@ict4dconference
@grlurton
@crs_expertise
@blsqhub
@medsformalaria
@akros_global
@ifrc
@dimagi
@tdrnews
@sonja_ict4d

Top Mentioned in G5:
@albacmujica
@leninguari
@servitributos

Top Mentioned in G6:
@ict_works
@techchange
@usaid_digital
@wayan_vota
@fortuny
@digiprinciples
@dimagi
@a4a_internet

Top Mentioned in G7:
@unctad
@daiglobal
@japanmissionge
@gratiana_fu
@usaid
@afchix
@itudeputysg
@usaidasiahq
@usaidasia
@usaidcambodia

Top Mentioned in G8:
@oseqorg
@audiopediaorg
@devhackers
@redaidnigeria
@marcelheyne
@wwrf
@twitter
@unescoict4d
@timunwin

Top Mentioned in G9:
@jessalex811
@vpietromarchi
@amdziedzic
@kaamilahmed
@ekemma
@thinkconvivial
@aidnography
@realbanjo
@nicolajnixon
@lev_jf

Top Mentioned in G10:
@westernhsctrust
@personalmedni
@c_tric

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@opensource_orgs
@jeandoobs
@caring_mobile
@designthinkbot
@mslami_a
@jonworth
@angladalluis
@arc_atlantique
@thesiliconhill

Top Tweeters in G1:
@jeandoobs
@mslami_a
@arc_atlantique
@ppascal63
@abubyillah
@doccedef
@uclg_org
@ids_uk
@ncdalliance
@nyuiilj

Top Tweeters in G2:
@opensource_orgs
@angladalluis
@ictlogist
@anandstweets
@madanrao
@sergelaurens_
@efpraxia_z
@karin_wien
@weblearning
@nyxmclean

Top Tweeters in G3:
@ifrc
@precisionmedbot
@idcobot
@crs_expertise
@nkemngo
@fightingmalaria
@medsformalaria
@bwv9lr0kugutemt
@adp_health
@ict4dconference

Top Tweeters in G4:
@tendersngo
@karlscardigan
@nippyo
@rashgarbailiya
@lcptuk
@climates_
@alicia_eusebio
@samirkdoshi
@rhulmanagement
@africaictright

Top Tweeters in G5:
@viyury1
@adelitaanez
@totarex
@shelightup
@ymaraj
@servitributos
@jojovi05
@leninguari
@gutierol
@johita19

Top Tweeters in G6:
@caring_mobile
@thesiliconhill
@fortuny
@wayan_vota
@techchange
@awoolplan
@asifiqbalkhn
@bjmcdc
@ict_works
@cipesaug

Top Tweeters in G7:
@appthisway
@usaid
@daiglobal
@ictpulse
@unctad
@usaidasia
@ecdeatunctad
@usaidasiahq
@agspatial
@usaidcambodia

Top Tweeters in G8:
@scibot6
@jane_coffin
@bendhalpern
@timunwin
@twitter
@gmageka
@benliquidkenya
@audiopediaorg
@socialgoodaccel
@redaidnigeria

Top Tweeters in G9:
@ekemma
@kaamilahmed
@lev_jf
@aidnography
@realbanjo
@amdziedzic
@teacircleoxford
@thinkconvivial
@neilphoward
@johnkamau1

Top Tweeters in G10:
@quarecuttie
@westernhsctrust
@c_tric
@personalmedni
@chitinproject
@rhondachitin
@vanessa__devine
@ajpeace74
@vmcgilligan
@marycostelloe10


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