ICTD OR ICT4D, Twitter, 5/23/2022 3:40:30 AM, 276857


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ICTD OR ICT4D_2022-05-22_20-30-00.xlsx
ICTD OR ICT4D_2022-05-22_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 23, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3wCkZzs
@hrb_ncto
@cddmanchester
@ecrin_eric
@madanrao
@ifip_94
@timunwin
@silviahedley
@isnkidneycare
@suedowling70
@ideas4a

Top hashtags:
#ictd
#ict4d
#ictd2022
#internationalclinicaltrialsday
#ifip942022
#clinicaltrials

Description:
Description
The graph represents a network of 738 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, 23 May 2022 at 03:31 UTC.

The requested start date was Monday, 23 May 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 13-day, 7-hour, 30-minute period from Monday, 09 May 2022 at 02:40 UTC to Sunday, 22 May 2022 at 10:10 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 : 738
Unique Edges : 601
Edges With Duplicates : 1088
Total Edges : 1689
Number of Edge Types : 5
Tweet : 136
Retweet : 437
MentionsInRetweet : 700
Mentions : 389
Replies to : 27
Self-Loops : 148
Reciprocated Vertex Pair Ratio : 0.065410199556541
Reciprocated Edge Ratio : 0.122788761706556
Connected Components : 123
Single-Vertex Connected Components : 46
Maximum Vertices in a Connected Component : 80
Maximum Edges in a Connected Component : 286
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.136159
Graph Density : 0.0017668494188334
Modularity : 0.546527
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 738 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, 23 May 2022 at 03:31 UTC.

The requested start date was Monday, 23 May 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 13-day, 7-hour, 30-minute period from Monday, 09 May 2022 at 02:40 UTC to Sunday, 22 May 2022 at 10:10 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:
[9] https://www.usaid.gov/digital-development/digis
[7] https://conference.ucc.ie/ncto-2022-online-conference/ncto2022/Site/Register
[7] https://www.ict-pulse.com/2022/04/ictp-201-the-cost-of-web-and-app-development-and-access-the-holy-grail-of-ict-development/
[7] https://www.nippyo.co.jp/shop/book/8765.html
[6] https://ifip.ue.edu.pe/
[6] https://ict4d.jp/lab/publish-event-2022/
[5] https://techcrunch.com/2022/04/19/google-opens-product-development-center-in-nairobi-the-first-in-africa/
[4] https://cambridgebrc.nihr.ac.uk/celebrating-international-clinical-trials-day
[4] https://cipesa.org/2022/04/policy-brief-taxing-ugandan-citizens-out-of-the-digital-society/
[3] https://ecrin.org/international-clinical-trials-day-ictd

Top URLs in Tweet in G1:
[6] https://ifip.ue.edu.pe/
[2] https://ict4d.org.uk/desc/
[2] https://onlinelibrary.wiley.com/doi/full/10.1002/isd2.12215?cookieSet=1
[2] https://ict4dblog.wordpress.com/2022/05/19/the-organisational-context-for-successful-ict4d-practitioners/
[1] https://ifip.ue.edu.pe/#programme
[1] https://www.itu.int/net4/wsis/forum/2022/Agenda/Session/434
[1] https://twitter.com/WSISprocess/status/1524321598865612801
[1] https://ictd.org/student-volunteering/
[1] https://docs.google.com/forms/d/e/1FAIpQLSehsY3Qrz-fJ9eGLQwAkn90Deex4KqweQcOOcVCzbm6WiUq1A/viewform?usp=send_form
[1] https://ictd.org/registration/

Top URLs in Tweet in G2:
[7] https://conference.ucc.ie/ncto-2022-online-conference/ncto2022/Site/Register
[1] https://twitter.com/remap_cap/status/1527579157315584000
[1] https://twitter.com/ecrin_eric/status/1526454713813696513
[1] https://twitter.com/ecrin_eric/status/1526499960048562181
[1] https://twitter.com/ECRIN_ERIC/status/1526578769183531011
[1] https://twitter.com/ECRIN_ERIC/status/1526549036437757954
[1] https://ecrin.org/international-clinical-trials-day-ictd
[1] https://twitter.com/ECRIN_ERIC/status/1526454713813696513
[1] https://www.clinerion.com/index/OverviewNews/Events?utm_source=socialmedia&utm_medium=twitter&utm_campaign=InternationalClinicalTrialsDay2022&utm_content=pagepostLVC#InternationalClinicalTrialsDay2022
[1] https://twitter.com/Clinerion/status/1526120786335080448

Top URLs in Tweet in G3:
[2] https://ict4d.jp/2022/05/10/new-bjet-2/
[1] https://sdgs.un.org/sites/default/files/2022-05/2.1.3-9-Zennaro-TinyML.pdf
[1] https://a4ai.org/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[1] https://twitter.com/kixp_support/status/1524303640038719490
[1] https://rave.ohiolink.edu/etdc/view?acc_num=bgsu1641819333120058
[1] https://www.ggemploi.com/offre/20220511/catholic-relief-services-crs/specialiste-de-la-base-de-donnees-et-ict4dbudikadidi?utm_source=dlvr.it&utm_medium=twitter
[1] https://ntchito.com/job/ict4d-coordinator/
[1] https://jobmalawi.net/job/ict4d-coordinator/
[1] https://southernafricajobs.com/job/ict4d-coordinator-mulanje-malawi/
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fgroups%2F88952271711%2F

Top URLs in Tweet in G4:
[1] https://www.stjames.ie/services/hope/cancerclinicaltrials/
[1] https://twitter.com/cancerinstire/status/1527585295562067968

Top URLs in Tweet in G5:
[4] https://cambridgebrc.nihr.ac.uk/celebrating-international-clinical-trials-day
[1] https://www.youtube.com/watch?v=_kxe4mCsA-A

[1] https://www.oncology.ox.ac.uk/clinical-trials/oncology-clinical-trials-office-octo/careers-in-trial-management
[1] https://www.oncology.ox.ac.uk/clinical-trials/oncology-clinical-trials-office-octo/careers-in-trial-management/staff-comments
[1] https://oxsonics.com/#home_second
[1] https://cambridge.crf.nihr.ac.uk/patientpublic/take-part-in-our-studies/
[1] https://nww.uhsussex.nhs.uk/wp-content/uploads/2022/05/Theme-of-the-Week_International-clinical-trials-day.pdf

Top URLs in Tweet in G6:
[3] https://www.youtube.com/watch?v=B6A7dFZaoeI&feature=youtu.be

[3] https://thisisamos.com/2022/05/14/siloes-and-sandwiches/
[2] https://www.ict4dconference.org/ict4d-malaria/recordings/
[2] https://thisisamos.com/2022/01/25/three-assumptions-of-data-protection-impact-assessments/
[2] https://thisisamos.com/2022/05/10/what-do-we-need-to-regulate/
[2] https://thisisamos.com/2022/05/11/default-settings/
[1] https://www.globalcause.co.uk/campaign/malaria/malaria-and-ntds/

Top URLs in Tweet in G7:
[2] https://www.ictd.ac/publication/beyond-greed-why-armed-groups-tax/
[1] https://mailchi.mp/ictd/etrn-may-venue
[1] https://www.ictd.ac/tobacco
[1] https://www.ictd.ac/publication/positive-fiscal-health-effects-tobacco-taxes-nigeria/
[1] https://twitter.com/IraoyaAustine/status/1527652518515318784
[1] https://www.ictd.ac/about-us/our-team/
[1] https://mailchi.mp/ictd/etrn-may
[1] https://www.ictd.ac/news/opportunity-research-project-property-tax-senegal/

Top URLs in Tweet in G8:
[1] https://ecrin.org/international-clinical-trials-day-ictd
[1] https://www.theisn.org/in-action/research/clinical-trials-isn-act/

Top URLs in Tweet in G9:
[1] https://www.thewaltoncentre.nhs.uk/get-involved/research.htm?utm_source=Twitter&utm_medium=social&utm_campaign=Orlo

Top Domains
Top Domains in Tweet in Entire Graph:
[34] twitter.com
[14] ac.uk
[13] ictworks.org
[11] ict4d.jp
[10] usaid.gov
[9] youtube.com
[9] thisisamos.com
[8] nhs.uk
[7] ucc.ie
[7] edu.pe

Top Domains in Tweet in G1:
[7] edu.pe
[4] org.uk
[4] twitter.com
[2] wiley.com
[2] ictd.org
[2] youtube.com
[2] wordpress.com
[1] itu.int
[1] google.com
[1] ac.uk

Top Domains in Tweet in G2:
[7] twitter.com
[7] ucc.ie
[1] ecrin.org
[1] clinerion.com

Top Domains in Tweet in G3:
[10] twitter.com
[5] ict4d.jp
[2] facebook.com
[2] ac.uk
[1] un.org
[1] a4ai.org
[1] ohiolink.edu
[1] ggemploi.com
[1] ntchito.com
[1] jobmalawi.net

Top Domains in Tweet in G4:
[1] stjames.ie
[1] twitter.com

Top Domains in Tweet in G5:
[7] ac.uk
[1] youtube.com
[1] oxsonics.com
[1] nhs.uk

Top Domains in Tweet in G6:
[9] thisisamos.com
[3] youtube.com
[2] ict4dconference.org
[1] co.uk

Top Domains in Tweet in G7:
[6] ictd.ac
[2] mailchi.mp
[1] twitter.com

Top Domains in Tweet in G8:
[1] ecrin.org
[1] theisn.org

Top Domains in Tweet in G9:
[1] nhs.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[173] ictd
[150] ict4d
[46] ictd2022
[42] internationalclinicaltrialsday
[35] ifip942022
[30] clinicaltrials
[23] research
[23] bepartofresearch
[20] clinicalresearch
[17] clinicaltrial



Top Hashtags in Tweet in G1:
[53] ict4d
[35] ifip942022
[6] digitaldevelopment
[5] ictd2022
[3] digitalplatforms
[3] freedom
[3] partner2connect
[3] phd
[2] socialinclusion
[2] datajustice

Top Hashtags in Tweet in G2:
[12] ictd2022
[2] strongertogether
[2] international
[1] ictd
[1] internationalclinicaltrialsday
[1] reimagineresearch
[1] clinicaltrials
[1] patientrecruitment
[1] hmhospitales

Top Hashtags in Tweet in G3:
[14] ict4d
[13] ictd
[5] ictd22
[5] internationalclinicaltrialsday
[4] clinicaltrials
[4] ictd2022
[3] clinicalresearch
[3] clinicaltrialsday
[3] ict4djapan
[2] nihr

Top Hashtags in Tweet in G4:
[8] ictd
[3] clinicaltrials
[2] ictd2022
[2] breastcancer
[2] ai
[2] ethics
[2] globalsouth
[2] ict4d
[1] cancerclincialtrials
[1] cancerretreat

Top Hashtags in Tweet in G5:
[21] ictd
[11] research
[7] bepartofresearch
[3] ictd22
[3] internationalclinicaltrialsday
[2] nurse
[2] phlebotomists
[2] sirenstudy
[1] ictd2022
[1] clinicaltrials

Top Hashtags in Tweet in G6:
[27] ict4d
[12] icymi
[12] malaria
[5] digitaltransformation
[5] researchimpact
[5] mali
[4] change
[4] academia
[4] recherchescientifique
[4] southafrica

Top Hashtags in Tweet in G7:
[3] research
[2] tax
[2] ethiopia
[1] tobacco
[1] africa
[1] nigeria
[1] women

Top Hashtags in Tweet in G8:
[1] thisisisn

Top Hashtags in Tweet in G9:
[4] ictd
[1] trialblazers

Top Hashtags in Tweet in G10:
[13] ictd
[7] bepartofresearch
[6] researchchampion
[1] researchforthefuture
[1] ictd2022

Top Words
Top Words in Tweet in Entire Graph:
[208] clinical
[173] #ictd
[164] trials
[151] research
[150] #ict4d
[148] day
[109] international
[86] ictd
[80] today
[79] conference

Top Words in Tweet in G1:
[53] #ict4d
[47] conference
[35] #ifip942022
[28] 27
[25] 25
[23] ifip_94
[22] research
[18] online
[16] panels
[15] panel

Top Words in Tweet in G2:
[23] clinical
[23] ictd
[21] trials
[18] hrb_ncto
[18] conference
[12] #ictd2022
[10] ecrin_eric
[9] register
[9] priority
[9] study

Top Words in Tweet in G3:
[15] clinical
[14] #ict4d
[13] trials
[13] #ictd
[12] ict4d
[10] international
[10] day
[8] ictd
[7] research
[7] more

Top Words in Tweet in G4:
[33] cancer
[23] clinical
[17] research
[16] cancertrials_ie
[14] saves
[14] lives
[14] seamus
[14] o'reilly
[14] leadership
[14] kicking

Top Words in Tweet in G5:
[21] #ictd
[17] clinical
[16] research
[15] trial
[12] part
[11] #research
[11] celebrating
[9] trials
[9] nihr_cam_crf
[9] week

Top Words in Tweet in G6:
[27] #ict4d
[14] people
[12] ict4dconference
[12] #icymi
[12] #malaria
[12] takeaways
[12] put
[10] conference
[10] first
[10] technology

Top Words in Tweet in G7:
[9] tax
[7] ethiopian
[7] ictdtax
[6] join
[6] 6th
[6] seminar
[6] invited
[6] attend
[6] hear
[6] speakers

Top Words in Tweet in G8:
[4] ecrin_eric
[4] jardine_meg
[4] aymwanghkuhk
[4] davidcwheeler2
[4] lastwalsh
[4] rhysdrevans
[4] pecoitsfilho
[4] vjha126
[4] heerspink79
[3] isnkidneycare

Top Words in Tweet in G9:
[5] research
[5] team
[5] working
[4] waltoncentre
[4] #ictd
[3] today
[3] dedicated
[3] developing
[3] approaches
[3] improve

Top Words in Tweet in G10:
[26] research
[13] #ictd
[13] working
[12] team
[12] champions
[7] thank
[7] today
[7] ictd
[7] #bepartofresearch
[6] lucky

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[153] clinical,trials
[105] trials,day
[96] international,clinical
[28] day,#ictd
[25] 25,27
[23] digital,development
[21] day,ictd
[21] happy,international
[19] clinical,trial
[19] development,awards

Top Word Pairs in Tweet in G1:
[25] 25,27
[15] #ifip942022,conference
[12] conference,features
[10] tracks,eng
[10] eng,spa
[10] panels,differential
[9] conference,dates
[9] dates,25
[9] timunwin,saskiasassen
[9] 27,2022

Top Word Pairs in Tweet in G2:
[21] clinical,trials
[12] ictd,conference
[9] priority,study
[8] crf_cork,sjhcrf
[8] sjhcrf,crfghrb
[8] study,included
[8] included,keynote
[8] keynote,lecture
[8] lecture,recruitment
[8] recruitment,clinical

Top Word Pairs in Tweet in G3:
[10] clinical,trials
[7] international,clinical
[7] trials,day
[4] ict4d,coordinator
[4] day,ictd
[3] #ictd,#ictd22
[3] #ict4djapan,#ict4d
[2] affordability,crucial
[2] crucial,universality
[2] universality,internet

Top Word Pairs in Tweet in G4:
[14] cancer,research
[14] research,saves
[14] saves,lives
[14] lives,seamus
[14] seamus,o'reilly
[14] o'reilly,clinical
[14] clinical,leadership
[14] leadership,kicking
[14] kicking,cancer
[14] cancer,retreat

Top Word Pairs in Tweet in G5:
[8] clinical,trials
[7] international,clinical
[7] trials,day
[6] taking,part
[6] take,part
[5] part,research
[5] research,re
[5] re,helping
[5] helping,change
[5] change,lives

Top Word Pairs in Tweet in G6:
[12] takeaways,put
[12] put,people
[10] #icymi,#ict4d
[10] #ict4d,#malaria
[10] #malaria,conference
[10] conference,takeaways
[10] people,first
[10] first,technology
[10] technology,second
[10] second,ensure

Top Word Pairs in Tweet in G7:
[6] join,6th
[6] seminar,invited
[6] invited,attend
[6] attend,hear
[6] hear,speakers
[6] speakers,present
[6] present,findings
[5] 6th,ethiopian
[5] ethiopian,tax
[5] tax,research

Top Word Pairs in Tweet in G8:
[4] ecrin_eric,jardine_meg
[4] jardine_meg,aymwanghkuhk
[4] aymwanghkuhk,davidcwheeler2
[4] davidcwheeler2,lastwalsh
[4] lastwalsh,rhysdrevans
[4] rhysdrevans,pecoitsfilho
[4] pecoitsfilho,vjha126
[4] vjha126,heerspink79
[3] isnkidneycare,ecrin_eric
[3] heerspink79,grem

Top Word Pairs in Tweet in G9:
[3] today,#ictd
[3] #ictd,dedicated
[3] dedicated,research
[3] research,team
[3] team,working
[3] working,developing
[3] developing,approaches
[3] approaches,improve
[3] improve,patient
[3] patient,treatment

Top Word Pairs in Tweet in G10:
[7] working,research
[6] #ictd,lucky
[6] lucky,working
[6] research,working
[6] working,team
[6] team,cherry
[6] cherry,cake
[6] cake,thank
[6] thank,everyone
[6] happy,ictd

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ifip_94
@usaid
@hrb_ncto
@cancertrials_ie
@berksresearch
@neil_selwyn
@ibaino
@rbnhsft
@cddmanchester
@dictsmakerere

Top Mentioned in G1:
@ifip_94
@timunwin
@cddmanchester
@infotechdev
@silviahedley
@saskiasassen
@tweetingtony
@azadeakbari
@katherine_wyers
@yz_ict4d

Top Mentioned in G2:
@hrb_ncto
@ecrin_eric
@hrbireland
@crf_cork
@sjhcrf
@crfghrb
@e
@hri
@remap_cap
@joan_jj_mc

Top Mentioned in G3:
@plateautweets

Top Mentioned in G4:
@cancertrials_ie
@cancerinstire
@tcddublin
@brcadirect
@ca
@adaptcentre
@cathyroc
@ikwunneari
@stjamesdublin
@irishcancersoc

Top Mentioned in G5:
@nihr_cam_crf
@nihrtakepart
@octo_oxford
@oxfordcancer
@oxfordoncology
@uhsussex
@octructu
@rdashresearch1
@nihrresearch
@bsuhresearch

Top Mentioned in G6:
@ict4dconference
@amosdoornbos
@aplma_malaria
@macire_kante
@m2030together
@mediaplanetuk
@nneelley
@goalzero
@worldpossible
@alteclansing

Top Mentioned in G7:
@ictdtax
@ecsutweets
@giulia_mascagni
@vvandenboogaard
@adrienne_lees
@ddorisakol
@oyebolaoo
@rhiannoncm
@soukaremmal
@marynabhan

Top Mentioned in G8:
@jardine_meg
@aymwanghkuhk
@davidcwheeler2
@lastwalsh
@rhysdrevans
@pecoitsfilho
@vjha126
@heerspink79
@isnkidneycare
@ecrin_eric

Top Mentioned in G9:
@waltoncentre
@whhnhs
@nihrcrn_nwcoast
@arcliverpool1
@lhch_research
@researchlwh
@cccnhs
@livhosptialsri
@suedowling70
@whhresearchteam

Top Mentioned in G10:
@critcarelthtr
@suedowling70
@cherylw209
@raddish25
@champion
@nihrcrn_nwcoast
@lancashirecrf
@lancshospitals
@championslancs
@lancsresearch

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@guardian
@stigmabasef
@opensource_orgs
@codewithtwitchi
@ant1988
@caring_mobile
@proglocommons
@unetomaterouge
@designthinkbot

Top Tweeters in G1:
@proglocommons
@unetomaterouge
@smartecocity
@antlerboy
@unbiodiversity
@josuewatat
@huawei
@phat_controller
@saskiasassen
@fscrollini

Top Tweeters in G2:
@anneodmatthews
@statsepi
@ucc
@hmhospitales
@entirl
@joan_jj_mc
@levinchin
@beccymaeso
@hrbtmrn
@bayer

Top Tweeters in G3:
@stigmabasef
@anandstweets
@riho_create
@sergelaurens_
@awatila
@metacode
@ohiolinkstatus
@meowtree
@efflux_a
@malawi_jobs

Top Tweeters in G4:
@hephaistos_ai
@dcu
@tcddublin
@irishcancersoc
@horganroberta
@kristel_gt
@adaptcentre
@stjamesdublin
@hsenccp
@amdefrein

Top Tweeters in G5:
@drol007
@nihrresearch
@ukhsa
@charlot_summers
@cuh_nhs
@rdash_nhs
@brightonsx_lks
@bmsnews
@brainappeal
@nihrtakepart

Top Tweeters in G6:
@chidambara09
@guardian
@caring_mobile
@dannyt_ug
@precisionmedbot
@mediaplanetuk
@crs_expertise
@nneelley
@goalzero
@medsformalaria

Top Tweeters in G7:
@elliotorizaarwa
@ids_uk
@rac
@ictdtax
@diegoramrezsnc6
@astihaas
@rhiannoncm
@jnwarus
@yslind
@giulia_mascagni

Top Tweeters in G8:
@isnkidneycare
@charumalik_isn
@rclaure_nefro
@vjha126
@acssjr
@m_elraggal
@pecoitsfilho
@aymwanghkuhk
@lastwalsh
@rhysdrevans

Top Tweeters in G9:
@ant1988
@livhospitals
@nihrcrn_nwcoast
@cwpnhs
@whhnhs
@benshore
@waltoncentre
@cccnhs
@lhchft
@livhospital

Top Tweeters in G10:
@lancshospitals
@ckssmith
@bigradtom
@raddish25
@olaleyejemimah
@nicholaverstra1
@lancsresearch
@champion
@critcarelthtr
@terilou_