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ICTD OR ICT4D_2022-01-16_20-01-08.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 17, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3GMG6S8
@ict4dconference
@this0499154500
@phat_controller
@ict_works
@saraksha
@ictdtax
@wayan_vota
@cddmanchester
@silviahedley
@ishtiaque_ih

Top hashtags:
#ict4d
#digitaldai
#jobs
#digitaldevelopment
#digital
#covid19

Description:
Description
The graph represents a network of 332 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, 17 January 2022 at 04:02 UTC.

The requested start date was Monday, 17 January 2022 at 01:01 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, 16-hour, 7-minute period from Monday, 03 January 2022 at 09:04 UTC to Saturday, 15 January 2022 at 01:12 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 : 332
Unique Edges : 211
Edges With Duplicates : 600
Total Edges : 811
Number of Edge Types : 5
Retweet : 229
MentionsInRetweet : 309
Mentions : 153
Tweet : 108
Replies to : 12
Self-Loops : 112
Reciprocated Vertex Pair Ratio : 0.0558510638297872
Reciprocated Edge Ratio : 0.105793450881612
Connected Components : 60
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 143
Maximum Edges in a Connected Component : 473
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.789909
Graph Density : 0.00361263786262876
Modularity : 0.45939
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 332 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, 17 January 2022 at 04:02 UTC.

The requested start date was Monday, 17 January 2022 at 01:01 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, 16-hour, 7-minute period from Monday, 03 January 2022 at 09:04 UTC to Saturday, 15 January 2022 at 01:12 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:
[25] https://jobs.soton.ac.uk/Vacancy.aspx?ref=1642721TR
[7] https://www.ict4dconference.org/program/ict4d-partnership/
[7] https://www.ictworks.org/top-10-ictworks-posts-2021/
[6] https://dai-global-digital.com/looking-ahead-what-were-thinking-about-in-2022.html
[6] https://ifip.ue.edu.pe/submissions
[3] https://mailchi.mp/ict4djobs/special-ad-2664021
[3] https://www.ict4dconference.org/program/ict4d-for-malaria-elimination-conference/
[3] https://ict4dblog.wordpress.com/2022/01/11/climate-change-birth-weight-and-smartphone-handsome-digital-dividends/
[3] https://crs.taleo.net/careersection/ex_crs/jobdetail.ftl?job=22000005&lang=en&sns_id=link
[3] https://mailchi.mp/ict4djobs/special-ad-2664017

Top URLs in Tweet in G1:
[3] https://ictd.org/ictd2022/participate/call-for-papers/
[3] https://crs.taleo.net/careersection/ex_crs/jobdetail.ftl?job=22000005&lang=en&sns_id=link
[2] https://twitter.com/ICT4DConference/status/1481249636832718850
[2] https://ict4dblog.wordpress.com/2022/01/11/climate-change-birth-weight-and-smartphone-handsome-digital-dividends/
[2] https://twitter.com/SaRaksha/status/1481368817699799049
[2] https://ifip.ue.edu.pe/submissions
[1] https://twitter.com/wayan_vota/status/1482037310812311565
[1] https://ict4dblog.wordpress.com/2018/07/31/is-digital-transformation-in-nigerian-agriculture-a-myth-or-reality/
[1] https://twitter.com/phat_controller/status/1481244575251546115
[1] https://twitter.com/towardsfairwork/status/1480879404779720707

Top URLs in Tweet in G2:
[6] https://dai-global-digital.com/looking-ahead-what-were-thinking-about-in-2022.html
[6] https://www.ict4dconference.org/program/ict4d-partnership/
[3] https://www.ict4dconference.org/program/ict4d-for-malaria-elimination-conference/
[2] https://app.powerbi.com/view?r=eyJrIjoiMTZlZTM4MTAtNzUxMi00NGVhLThlODEtNzIyNzY0ZTU4ZjUzIiwidCI6ImI4MGMzMDhjLWQwOGQtNGIwNy05MTVjLTExYTkyZDljYzZiZCIsImMiOjF9&pageName=ReportSection919b476d858431a77ad7
[2] https://www.ict4dconference.org/participate/registration-ict4dpartnerships/
[1] https://dai-global-digital.com/5-secret-sauces-for-your-next-digital-safety-campaign-insights-from-thailand.html
[1] https://www.marketlinks.org/blogs/msmes-going-digital-cambodia-addressing-skills-demand-during-covid-19
[1] https://www.ict4dconference.org/
[1] https://digitalprinciples.org/evaluation-tools/
[1] https://www.ictworks.org/top-10-ictworks-posts-2021/

Top URLs in Tweet in G3:
[2] https://ifip.ue.edu.pe/submissions
[1] https://www.iftf.org/statesponsoredtrolling
[1] https://cset.georgetown.edu/publication/ai-and-the-future-of-disinformation-campaigns/
[1] https://twitter.com/SDGMasterglass/status/1481943571125227525
[1] https://venturesafrica.com/internet-censorships-and-africas-internet-economy/
[1] https://global.oup.com/academic/product/poverty-and-development-9780199563241?cc=gb&lang=en&
[1] https://www.ids.ac.uk/news/ids-between-the-lines-podcast-a-year-in-review/
[1] https://www.ictd.ac/theme/gender-and-tax/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=269795
[1] https://www.ictd.ac/publication/glimpse-fiscal-states-sub-saharan-africa/

Top URLs in Tweet in G4:
[25] https://jobs.soton.ac.uk/Vacancy.aspx?ref=1642721TR

Top URLs in Tweet in G5:
[3] https://www.scoop.it/topic/learning-technology/p/4129259168/2022/01/05/new-framework-understanding-social-media-conflict-and-resilience?utm_medium=social&utm_source=twitter
[2] https://twitter.com/NikPeachey/status/1478675812316553220/photo/1
[1] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3477369
[1] https://www.linkedin.com/slink?code=d-Cn-KBg
[1] https://www.ictworks.org/understanding-social-media-conflict-resilience-framework/#.YdVzVSynwUE
[1] https://justjobset.com/jobs/senior-project-officer-ict4d-digital-data-device-management/
[1] https://justjobset.com/jobs/program-manager-ict4d/
[1] https://twitter.com/miamialejandro/status/1479631010937688066
[1] https://usedcars.bmw.co.uk/result/?retailer_id=16113&location_code=01&ictd[master]=vid~60c6024a-b976-4106-a5b7-7e4ad06fd8ba&ictd[il4889]=rlt~1629816972~land~2_43319_direct_f5e15cadf88668484713a4585d290eed
[1] https://usedcars.bmw.co.uk/benefits/

Top URLs in Tweet in G6:
[6] https://www.ictworks.org/top-10-ictworks-posts-2021/
[3] https://mailchi.mp/ict4djobs/special-ad-2664021
[3] https://mailchi.mp/ict4djobs/special-ad-2664017
[3] https://www.ictworks.org/how-to-guide-teaching-on-whatsapp-for-grassroots-community-organizers/#.Yd6Irn3EiEs.twitter
[2] https://mailchi.mp/ict4djobs/weekly-jobs-email-2664013
[2] https://www.ictworks.org/launch-your-digital-development-career/
[2] https://www.ictworks.org/playbook-doing-data-science/
[2] https://www.ictworks.org/create-digital-development-sustainability/
[2] https://www.ictworks.org/youth-led-social-impact-digital-solutions/
[2] https://www.ictworks.org/launch-your-digital-development-career/#.YdLTM6Gndnw.twitter

Top URLs in Tweet in G7:
[1] https://it4life.org/nos-offres-demploi/
[1] https://it4life.org/ict4d-specialist-h-f/

Top URLs in Tweet in G8:
[1] https://aidnography.blogspot.com/2022/01/development-ict4d-digital-communication-academia-link-review-430.html
[1] https://aidnography.blogspot.com/2021/12/development-ict4d-digital-communication-academia-link-review-428.html

Top URLs in Tweet in G9:
[1] https://medium.com/uw-ictd/uws-community-networking-capstone-9f8ebe897b13
[1] https://medium.com/uw-ictd/teaching-the-internet-better-67138c5dc9dc
[1] https://medium.com/uw-ictd/nycmesh-network-visualization-7dfe6c682045
[1] https://medium.com/uw-ictd/network-site-surveys-b53e6b98d703
[1] https://medium.com/uw-ictd/vpnized-routers-1888a084d2b9

Top URLs in Tweet in G10:
[1] https://www.leparisien.fr/sports/football/pays-bas-une-arbitre-et-un-joueur-devoilent-etre-en-couple-sur-les-reseaux-sociaux-03-01-2022-ZWREFWYN55GNNFZNPO3HN7QYYU.php#xtor=AD-1481423553

Top Domains
Top Domains in Tweet in Entire Graph:
[30] ictworks.org
[28] ac.uk
[20] twitter.com
[13] ict4dconference.org
[8] dai-global-digital.com
[8] mailchi.mp
[7] thisisamos.com
[7] medium.com
[6] co.uk
[6] taroworks.org

Top Domains in Tweet in G1:
[8] twitter.com
[3] ictd.org
[3] taleo.net
[3] wordpress.com
[3] tandfonline.com
[2] edu.pe
[1] springer.com

Top Domains in Tweet in G2:
[12] ict4dconference.org
[8] dai-global-digital.com
[3] twitter.com
[2] powerbi.com
[2] digitalprinciples.org
[1] marketlinks.org
[1] ictworks.org
[1] dhis2.org

Top Domains in Tweet in G3:
[3] ictd.ac
[2] twitter.com
[2] edu.pe
[1] iftf.org
[1] georgetown.edu
[1] venturesafrica.com
[1] oup.com
[1] ac.uk
[1] nodexlgraphgallery.org

Top Domains in Tweet in G4:
[25] ac.uk

Top Domains in Tweet in G5:
[7] thisisamos.com
[3] linkedin.com
[3] scoop.it
[3] twitter.com
[3] ngotenders.net
[3] facebook.com
[2] justjobset.com
[2] co.uk
[2] ac.uk
[1] ssrn.com

Top Domains in Tweet in G6:
[28] ictworks.org
[8] mailchi.mp
[2] medium.com
[2] qz.com
[2] a4ai.org
[1] nextbillion.net
[1] genderit.org
[1] globalairdroneacademy.org
[1] wordpress.com

Top Domains in Tweet in G7:
[2] it4life.org

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

Top Domains in Tweet in G9:
[5] medium.com

Top Domains in Tweet in G10:
[1] leparisien.fr

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[166] ict4d
[12] digitaldai
[10] jobs
[8] digitaldevelopment
[7] digital
[7] covid19
[7] ifip942022
[7] mhealth
[7] gis
[6] ict4edu



Top Hashtags in Tweet in G1:
[30] ict4d
[7] ifip942022
[5] digitaldevelopment
[3] data4dev
[2] ictd
[2] africa
[2] covid19
[2] datajustice
[1] ai
[1] ethics

Top Hashtags in Tweet in G2:
[20] ict4d
[11] digitaldai
[7] digital
[5] datasharing
[5] ethicalai
[5] ict4d2022
[3] digitalacceleration
[3] malaria
[2] climatetech
[2] ai

Top Hashtags in Tweet in G3:
[11] ict4d
[5] testedonpalestinians
[4] disinformation
[4] digitalrights
[3] surveillance
[3] digitalidentity
[2] misinformation
[2] internetshutdowns
[2] globaldev
[2] fiscal

Top Hashtags in Tweet in G4:
[1] fintech
[1] ai
[1] platforms
[1] ecosystem
[1] ict4d
[1] scholarships
[1] phd
[1] academictwitter
[1] academicchatter

Top Hashtags in Tweet in G5:
[18] ict4d
[3] digitaltransformation
[2] technology
[2] internetfreedom
[2] digitalrights
[2] informedconsent
[2] ngos
[1] healthcare
[1] drone
[1] innovation

Top Hashtags in Tweet in G6:
[46] ict4d
[6] mhealth
[5] edutech
[5] ict4edu
[4] digitaldev
[3] jobs
[3] ai4good
[3] blockchain
[3] digitalhealth
[3] ehealth

Top Hashtags in Tweet in G7:
[2] job
[2] emploi
[2] dakar
[2] senegal
[1] it
[1] recrutement
[1] womenintech
[1] tech4good
[1] ict4d

Top Hashtags in Tweet in G8:
[3] globaldev

Top Words
Top Words in Tweet in Entire Graph:
[166] #ict4d
[73] digital
[50] deadline
[47] conference
[44] papers
[42] development
[39] ict4d
[36] social
[36] link
[28] time

Top Words in Tweet in G1:
[47] deadline
[34] papers
[30] #ict4d
[26] conference
[24] saraksha
[23] ifip_94
[23] jan
[22] ictd2022
[19] ifip
[18] submit

Top Words in Tweet in G2:
[20] #ict4d
[13] conference
[12] partnerships
[11] #digitaldai
[10] sonja_ict4d
[10] digiprinciples
[9] year
[9] ict4dconference
[8] 2022
[8] annual

Top Words in Tweet in G3:
[13] digital
[12] phat_controller
[11] #ict4d
[9] development
[8] under
[7] papers
[6] anandstweets
[6] israel
[6] submit
[5] pegasus

Top Words in Tweet in G4:
[25] exciting
[25] fully
[25] funded
[25] phd
[25] scholarships
[25] sotonbusiness
[25] link
[25] touch
[25] interested
[24] pksenyo

Top Words in Tweet in G5:
[18] #ict4d
[15] ict4d
[8] information
[8] communication
[7] development
[7] digital
[6] technology
[5] ictd
[4] framework
[4] understanding

Top Words in Tweet in G6:
[46] #ict4d
[30] digital
[21] ict_works
[18] development
[17] apply
[11] ictworks
[9] 2021
[8] dream
[8] top
[8] 10

Top Words in Tweet in G7:
[17] it4life
[16] ict4d
[16] specialist
[16] systèmes
[13] alerte
[13] job
[13] cherchons
[13] accompagnez
[13] ongs
[13] conception

Top Words in Tweet in G8:
[4] aidnography
[3] blog
[3] happy
[3] #globaldev
[3] year
[3] blogging
[3] start
[3] soon
[3] again
[3] good

Top Words in Tweet in G9:
[9] technology
[9] time
[8] looking
[8] summer
[8] internship
[8] social
[8] good
[8] ictd
[8] preferably
[8] remote

Top Words in Tweet in G10:
[11] arbitre
[10] aux
[10] pays
[10] bas
[10] joueur
[10] dévoilent
[10] être
[10] couple
[10] réseaux
[10] sociaux

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[26] ifip,conference
[25] exciting,fully
[25] fully,funded
[25] funded,phd
[25] phd,scholarships
[25] scholarships,sotonbusiness
[25] sotonbusiness,link
[25] link,touch
[25] touch,interested
[24] pksenyo,exciting

Top Word Pairs in Tweet in G1:
[19] ifip,conference
[17] submitting,papers
[17] papers,ictd2022
[16] deadline,submitting
[15] ictd2022,approaching
[15] approaching,jan
[15] jan,15th
[15] 15th,forget
[15] forget,submit
[15] submit,time

Top Word Pairs in Tweet in G2:
[10] partnerships,conference
[8] #digitaldai,blog
[7] happy,year
[6] year,closing
[6] closing,2021
[6] 2021,kbaptista's
[6] kbaptista's,annual
[6] annual,review
[6] review,#digitaldai
[5] #digital,themes

Top Word Pairs in Tweet in G3:
[5] pegasus,nsogroup
[5] nsogroup,#testedonpalestinians
[5] #testedonpalestinians,spyware
[5] spyware,exported
[5] exported,under
[5] under,israel
[5] israel,apartheid
[5] apartheid,regime
[5] regime,approval
[5] approval,oppressive

Top Word Pairs in Tweet in G4:
[25] exciting,fully
[25] fully,funded
[25] funded,phd
[25] phd,scholarships
[25] scholarships,sotonbusiness
[25] sotonbusiness,link
[25] link,touch
[25] touch,interested
[24] pksenyo,exciting
[24] interested,res

Top Word Pairs in Tweet in G5:
[7] information,communication
[5] communication,technology
[4] framework,understanding
[4] understanding,social
[4] social,media
[4] media,conflict
[4] conflict,resilience
[4] resilience,#ict4d
[4] technology,development
[3] development,ict4d

Top Word Pairs in Tweet in G6:
[18] digital,development
[8] top,10
[8] 10,ictworks
[8] ictworks,2021
[8] 2021,tell
[8] tell,digital
[7] ict_works,apply
[7] development,#ict4d
[6] dream,digital
[6] #ict4d,wayan_vota

Top Word Pairs in Tweet in G7:
[16] ict4d,specialist
[13] alerte,job
[13] job,cherchons
[13] cherchons,ict4d
[13] specialist,accompagnez
[13] accompagnez,ongs
[13] ongs,conception
[13] conception,mise
[13] mise,œuvre
[13] œuvre,systèmes

Top Word Pairs in Tweet in G8:
[3] happy,#globaldev
[3] #globaldev,year
[3] year,blogging
[3] blogging,start
[3] start,soon
[3] soon,again
[3] again,good
[3] good,time
[3] time,catch
[3] catch,links

Top Word Pairs in Tweet in G9:
[8] looking,summer
[8] summer,internship
[8] internship,social
[8] social,good
[8] good,technology
[8] technology,ictd
[8] ictd,preferably
[8] preferably,remote
[8] remote,bangalore
[8] bangalore,spend

Top Word Pairs in Tweet in G10:
[10] aux,pays
[10] pays,bas
[10] bas,arbitre
[10] arbitre,joueur
[10] joueur,dévoilent
[10] dévoilent,être
[10] être,couple
[10] couple,réseaux
[10] réseaux,sociaux
[10] sociaux,shona

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@saraksha
@sotonbusiness
@pksenyo
@ict_works
@phat_controller
@ifip_94
@it4life
@cddmanchester
@sonja_ict4d
@ict4dconference

Top Mentioned in G1:
@saraksha
@ifip_94
@cddmanchester
@infotechdev
@silviahedley
@pj_wall
@ishtiaquesia
@phat_controller
@adaptcentre
@discussai

Top Mentioned in G2:
@ict4dconference
@sonja_ict4d
@digiprinciples
@kbaptista
@daiglobal
@crs_expertise
@usaid_digital
@chloemessenger
@dial_community
@premisedata

Top Mentioned in G3:
@phat_controller
@anandstweets
@femilonge
@readeroy
@ids_uk
@ictdtax
@sonja_ict4d
@pnhoward
@bomu
@adrnorg

Top Mentioned in G4:
@sotonbusiness
@pksenyo

Top Mentioned in G5:
@ninanjira

Top Mentioned in G6:
@ict_works
@wayan_vota
@fortuny
@techchange
@pathtweets
@google
@ghcorps
@techwomen
@ic
@phat_controller

Top Mentioned in G7:
@it4life

Top Mentioned in G8:
@aidnography
@bfwalter
@ma
@junrubian
@maritzachanv
@ilankelman
@trillingual
@busaracenter

Top Mentioned in G9:
@kmarkiv
@newamericapit
@kheimerl

Top Mentioned in G10:
@le_parisien

Top Tweeters
Top Tweeters in Entire Graph:
@artificialbra1n
@le_parisien
@codewithtwitchi
@caring_mobile
@nick_samair
@sdgmasterglass
@timeslive
@thiessifall
@aliasvaughn
@mojamesapted

Top Tweeters in G1:
@artificialbra1n
@margymaclibrary
@ictlogist
@ucloudifyai
@josuewatat
@nduts09
@giuliowolfe
@therisingpage
@meghakaveri
@pauljreilly

Top Tweeters in G2:
@naijaflyingdr
@mak_deee
@daiglobal
@nrc_norway
@crs_expertise
@usaidasia
@efosaojomo
@usaid_digital
@msszeeusman
@climatejette

Top Tweeters in G3:
@sdgmasterglass
@evronia
@anandstweets
@whiteboicorey
@bano_sanjeeda
@ids_uk
@opengovpart
@femilonge
@phat_controller
@africaresearch

Top Tweeters in G4:
@agnesmel_yovo
@__kofiyeboah
@thepoe_t
@mahn_yevu
@magnifintech
@kwamenas
@peterquamhe
@atqzahmd
@dejoh36
@qerbros

Top Tweeters in G5:
@heydyubz
@ninanjira
@tendersngo
@ucl_discovery
@gazettenigeria
@kshalilu
@nikpeachey
@innocentuss
@sycamorebmw
@lcptuk

Top Tweeters in G6:
@caring_mobile
@mojamesapted
@google
@fortuny
@wayan_vota
@yennitp
@techchange
@laurahoemeke
@ict_works
@ghcorps

Top Tweeters in G7:
@thiessifall
@dakarbot
@khadidiatoufsam
@a_freecaine
@dkingabdallah
@abyodio
@pepecallerefan
@amdy_mous7apha
@soxnamaymouna
@_queen_water

Top Tweeters in G8:
@aidnography
@ilankelman
@maritzachanv
@charlottedulan
@trillingual
@mahcomdev
@ma
@busaracenter
@jennahanchey
@junrubian

Top Tweeters in G9:
@johnrayknight
@subu_caps
@kmarkiv
@mynkgoel
@newamericapit
@kheimerl
@hci4southasia
@_karthik_bhat
@uwchange
@vradithya

Top Tweeters in G10:
@le_parisien
@nick_samair
@aliasvaughn
@mousss944
@damngirls96
@constancedu77
@thunderflam
@mariecommard
@elmaroki75
@maitrebado