ICTD OR ICT4D, Twitter, 1/10/2022 6:51:58 AM, 269795


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ICTD OR ICT4D_2022-01-09_20-01-08.xlsx
ICTD OR ICT4D_2022-01-09_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 10, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3qcEvQ4
@sonja_ict4d
@ictdtax
@anandstweets
@phat_controller
@ids_uk
@usk_phantom
@daiglobal
@ict4dconference
@peterevans_guv
@saraksha

Top hashtags:
#ict4d
#digitaldai
#gis
#remotesensing
#environmental
#decisionmaking
#data

Description:
Description
The graph represents a network of 264 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, 10 January 2022 at 04:01 UTC.

The requested start date was Monday, 10 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 13-day, 5-hour, 36-minute period from Monday, 27 December 2021 at 04:58 UTC to Sunday, 09 January 2022 at 10:35 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 : 264
Unique Edges : 176
Edges With Duplicates : 349
Total Edges : 525
Number of Edge Types : 5
Tweet : 69
Retweet : 124
MentionsInRetweet : 184
Mentions : 133
Replies to : 15
Self-Loops : 72
Reciprocated Vertex Pair Ratio : 0.0597014925373134
Reciprocated Edge Ratio : 0.112676056338028
Connected Components : 52
Single-Vertex Connected Components : 17
Maximum Vertices in a Connected Component : 55
Maximum Edges in a Connected Component : 135
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.374379
Graph Density : 0.00409033298767139
Modularity : 0.521897
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 264 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, 10 January 2022 at 04:01 UTC.

The requested start date was Monday, 10 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 13-day, 5-hour, 36-minute period from Monday, 27 December 2021 at 04:58 UTC to Sunday, 09 January 2022 at 10:35 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:
[20] https://jobs.soton.ac.uk/Vacancy.aspx?ref=1642721TR
[5] https://www.ict4dconference.org/program/ict4d-partnership/
[3] https://www.ictworks.org/top-10-ictworks-posts-2021/
[3] https://ict4d.org.uk/desc/
[3] https://ifip.ue.edu.pe/submissions
[3] https://dai-global-digital.com/looking-ahead-what-were-thinking-about-in-2022.html
[2] https://genderit.org/articles/connectivity-hacking-pandemic-enabling-digital-inclusion-and-unlocking-treasure-rural-areas
[2] 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://www.ictworks.org/top-10-ictworks-posts-2021/#.Ydc3-1pSsik.twitter
[2] https://www.ictworks.org/understanding-social-media-conflict-resilience-framework/#.YdXZTRVZsoE.twitter

Top URLs in Tweet in G1:
[5] https://www.ict4dconference.org/program/ict4d-partnership/
[3] https://dai-global-digital.com/looking-ahead-what-were-thinking-about-in-2022.html
[1] https://www.ict4dconference.org/
[1] https://dai-global-digital.com/apply-now-strengthening-women-in-tech-in-south-asia.html
[1] https://dai-global-digital.com/funding-to-develop-solutions-and-address-gender-inequitable-outcomes-from-ai-technology.html
[1] https://dai-global-digital.com/digital-at-dai-year-in-review-top-10-posts-of-2021.html
[1] https://twitter.com/ICT4DConference/status/1479075316031270922
[1] https://twitter.com/ICT4DConference/status/1471827572094812166
[1] https://dhis2.org/hisp-centre-launch/
[1] https://youtu.be/bU6dgHdzoY4

Top URLs in Tweet in G2:
[1] https://ictd.org/ictd2022/participate/call-for-papers/
[1] https://ifip.ue.edu.pe/submissions
[1] https://think.taylorandfrancis.com/special_issues/information-technology/?utm_source=TFO&utm_medium=cms&utm_campaign=JPG15743
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1976714?src=&cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.2021130?cookieSet=1

Top URLs in Tweet in G3:
[1] https://7amleh.org/2021/12/29/the-palestinian-digital-rights-coalition-and-the-palestinian-human-rights-organizations-council-warn-against-passing-the-facebook-law-in-the-israeli-knesset-and-its-repercussions-on-palestinian-digital-rights
[1] https://twitter.com/Monashtayya/status/1476196585361092611
[1] https://www.iftf.org/statesponsoredtrolling
[1] https://cset.georgetown.edu/publication/ai-and-the-future-of-disinformation-campaigns/
[1] https://www.ids.ac.uk/news/ids-between-the-lines-podcast-a-year-in-review/
[1] https://www.ictd.ac/tag/digitax/
[1] https://www.ictd.ac/publication/glimpse-fiscal-states-sub-saharan-africa/
[1] https://twitter.com/UNUWIDER/status/1464516011026223104
[1] https://www.ictd.ac/publication/taxing-high-net-worth-individuals-lessons-from-the-uganda-revenue-authoritys-experience/

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

Top URLs in Tweet in G5:
[2] 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
[1] https://sikhansohail.blogspot.com/2021/12/blog-post.html
[1] http://boxfresh.site/ngpage
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fgroups%2F88952271711%2F
[1] https://www.meetup.com/London-ICT4D/
[1] https://ict4d.org.uk/
[1] https://www.facebook.com/groups/2553350463/about/
[1] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3477369
[1] https://thisisamos.com/2022/01/06/digital-airplanes/
[1] https://thisisamos.com/2021/12/27/design-is-never-for-the-100/

Top URLs in Tweet in G6:
[3] https://www.ictworks.org/top-10-ictworks-posts-2021/
[2] https://genderit.org/articles/connectivity-hacking-pandemic-enabling-digital-inclusion-and-unlocking-treasure-rural-areas
[2] https://ict4dblog.wordpress.com/2021/12/08/distribution-of-income-from-motorcycle-based-gig-work-in-indonesia/
[2] https://qz.com/africa/2102189/what-tech-hubs-have-achieved-in-africa-in-the-last-decade/
[2] https://www.ictworks.org/top-10-ictworks-posts-2021/#.Ydc3-1pSsik.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/african-civic-participation-technology-innovations/#.YclpgvmDw9c.twitter
[2] https://www.ictworks.org/launch-your-digital-development-career/#.YdLTM6Gndnw.twitter

Top URLs in Tweet in G7:
[1] https://cbsaustin.com/news/local/new-covid-19-vaccine-made-in-texas-receives-emergency-use-authorization-in-india

Top URLs in Tweet in G8:
[1] https://it4life.org/ict4d-specialist-h-f/

Top URLs in Tweet in G9:
[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 URLs in Tweet in G10:
[1] https://aidnography.blogspot.com/2021/12/development-ict4d-digital-communication-academia-link-review-428.html

Top Domains
Top Domains in Tweet in Entire Graph:
[21] ac.uk
[20] ictworks.org
[10] twitter.com
[8] medium.com
[7] ict4dconference.org
[6] dai-global-digital.com
[5] taroworks.org
[4] org.uk
[4] thisisamos.com
[3] ictd.ac

Top Domains in Tweet in G1:
[7] ict4dconference.org
[6] dai-global-digital.com
[2] twitter.com
[1] dhis2.org
[1] youtu.be

Top Domains in Tweet in G2:
[2] tandfonline.com
[1] ictd.org
[1] edu.pe
[1] taylorandfrancis.com

Top Domains in Tweet in G3:
[3] ictd.ac
[2] twitter.com
[1] 7amleh.org
[1] iftf.org
[1] georgetown.edu
[1] ac.uk

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

Top Domains in Tweet in G5:
[4] thisisamos.com
[2] facebook.com
[2] scoop.it
[2] twitter.com
[2] justjobset.com
[1] blogspot.com
[1] boxfresh.site
[1] meetup.com
[1] org.uk
[1] ssrn.com

Top Domains in Tweet in G6:
[19] ictworks.org
[3] medium.com
[2] genderit.org
[2] restofworld.org
[2] wordpress.com
[2] qz.com
[2] mailchi.mp
[1] globalvoices.org
[1] co.zw
[1] nextbillion.net

Top Domains in Tweet in G7:
[1] cbsaustin.com

Top Domains in Tweet in G8:
[1] it4life.org

Top Domains in Tweet in G9:
[1] leparisien.fr

Top Domains in Tweet in G10:
[1] blogspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[109] ict4d
[9] digitaldai
[6] gis
[6] remotesensing
[6] environmental
[6] decisionmaking
[5] data
[5] tech
[5] ai
[5] digitalrights



Top Hashtags in Tweet in G1:
[17] ict4d
[9] digitaldai
[4] partnerships
[3] ict4d2022
[3] digital
[2] women
[2] entrepreneurs
[2] tech
[2] southasia
[2] ai

Top Hashtags in Tweet in G2:
[3] ict4d
[2] icis2021
[2] data4dev
[1] ictd
[1] seattle
[1] universityofwashington
[1] ifip942022

Top Hashtags in Tweet in G3:
[5] ict4d
[2] digitalrights
[2] misinformation
[2] disinformation
[2] fiscal
[1] censorship
[1] arabic
[1] speakers
[1] networking
[1] ai

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:
[14] ict4d
[3] digitaltransformation
[3] internetfreedom
[3] digitalrights
[2] jobs
[2] hiring
[1] boxfresh
[1] 조건만남
[1] 섹트
[1] digitalrisk

Top Hashtags in Tweet in G6:
[35] ict4d
[4] digitaldev
[3] mhealth
[2] gigwork
[2] datasci
[2] ai4good
[1] geospatial
[1] rohingya
[1] blockchain
[1] uav

Top Hashtags in Tweet in G7:
[1] corbevax
[1] covid19
[1] vaccine

Top Hashtags in Tweet in G8:
[1] senegal
[1] dakar
[1] emploi
[1] job
[1] ict4d

Top Hashtags in Tweet in G10:
[3] globaldev

Top Words
Top Words in Tweet in Entire Graph:
[109] #ict4d
[37] digital
[33] ict4d
[28] year
[27] development
[24] funded
[24] deadline
[23] interested
[21] touch
[21] social

Top Words in Tweet in G1:
[17] #ict4d
[11] year
[9] ict4dconference
[9] january
[9] #digitaldai
[8] 25
[8] daiglobal
[7] happy
[7] crs_expertise
[7] usaid_digital

Top Words in Tweet in G2:
[23] deadline
[15] papers
[15] ifip_94
[14] ictd2022
[13] saraksha
[13] submitting
[13] approaching
[13] jan
[13] 15th
[13] forget

Top Words in Tweet in G3:
[5] #ict4d
[3] digital
[3] content
[3] ids_uk
[3] ictdtax
[2] israel
[2] #digitalrights
[2] more
[2] phat_controller
[2] apps

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

Top Words in Tweet in G5:
[14] #ict4d
[11] ict4d
[4] information
[4] development
[4] digital
[3] ম
[3] group
[3] communication
[3] technologies
[3] interested

Top Words in Tweet in G6:
[35] #ict4d
[15] digital
[12] development
[12] ict_works
[9] wayan_vota
[8] ictworks
[8] apply
[6] 2021
[5] top
[5] 10

Top Words in Tweet in G8:
[13] alerte
[13] job
[13] cherchons
[13] ict4d
[13] specialist
[13] accompagnez
[13] ongs
[13] conception
[13] mise
[13] œuvre

Top Words in Tweet in G9:
[11] arbitre
[10] aux
[10] pays
[10] bas
[10] joueur
[10] dévoilent
[10] être
[10] couple
[10] réseaux
[10] sociaux

Top Words in Tweet in G10:
[3] happy
[3] #globaldev
[3] year
[3] blogging
[3] start
[3] soon
[3] again
[3] good
[3] time
[3] catch

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[20] exciting,fully
[20] fully,funded
[20] funded,phd
[20] phd,scholarships
[20] scholarships,sotonbusiness
[20] sotonbusiness,link
[20] link,touch
[20] touch,interested
[19] pksenyo,exciting
[19] interested,res

Top Word Pairs in Tweet in G1:
[7] happy,year
[6] january,25
[6] 25,27
[6] year,closing
[6] closing,2021
[6] 2021,kbaptista's
[6] kbaptista's,annual
[6] annual,review
[6] review,#digitaldai
[6] #digitaldai,blog

Top Word Pairs in Tweet in G2:
[14] papers,ictd2022
[13] deadline,submitting
[13] submitting,papers
[13] ictd2022,approaching
[13] approaching,jan
[13] jan,15th
[13] 15th,forget
[13] forget,submit
[13] submit,time
[12] saraksha,deadline

Top Word Pairs in Tweet in G3:
[2] ids_uk,podcast
[2] podcast,highlights
[2] highlights,2021
[2] 2021,scheduled
[2] scheduled,episodes
[2] episodes,2022
[2] 2022,includes
[2] includes,interviews
[2] interviews,pnhoward
[2] pnhoward,digital

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

Top Word Pairs in Tweet in G5:
[3] information,communication
[3] communication,technologies
[3] framework,understanding
[3] understanding,social
[3] social,media
[3] media,conflict
[3] conflict,resilience
[3] resilience,#ict4d
[3] #ict4d,#internetfreedom
[2] ict4d,tanzania

Top Word Pairs in Tweet in G6:
[11] digital,development
[6] #ict4d,wayan_vota
[5] top,10
[5] 10,ictworks
[5] ictworks,2021
[5] 2021,tell
[5] tell,digital
[5] development,#ict4d
[4] social,media
[4] #ict4d,#digitaldev

Top Word Pairs in Tweet in G8:
[13] alerte,job
[13] job,cherchons
[13] cherchons,ict4d
[13] ict4d,specialist
[13] specialist,accompagnez
[13] accompagnez,ongs
[13] ongs,conception
[13] conception,mise
[13] mise,œuvre
[13] œuvre,systèmes

Top Word Pairs in Tweet in G9:
[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 Word Pairs in Tweet in G10:
[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 Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@sotonbusiness
@pksenyo
@saraksha
@ict_works
@it4life
@wayan_vota
@ict4dconference
@le_parisien
@ifip_94
@daiglobal

Top Mentioned in G1:
@ict4dconference
@daiglobal
@crs_expertise
@usaid_digital
@kbaptista
@sonja_ict4d
@chloemessenger
@premisedata
@dhis_2
@dial_community

Top Mentioned in G2:
@saraksha
@ifip_94
@infotechdev
@ictd2022
@ishtiaquesia
@sajdaq
@katherine_wyers
@ayushitandon
@thisis_cw
@silviahedley

Top Mentioned in G3:
@ids_uk
@ictdtax
@pnhoward
@sonja_ict4d
@ehayesdekalaf
@asanewsonline
@mjerven
@oecd_centre
@africaresearch
@fcdoredgcsd

Top Mentioned in G4:
@sotonbusiness
@pksenyo

Top Mentioned in G5:
@ninanjira

Top Mentioned in G6:
@ict_works
@wayan_vota
@fortuny
@google
@ghcorps
@techwomen
@ic
@cipesaug

Top Mentioned in G7:
@stevesong
@lawyerpants
@arcamachox
@johndgarrity
@cashel
@keyboardofgeoff
@dougmadory
@danyork
@timovainionpaa
@peterhotez

Top Mentioned in G8:
@it4life

Top Mentioned in G9:
@le_parisien

Top Mentioned in G10:
@bfwalter
@aidnography
@ma
@maritzachanv
@ilankelman
@trillingual
@busaracenter

Top Tweeters
Top Tweeters in Entire Graph:
@le_parisien
@nick_samair
@thiessifall
@aliasvaughn
@socentlive
@naijaflyingdr
@google
@mousss944
@ninanjira
@vacancies_bot

Top Tweeters in G1:
@naijaflyingdr
@heatherleson
@haringeycouncil
@daiglobal
@nrc_norway
@crs_expertise
@usaidasia
@efosaojomo
@jaimeelskoe
@usaid_digital

Top Tweeters in G2:
@ictlogist
@josuewatat
@nduts09
@pauljreilly
@snakande
@dorotheakleine
@silviahedley
@j_p_albuquerque
@fransassetti
@pj_wall

Top Tweeters in G3:
@anandstweets
@ids_uk
@opengovpart
@phat_controller
@africaresearch
@oecd_centre
@wbg_gov
@bezieltv
@tainitiative
@nancymbirdsall

Top Tweeters in G4:
@agnesmel_yovo
@__kofiyeboah
@thepoe_t
@mahn_yevu
@magnifintech
@kwamenas
@dejoh36
@afi_maame
@_jakashi
@__niiamu

Top Tweeters in G5:
@ninanjira
@tendersngo
@kshalilu
@nikpeachey
@innocentuss
@lcptuk
@justjobset
@peacheypubs
@amosdoornbos
@clighteastport

Top Tweeters in G6:
@google
@fortuny
@awatila
@wayan_vota
@yennitp
@ict_works
@ghcorps
@cipesaug
@ic
@infosecafrica

Top Tweeters in G7:
@danyork
@peterhotez
@aroondeep
@timovainionpaa
@keyboardofgeoff
@stevesong
@lawyerpants
@joebiden
@larrypress
@cashel

Top Tweeters in G8:
@thiessifall
@khadidiatoufsam
@a_freecaine
@dkingabdallah
@pepecallerefan
@amdy_mous7apha
@soxnamaymouna
@_queen_water
@papaamethfall1
@ndibreal

Top Tweeters in G9:
@le_parisien
@nick_samair
@aliasvaughn
@mousss944
@damngirls96
@constancedu77
@thunderflam
@mariecommard
@elmaroki75
@maitrebado

Top Tweeters in G10:
@aidnography
@ilankelman
@maritzachanv
@trillingual
@mahcomdev
@ma
@busaracenter
@jennahanchey
@bfwalter