ICTD OR ICT4D, Twitter, 9/5/2022 4:20:12 AM, 281311


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ICTD OR ICT4D_2022-09-04_20-30-00.xlsx
ICTD OR ICT4D_2022-09-04_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 05, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3TKWrh6
@this0499154500
@ictdtax
@ncmart
@phat_controller
@designthinkbot
@infotechdev
@daiglobal
@designrealworld
@marcelheyne
@heitmuellerf

Top hashtags:
#ict4d
#pakdatasci
#designthinking
#datascience
#pythonkachilla2

Description:
Description
The graph represents a network of 293 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, 05 September 2022 at 03:30 UTC.

The requested start date was Monday, 05 September 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, 9-hour, 52-minute period from Monday, 22 August 2022 at 07:20 UTC to Saturday, 03 September 2022 at 17:13 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 : 293
Unique Edges : 271
Edges With Duplicates : 420
Total Edges : 691
Number of Edge Types : 5
Retweet : 173
MentionsInRetweet : 305
Mentions : 129
Tweet : 74
Replies to : 10
Self-Loops : 79
Reciprocated Vertex Pair Ratio : 0.0863509749303621
Reciprocated Edge Ratio : 0.158974358974359
Connected Components : 63
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 87
Maximum Edges in a Connected Component : 315
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 3.137653
Graph Density : 0.00455841787834868
Modularity : 0.517958
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 293 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, 05 September 2022 at 03:30 UTC.

The requested start date was Monday, 05 September 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, 9-hour, 52-minute period from Monday, 22 August 2022 at 07:20 UTC to Saturday, 03 September 2022 at 17:13 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:
[5] https://www.dsaireland.org/
[4] https://a4ai.org/news/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[4] https://www.ictd.ac/news/call-abstracts-research-colloquium-global-tax-governance-2/
[3] https://www.ictworks.org/10-common-ict4d-myths/
[3] https://www.ictworks.org/masters-degree-machine-learning-for-africans/#.YvnuRywqVgA.twitter
[2] https://wiredcraft.com/blog/building-myanmar-voter-registration-software
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280905
[2] https://scirev.org/
[2] http://konektd.com/?edition_id=df62f6b0-29f3-11ed-b9ac-fa163e1a70d7
[2] https://aidnography.blogspot.com/2022/08/development-ict4d-digital-communication-academia-link-review-451.html

Top URLs in Tweet in G1:
[5] https://www.dsaireland.org/
[4] https://www.ictd.ac/news/call-abstracts-research-colloquium-global-tax-governance-2/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280905
[1] https://www.ictd.ac/publication/visual-nudges-how-deterrence-and-equity-shape-tax-compliance-attitudes-and-behaviour-in-rwanda/
[1] https://www.ictd.ac/blog/ghana-e-levy-sour-sweet-switches/?utm_content=bufferbd09e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/blog/tax-mobile-money-impact-digital-financial-services-africa/?utm_content=buffer9825c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://mailchi.mp/ictd/august22
[1] https://www.ictd.ac/publication/mandating-digital-tax-tools-response-covid-evidence-eswatini/?utm_content=buffer2c6ab&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.iipf.org/congress2022.htm?utm_content=bufferf5ee9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/news/call-abstracts-research-colloquium-global-tax-governance-2/?utm_content=buffera8191&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[1] https://twitter.com/PurpleInnovate/status/1561639045909839872
[1] https://twitter.com/unicefsenegal/status/1557683559871160320
[1] https://apparelmagic.grsm.io/free?t=1661189513
[1] https://www.aplitrak.com/?adid=YmJnZW5lcmljLjczMzg5LnR3aUBjYXRob2xpY3JlbGllZi5hcGxpdHJhay5jb20
[1] https://twitter.com/moylato/status/1562321734954541056
[1] https://journaletudes.com/2022/08/26/it4life-recrute-01-specialiste-principal-ict4d-h-f/
[1] https://twitter.com/umsi/status/1563177244117598210
[1] https://www.fiverr.com/carlylepard/teach-you-how-to-make-money-doing-voiceover-at-home?utm_source=169592&utm_medium=cx_affiliate&utm_campaign=&afp=random-hashtag&cxd_token=169592_19721190_|afp0:random-hashtag|afp1:carlylepard/teach-you-how-to-make-money-doing-voiceover-at-home&show_join=true
[1] https://www.afropages.fr/socialnetlink/it4life-recrute-un-lead-ict4d-specialist
[1] https://twitter.com/magmalaya/status/1564666247366823938

Top URLs in Tweet in G3:
[4] https://a4ai.org/news/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[3] https://www.ictworks.org/10-common-ict4d-myths/
[3] https://www.ictworks.org/masters-degree-machine-learning-for-africans/#.YvnuRywqVgA.twitter
[2] https://a4ai.org/news/the-cost-of-smartphones-falls-but-they-remain-unaffordable-for-billions-around-the-world/
[2] https://www.ictworks.org/computer-science-phd-students/#.YwMuNy1LQq4.twitter
[2] https://www.ictworks.org/10-common-ict4d-myths/#.Yv3lUxZXZ_I.twitter
[2] https://www.ictworks.org/nethope-data-governance-toolkit/#.YwZW9bsSvGY.twitter
[2] https://www.ictworks.org/deepfake-videos-deeply-fool-indian-social-media-users/#.YwcVZXdKplk.twitter
[2] https://www.ictworks.org/digital-health-innovations-funding/#.YwxNhs3FQ_8.twitter
[2] https://www.ictworks.org/10-common-ict4d-myths/#.Yv35A2AlJlk.twitter

Top URLs in Tweet in G4:
[2] https://aidnography.blogspot.com/2022/08/development-ict4d-digital-communication-academia-link-review-451.html
[1] https://aidnography.blogspot.com/2022/08/development-ict4d-digital-communication-academia-link-review-450.html

Top URLs in Tweet in G5:
[1] https://members.linkedin.com/creators
[1] https://techchange.breezy.hr/p/b8d9e3723359

Top URLs in Tweet in G6:
[1] https://www.propagandamachine.tech/ca-map

Top URLs in Tweet in G10:
[1] https://twitter.com/mikeelgan/status/1566107668477009920
[1] https://twitter.com/wartranslated/status/1562443259326042114

Top Domains
Top Domains in Tweet in Entire Graph:
[24] ictworks.org
[14] twitter.com
[9] ictd.ac
[8] a4ai.org
[5] linkedin.com
[5] dsaireland.org
[4] tandfonline.com
[3] wordpress.com
[3] blogspot.com
[3] developmentaid.org

Top Domains in Tweet in G1:
[9] ictd.ac
[5] dsaireland.org
[4] tandfonline.com
[2] nodexlgraphgallery.org
[1] mailchi.mp
[1] iipf.org

Top Domains in Tweet in G2:
[5] twitter.com
[2] energypedia-consult.com
[1] grsm.io
[1] aplitrak.com
[1] journaletudes.com
[1] fiverr.com
[1] afropages.fr
[1] thisisamos.com
[1] co.uk
[1] unjobnet.org

Top Domains in Tweet in G3:
[24] ictworks.org
[8] a4ai.org
[1] twitter.com
[1] linkedin.com
[1] qz.com
[1] wordpress.com

Top Domains in Tweet in G4:
[3] blogspot.com

Top Domains in Tweet in G5:
[1] linkedin.com
[1] breezy.hr

Top Domains in Tweet in G6:
[1] propagandamachine.tech

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[97] ict4d
[14] pakdatasci
[14] designthinking
[13] datascience
[13] pythonkachilla2
[12] pythonkachilla
[8] victorpapanek
[8] globaldev
[7] machinelearning
[7] research



Top Hashtags in Tweet in G1:
[10] ict4d
[7] tax
[5] taxpayers
[5] lowincome
[5] research
[4] taxtwitter
[3] digital
[2] designthinking
[2] elevy
[2] electronictransactions

Top Hashtags in Tweet in G2:
[9] ict4d
[2] smartphone
[2] networks
[2] new
[2] eval22
[2] evaluation
[2] eval
[2] digitaldata
[2] webmo
[2] developmentcooperation

Top Hashtags in Tweet in G3:
[30] ict4d
[2] gender
[2] inclusion
[2] jobs
[2] india
[2] ictworks
[1] ictpolicy
[1] internationaldevelopment

Top Hashtags in Tweet in G4:
[5] globaldev

Top Hashtags in Tweet in G5:
[3] ict4d
[2] socinn
[2] tech
[2] innovation
[1] socialimpact
[1] socent
[1] globalhealth
[1] techforgoodjobs
[1] globaldev

Top Hashtags in Tweet in G6:
[3] digitalrights
[3] ict4d
[1] disinfo

Top Hashtags in Tweet in G10:
[2] ict4d
[1] smem
[1] emgtwitter
[1] dataprotection
[1] ukraine
[1] privacy

Top Words
Top Words in Tweet in Entire Graph:
[97] #ict4d
[38] development
[37] digital
[31] ictd
[30] ict4d
[26] amazing
[25] one
[21] more
[21] research
[20] people

Top Words in Tweet in G1:
[19] infotechdev
[18] submit
[17] ictdtax
[17] development
[15] abstract
[12] inequalities
[12] digital
[10] #ict4d
[10] global
[10] abstracts

Top Words in Tweet in G2:
[9] #ict4d
[7] ictd
[5] ict4d
[3] studies
[2] apparel
[2] total
[2] #smartphone
[2] #networks
[2] #new
[2] #eval22

Top Words in Tweet in G3:
[30] #ict4d
[19] ict_works
[13] still
[13] wayan_vota
[11] common
[11] myths
[11] relevant
[9] a4a_internet
[9] fortuny
[9] apply

Top Words in Tweet in G4:
[5] #globaldev
[5] links
[5] feat
[4] back
[3] 451
[3] many
[3] more
[2] aidnography
[2] hebajournalist
[2] yagazieemezi

Top Words in Tweet in G5:
[16] ncmart
[15] amazing
[15] following
[14] social
[14] impact
[14] leaders
[14] worth
[14] twitter
[14] drshikoh
[14] neemaiyer

Top Words in Tweet in G6:
[11] amazing
[11] interactice
[11] map
[11] underlying
[11] database
[11] emmalbriant
[11] countries
[11] cambridge
[11] analytica
[11] phat_controller

Top Words in Tweet in G7:
[5] souhaite
[5] excellente
[5] rentrée
[5] ensemble
[5] équipe
[5] infirmiers
[5] infirmières
[5] acpoitiers
[5] ainsi
[5] qu

Top Words in Tweet in G8:
[11] looking
[11] postdoc
[11] equivalent
[11] position
[11] upcoming
[11] academic
[11] year
[11] mixed
[11] method
[11] researcher

Top Words in Tweet in G9:
[8] director
[7] esso_incois
[7] occasion
[7] superannuation
[7] shri
[7] satyanarayana
[7] scientist
[7] group
[7] ictd
[7] head

Top Words in Tweet in G10:
[6] humanitarian
[6] aid
[6] people
[5] watch
[5] space
[5] emergency
[5] communications
[5] public
[5] safety
[5] lot

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[15] digital,development
[15] submit,abstract
[14] amazing,social
[14] social,impact
[14] impact,leaders
[14] leaders,worth
[14] worth,following
[14] following,twitter
[14] twitter,drshikoh
[14] drshikoh,neemaiyer

Top Word Pairs in Tweet in G1:
[15] submit,abstract
[12] digital,development
[9] infotechdev,digital
[9] development,inequalities
[9] inequalities,sustainable
[8] global,tax
[7] call,abstracts
[7] very,happy
[7] happy,see
[7] see,latest

Top Word Pairs in Tweet in G2:
[2] #smartphone,#networks
[2] #networks,#new
[2] #new,#eval22
[2] #eval22,#evaluation
[2] #evaluation,#eval
[2] #eval,#digitaldata
[2] #digitaldata,#ict4d
[2] it4life,recrute
[2] valencia,spain
[2] découvrez,#webmo

Top Word Pairs in Tweet in G3:
[11] myths,still
[11] still,relevant
[11] #ict4d,wayan_vota
[11] wayan_vota,ict_works
[9] 10,common
[9] relevant,12
[9] 12,years
[9] years,later
[6] internet,access
[6] common,#ict4d

Top Word Pairs in Tweet in G4:
[5] #globaldev,links
[3] links,451
[3] 451,feat
[3] many,more
[2] feat,hebajournalist
[2] hebajournalist,yagazieemezi
[2] yagazieemezi,mininghistory
[2] mininghistory,desibility
[2] desibility,whistleblowing
[2] whistleblowing,many

Top Word Pairs in Tweet in G5:
[14] amazing,social
[14] social,impact
[14] impact,leaders
[14] leaders,worth
[14] worth,following
[14] following,twitter
[14] twitter,drshikoh
[14] drshikoh,neemaiyer
[14] neemaiyer,lacinad
[14] lacinad,shereenbhan_gh

Top Word Pairs in Tweet in G6:
[11] amazing,interactice
[11] interactice,map
[11] map,underlying
[11] underlying,database
[11] database,emmalbriant
[11] emmalbriant,countries
[11] countries,cambridge
[11] cambridge,analytica
[10] phat_controller,amazing
[2] look,arrived

Top Word Pairs in Tweet in G7:
[5] souhaite,excellente
[5] excellente,rentrée
[5] rentrée,ensemble
[5] ensemble,équipe
[5] équipe,infirmiers
[5] infirmiers,infirmières
[5] infirmières,acpoitiers
[5] acpoitiers,ainsi
[5] ainsi,qu
[5] qu,aux

Top Word Pairs in Tweet in G8:
[11] looking,postdoc
[11] postdoc,equivalent
[11] equivalent,position
[11] position,upcoming
[11] upcoming,academic
[11] academic,year
[11] year,mixed
[11] mixed,method
[11] method,researcher
[11] researcher,interests

Top Word Pairs in Tweet in G9:
[7] occasion,superannuation
[7] superannuation,shri
[7] shri,satyanarayana
[7] satyanarayana,scientist
[7] scientist,group
[7] group,director
[7] director,ictd
[7] ictd,head
[7] head,ess
[7] ess,additional

Top Word Pairs in Tweet in G10:
[6] humanitarian,aid
[5] watch,space
[5] space,emergency
[5] emergency,communications
[5] communications,public
[5] public,safety
[5] safety,humanitarian
[5] aid,lot
[5] lot,easier
[5] easier,people

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ict_works
@ictdtax
@ncmart
@infotechdev
@drshikoh
@neemaiyer
@lacinad
@shereenbhan_gh
@lksriv
@phat_controller

Top Mentioned in G1:
@ictdtax
@infotechdev
@f_rothe_vub
@irelanddsa
@ifip_94
@globtaxgov
@heitmuellerf
@silviahedley
@this0499154500
@daiglobal

Top Mentioned in G3:
@ict_works
@wayan_vota
@a4a_internet
@fortuny
@teddywoodhouse
@pvhirani
@soniaa4ai
@rondaz_g
@kbaptista
@njathibernard

Top Mentioned in G4:
@aidnography
@hebajournalist
@yagazieemezi
@mininghistory
@desibility
@whistleblowing
@taratw
@brandaid_world
@juliahkaufman
@humanicontraria

Top Mentioned in G5:
@ncmart
@drshikoh
@neemaiyer
@lacinad
@shereenbhan_gh
@lksriv
@techchange
@linkedin

Top Mentioned in G6:
@emmalbriant
@phat_controller
@marcowenjones
@mauricestucke

Top Mentioned in G7:
@acpoitiers
@allegresabrina
@castaingerika
@dsden16
@dsden17
@sentiscatherin2
@dsden79
@glelaurence
@dsden86

Top Mentioned in G8:
@kmarkiv

Top Mentioned in G9:
@esso_incois
@moesgoi
@tummalasrini
@pibearthscience

Top Mentioned in G10:
@densaer
@nethope_org
@etcluster

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@afropages
@thepixeldevs
@illathhassan
@designthinkbot
@pyscalellc
@tristramwyatt
@rqskye
@edgeofeurope
@indiedevdog

Top Tweeters in G1:
@designthinkbot
@eventcentralme
@911_accountant
@ids_uk
@this0499154500
@paulnaish78
@martinhearson
@rrainfo
@nacikarkin
@silviahedley

Top Tweeters in G2:
@afropages
@uplantatree
@ivoiremessages
@hithiboa
@saifreza15
@laxusdilf
@amosdoornbos
@supermalang_
@unjobnet
@joyopal

Top Tweeters in G3:
@fortuny
@heatherleson
@hapeeg
@wayan_vota
@ict_works
@rondaz_g
@soniaa4ai
@kjoanhope
@a4a_internet
@sherribucher

Top Tweeters in G4:
@yagazieemezi
@kimtonghyung
@whistleblowing
@aidnography
@taratw
@brandaid_world
@o_lough
@mininghistory
@petevowles
@rasoolarshad

Top Tweeters in G5:
@socentlive
@drshikoh
@lksriv
@techchange
@laurahoemeke
@linkedin
@sudhapjay
@jocalynclark
@pollicyorg
@neemaiyer

Top Tweeters in G6:
@tristramwyatt
@ciluna27
@codeforpdx
@arthursmid
@emmalbriant
@marcowenjones
@hassanidayat
@sg3neris
@phat_controller
@infobancaetica

Top Tweeters in G7:
@acpoitiers
@patricefondin
@dsden16
@dsden17
@tonyleray79
@allegresabrina
@dsden79
@dsden86
@glelaurence
@sentiscatherin2

Top Tweeters in G8:
@johnrayknight
@lioninawhat
@jwkritchie
@luigidr
@blues76
@kmarkiv
@ballure
@tomonagashima
@carolinerpitt
@iameghnaa

Top Tweeters in G9:
@moesgoi
@prashan23471573
@konerctfoarnab
@chandu1796
@rahul_mohan_goa
@nagaraja_m
@pibearthscience
@esso_incois
@tummalasrini

Top Tweeters in G10:
@rqskye
@nordicgeo
@augustahollywd
@densaer
@nethope_org
@etcluster
@tmarki


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