ICTD OR ICT4D, Twitter, 10/17/2022 5:52:51 AM, 283041


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ICTD OR ICT4D_2022-10-16_20-30-00.xlsx
ICTD OR ICT4D_2022-10-16_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 17, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3eDKKJA
@silviahedley
@aidnography
@kerenweitzberg
@pperpleja
@ifip_94
@bannershashtags
@7o777o7
@cddmanchester
@pj_wall
@ict_works

Top hashtags:
#ict4d
#globaldev
#ictd23
#pavements23
#digitaltransformation
#digitalwater

Description:
Description
The graph represents a network of 242 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 October 2022 at 03:30 UTC.

The requested start date was Monday, 17 October 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, 5-hour, 7-minute period from Monday, 03 October 2022 at 04:59 UTC to Saturday, 15 October 2022 at 10:07 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 : 242
Unique Edges : 211
Edges With Duplicates : 284
Total Edges : 495
Number of Edge Types : 5
Replies to : 13
Retweet : 98
MentionsInRetweet : 177
Mentions : 133
Tweet : 74
Self-Loops : 77
Reciprocated Vertex Pair Ratio : 0.0601503759398496
Reciprocated Edge Ratio : 0.113475177304965
Connected Components : 59
Single-Vertex Connected Components : 28
Maximum Vertices in a Connected Component : 74
Maximum Edges in a Connected Component : 188
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.281307
Graph Density : 0.00483522512945372
Modularity : 0.545156
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 242 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 October 2022 at 03:30 UTC.

The requested start date was Monday, 17 October 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, 5-hour, 7-minute period from Monday, 03 October 2022 at 04:59 UTC to Saturday, 15 October 2022 at 10:07 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:
[7] https://www.asce-ictd.org/program/call-submissions
[5] http://Magicien.ne
[4] https://www.ictworks.org/africans-contribute-open-source-software/#.Yz_KxBLJakU.twitter
[3] https://www.ictworks.org/frontiers-of-digital-development-forum-2022/#.YzpsAj8A3fE.twitter
[2] https://thisisamos.com/2022/10/12/compromising-photos-in-a-digital-era/
[2] https://aidnography.blogspot.com/2022/09/development-ict4d-digital-communication-academia-link-review-456.html
[2] http://vpuu.org.za/programmes/ict4d/checkit-community-reporting-tool/
[2] https://ict4d.jp/2022/10/09/ticad8-nikkei/
[2] https://www.kaikai.dev/fr/blog/blog-1/c-est-quoi-le-developpement-digital-ict4d-tech4good-3
[2] https://www.pavementsconference.org/

Top URLs in Tweet in G1:
[1] https://onlinelibrary.wiley.com/doi/10.1111/isj.12326?cookieSet=1
[1] https://twitter.com/janasrin/status/1578384827643895810
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2123770?cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2123443?cookieSet=1
[1] https://twitter.com/itaisconnect/status/1580893744957906945
[1] https://twitter.com/ikwunneari/status/1580327955258953729
[1] https://ict4dblog.wordpress.com/2021/10/25/mapping-research-on-digital-water-in-developing-countries-state-of-the-art-and-future-research-agenda/

Top URLs in Tweet in G2:
[2] https://aidnography.blogspot.com/2022/09/development-ict4d-digital-communication-academia-link-review-456.html
[1] https://aidnography.blogspot.com/2022/10/development-ict4d-digital-communication-academia-link-review-458.html
[1] https://aidnography.blogspot.com/2022/10/development-ict4d-digital-communication-academia-link-review-457.html
[1] https://wpmu.mau.se/nmict22group1/
[1] https://wpmu.mau.se/nmict22group1/2022/10/10/digital-aidisation-ukraine-response-going-virtual/
[1] https://wpmu.mau.se/nmict22group9/take-data-with-a-grain-of-salt/
[1] https://wpmu.mau.se/nmict22group8/2022/10/13/how-will-artificial-intelligence-transform-the-field-of-health/
[1] https://wpmu.mau.se/nmict22group8/
[1] https://www.youtube.com/watch?v=N0G_3FWOOPA

[1] https://wpmu.mau.se/nmict22group8/2022/10/05/group8nmict/

Top URLs in Tweet in G3:
[2] https://ict4d.jp/2022/10/09/ticad8-nikkei/
[2] http://vpuu.org.za/programmes/ict4d/checkit-community-reporting-tool/
[2] https://thisisamos.com/2022/10/12/compromising-photos-in-a-digital-era/
[1] https://www.wider.unu.edu/publication/global-distribution-revenue-loss-tax-avoidance
[1] http://ledp.ictd.gov.bd/
[1] https://www.writefull.com/
[1] https://base-search.net/
[1] https://elicit.org/
[1] https://www.glazestock.com/
[1] https://www.tulips.tsukuba.ac.jp/opac/volume/4094559?current=122&total=142&trans_url=%2Fopac%2Fsearch%3Farrivedwithin%3D1%26base_url%3Dhttps%253A%252F%252Fwww.tulips.tsukuba.ac.jp%26count%3D100%26defaultpage%3D2%26defaulttarget%3Dlocal%26order%3Darrival_date_d%26searchmode%3Dcomplex%26type%255B%255D%3Dbook

Top URLs in Tweet in G4:
[4] https://www.ictworks.org/africans-contribute-open-source-software/#.Yz_KxBLJakU.twitter
[3] https://www.ictworks.org/frontiers-of-digital-development-forum-2022/#.YzpsAj8A3fE.twitter
[2] https://www.ictworks.org/undp-handbook-cities-uav-drones/#.Yz0bqoo5aO4.twitter
[2] https://www.ictworks.org/digital-rights-climate-justice/#.Y0aOelhASA0.twitter
[2] https://www.ictworks.org/10-common-ict4d-myths/
[1] https://www.ictworks.org/digital-rights-climate-justice/#.Y0iXc3bP2Uk
[1] https://spectrum.ieee.org/peer-to-peer-network
[1] https://www.ictworks.org/global-sustainable-technology-solutions/#.Y0O8lEvJges.twitter
[1] https://www.ictworks.org/frontiers-of-digital-development-forum-2022/
[1] https://twitter.com/petergyang/status/1576985038511448064

Top URLs in Tweet in G5:
[1] https://www.ictd.ac/news/recruiting-communications-events-officer-local-government-revenue-initiative-logri/?utm_content=buffereabd3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/small-nets-for-big-fish-tax-enforcement-on-the-richest-evidence-from-uganda/

Top URLs in Tweet in G6:
[1] https://twitter.com/TechChange/status/1578011708169523206
[1] https://twitter.com/TechChange/status/1578011712833597442
[1] https://www.digitalfrontiersdai.com/resources/democratizing-digital-landscape-assessment/?utm_content=bufferfc3b2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://dai-global-digital.com/digital-at-dai-rewind-is-intellectual-property-ready-for-blockchain.html?utm_content=buffer7c7a7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[1] https://omdena.com/impact-program-for-local-chapters

Top URLs in Tweet in G8:
[7] https://www.asce-ictd.org/program/call-submissions
[2] https://www.pavementsconference.org/
[2] https://www.pavementsconference.org/program/call-submissions
[1] https://www.asce-ictd.org/

Top URLs in Tweet in G9:
[1] https://twitter.com/UPU_DG/status/1579463189255061504
[1] https://twitter.com/UPU_UN/status/1577974051431235586

Top URLs in Tweet in G10:
[1] https://twitter.com/mubeseng/status/1580853554352644096

Top Domains
Top Domains in Tweet in Entire Graph:
[16] ictworks.org
[12] twitter.com
[12] mau.se
[8] asce-ictd.org
[5] youtube.com
[5] thisisamos.com
[5] magicien.ne
[4] blogspot.com
[4] pavementsconference.org
[3] kaikai.dev

Top Domains in Tweet in G1:
[3] twitter.com
[2] tandfonline.com
[1] wiley.com
[1] wordpress.com

Top Domains in Tweet in G2:
[9] mau.se
[4] blogspot.com
[1] youtube.com

Top Domains in Tweet in G3:
[5] thisisamos.com
[2] ac.jp
[2] webmo.info
[2] ict4d.jp
[2] org.za
[2] youtube.com
[2] ngotenders.net
[1] unu.edu
[1] gov.bd
[1] writefull.com

Top Domains in Tweet in G4:
[16] ictworks.org
[1] ieee.org
[1] twitter.com

Top Domains in Tweet in G5:
[2] ictd.ac

Top Domains in Tweet in G6:
[2] twitter.com
[1] digitalfrontiersdai.com
[1] dai-global-digital.com

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

Top Domains in Tweet in G8:
[8] asce-ictd.org
[4] pavementsconference.org

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[106] ict4d
[13] globaldev
[12] ictd23
[12] pavements23
[8] digitaltransformation
[6] digitalwater
[5] opensource
[5] oss
[5] itais2022
[5] mcis2022



Top Hashtags in Tweet in G1:
[21] ict4d
[6] digitalwater
[5] bigyes
[5] ict4dforever
[5] itais2022
[5] mcis2022
[3] mhealth
[3] digitalhealth
[2] digitalplatforms
[2] care

Top Hashtags in Tweet in G2:
[11] globaldev
[5] ict4d
[5] bigdata
[3] accountability
[2] whattheaid
[2] c4d
[2] development
[2] publichealth
[2] ethics
[1] ict4development

Top Hashtags in Tweet in G3:
[17] ict4d
[5] pakdatasci
[5] datascience
[5] metaanalysis
[5] systematicreview
[5] phdchat
[5] academicchatter
[5] digitaltransformation
[4] datavisualization
[3] machinelearning

Top Hashtags in Tweet in G4:
[19] ict4d
[5] technology
[4] opensource
[4] oss
[2] digitalrights
[1] climatechange
[1] tech
[1] digital
[1] ict
[1] ipfs

Top Hashtags in Tweet in G5:
[2] recruiting
[2] communications
[1] commsjob
[1] job
[1] tax4dev

Top Hashtags in Tweet in G6:
[6] ict4d
[3] digital
[2] fddf2022
[2] digitaldevelopment
[1] socap22
[1] techforsovereignty
[1] digitalequity
[1] subsaharanafrica
[1] uzbekistan
[1] blockchain

Top Hashtags in Tweet in G7:
[1] impact
[1] machinelearning
[1] ict4d
[1] ngos

Top Hashtags in Tweet in G8:
[12] ictd23
[12] pavements23

Top Hashtags in Tweet in G9:
[4] ict4d
[2] sdg16
[2] noneleftbehind
[2] digitaltransformation

Top Hashtags in Tweet in G10:
[3] ict4d

Top Words
Top Words in Tweet in Entire Graph:
[106] #ict4d
[38] digital
[32] research
[23] 2022
[21] development
[20] apply
[19] ict_works
[19] deadline
[18] impact
[18] ict4d

Top Words in Tweet in G1:
[21] #ict4d
[17] research
[11] countries
[8] silviahedley
[8] infotechdev
[6] agenda
[6] state
[6] governance
[6] future
[6] developing

Top Words in Tweet in G2:
[11] #globaldev
[10] feat
[10] links
[9] aidnography
[8] group8_ict4d
[5] victoireumuhoza
[5] huiyuanliu
[5] zekuzelalem
[5] #bigdata
[5] carla_rosch

Top Words in Tweet in G3:
[17] #ict4d
[16] ãƒ
[9] ict4d
[8] æ
[8] digital
[7] development
[6] ç
[6] ictd
[6] 2022
[5] #systematicreview

Top Words in Tweet in G4:
[19] #ict4d
[19] ict_works
[9] forum
[7] fortuny
[6] digital
[6] 2022
[6] frontiers
[6] development
[5] wayan_vota
[5] #technology

Top Words in Tweet in G5:
[10] ictdtax
[7] urauganda
[6] research
[6] last
[5] findings
[4] œresearch
[4] hardly
[4] ought
[4] bid
[4] brings

Top Words in Tweet in G6:
[6] #ict4d
[3] usaid
[3] #digital
[3] daiglobal
[3] digital
[2] assessment
[2] dial_community
[2] intellectual
[2] tickets
[2] between

Top Words in Tweet in G7:
[16] apply
[8] local
[8] using
[8] intelligence
[8] omdena
[8] lead
[8] artificial
[8] make
[8] impact
[8] region

Top Words in Tweet in G8:
[12] #pavements23
[12] #ictd23
[10] deadline
[8] asce_tdi
[8] submit
[6] abstracts
[5] next
[5] forget
[5] thursday
[4] abstract

Top Words in Tweet in G9:
[4] digital
[4] #ict4d
[2] breakdown
[2] divide
[2] communities
[2] development
[2] connect
[2] enhance
[2] #noneleftbehind
[2] #sdg16

Top Words in Tweet in G10:
[4] dorotheakleine
[3] partners
[3] africultures_eu
[3] see
[3] great
[3] platform
[3] igsd_shef
[3] #ict4d
[3] use
[3] team

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[12] ãƒ,ãƒ
[12] #ictd23,#pavements23
[10] #globaldev,links
[8] using,artificial
[8] region,make
[8] chapter,region
[8] make,impact
[8] apply,lead
[8] omdena,local
[8] local,chapter

Top Word Pairs in Tweet in G1:
[6] countries,state
[6] state,art
[6] mapping,research
[6] research,agenda
[6] art,future
[6] developing,countries
[6] future,research
[6] research,#digitalwater
[6] #digitalwater,developing
[5] cddmanchester,mapping

Top Word Pairs in Tweet in G2:
[10] #globaldev,links
[7] aidnography,#globaldev
[5] feat,victoireumuhoza
[5] victoireumuhoza,huiyuanliu
[5] 457,feat
[5] 456,feat
[5] tmurithi12,pabloyanguas
[5] huiyuanliu,carla_rosch
[5] carla_rosch,zekuzelalem
[5] zekuzelalem,tmurithi12

Top Word Pairs in Tweet in G3:
[12] ãƒ,ãƒ
[5] #pakdatasci,#datascience
[5] #metaanalysis,#systematicreview
[5] #systematicreview,#phdchat
[5] #phdchat,#academicchatter
[4] #digitaltransformation,#ict4d
[4] #datavisualization,#metaanalysis
[4] development,practitioners
[3] #datascience,#machinelearning
[3] #machinelearning,#datavisualization

Top Word Pairs in Tweet in G4:
[6] forum,2022
[6] development,forum
[6] digital,development
[6] frontiers,digital
[4] looks,interaction
[4] research,engnroom
[4] between,#technology
[4] latest,ict_works
[4] software,#ict4d
[4] ict_works,summarises

Top Word Pairs in Tweet in G5:
[5] research,findings
[4] urauganda,last
[4] first,engagement
[4] last,wait
[4] ought,used
[4] ictdtax,giulia_mascagni
[4] œresearch,brings
[4] light,knowledge
[4] knowledge,ought
[4] findings,come

Top Word Pairs in Tweet in G6:
[2] #ict4d,#digitaldevelopment
[2] google,premisedata
[2] between,digital
[2] premisedata,daiglobal
[2] unfoundation,#ict4d
[2] better,understand
[2] assessment,presents
[2] daiglobal,dial_community
[2] presents,findings
[2] findings,better

Top Word Pairs in Tweet in G7:
[8] deadline,apply
[8] chapter,region
[8] impact,using
[8] apply,lead
[8] intelligence,deadline
[8] lead,omdena
[8] using,artificial
[8] make,impact
[8] omdena,local
[8] region,make

Top Word Pairs in Tweet in G8:
[12] #ictd23,#pavements23
[6] submit,abstracts
[5] deadline,next
[5] forget,submit
[5] abstracts,#ictd23
[5] next,thursday
[5] #pavements23,deadline
[4] thursday,httâ
[4] asce_tdi,forget
[3] share,community

Top Word Pairs in Tweet in G9:
[2] show,impact
[2] #noneleftbehind,#digitaltransformation
[2] let's,connect
[2] economic,development
[2] together,breakdown
[2] bring,#noneleftbehind
[2] breakdown,digital
[2] digital,transformation
[2] connect,communities
[2] #digitaltransformation,#ict4d

Top Word Pairs in Tweet in G10:
[3] leads,partners
[3] africultures_eu,platform
[3] great,see
[3] use,igsd_shef
[3] platform,use
[3] co,leads
[3] igsd_shef,team
[3] team,co
[3] partners,trainings
[3] see,africultures_eu

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ict_works
@aidnography
@silviahedley
@asce_tdi
@ictdtax
@urauganda
@group8_ict4d
@kaikaiorg
@fortuny
@omdenaai

Top Mentioned in G1:
@silviahedley
@cddmanchester
@infotechdev
@ifip_94
@itaisconnect
@ikwunneari
@adaptcentre
@linnetelwin
@empo11on
@kerenweitzberg

Top Mentioned in G2:
@aidnography
@group8_ict4d
@victoireumuhoza
@huiyuanliu
@carla_rosch
@zekuzelalem
@tmurithi12
@pabloyanguas
@fp2p
@keren

Top Mentioned in G3:
@meandahq
@amosdoornbos

Top Mentioned in G4:
@ict_works
@fortuny
@wayan_vota
@engnroom
@ahawatson
@globalwa
@e_likiliki
@georgejkcarter
@yanoak

Top Mentioned in G5:
@ictdtax
@urauganda
@giulia_mascagni
@ura_cg
@munkschool
@santoro_fab
@ibbossa
@rmutebi

Top Mentioned in G6:
@usaid
@daiglobal
@techchange
@chemonics
@google
@premisedata
@dial_community
@unfoundation
@mimi_stankovic
@socapmarkets

Top Mentioned in G7:
@omdenaai

Top Mentioned in G8:
@asce_tdi

Top Mentioned in G9:
@donohoepaul
@i
@itu
@unbbcom
@itubdtdirector
@wsisprocess

Top Mentioned in G10:
@dorotheakleine
@africultures_eu
@igsd_shef
@mubeseng
@andydeardentsa

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@godfrey_g_
@v2aggie2
@peteraf1
@kbcchannel1
@technojeder
@junub_bot
@google
@rohingya_update
@married2_coffee

Top Tweeters in G1:
@chidambara09
@giuliowolfe
@tcddublin
@emrys_s
@mitpress
@globaldevinst
@southsouth1
@nacikarkin
@adaptcentre
@silviahedley

Top Tweeters in G2:
@shada_islam
@fp2p
@channeldraw
@zekuzelalem
@tmurithi12
@aidnography
@victoireumuhoza
@7o777o7
@bibivanderzee
@blkagendareport

Top Tweeters in G3:
@kbcchannel1
@deflacienarg
@tulipsnewbooks
@flipsilog
@lcptuk
@meandahq
@malaskumar
@ngotendersjobs
@amosdoornbos
@thereal_abdul

Top Tweeters in G4:
@anandstweets
@fortuny
@wayan_vota
@kwekuoa
@thecapitalguide
@yanoak
@ict_works
@rospenche
@engnroom
@globalwa

Top Tweeters in G5:
@urauganda
@seatiniuganda
@munkschool
@herbertk4
@edward_mugangu
@ibbossa
@agwup
@ictdtax
@giulia_mascagni
@rmutebi

Top Tweeters in G6:
@google
@unfoundation
@usaid
@unesco
@techchange
@daiglobal
@chemonics
@socapmarkets
@dial_community
@nappdrr1

Top Tweeters in G7:
@godfrey_g_
@technojeder
@teckinect
@omdenaai
@mike2burkhardt
@aporizme5
@dzerichard
@synnemarion

Top Tweeters in G8:
@v2aggie2
@matteomatyu
@eventcentralme
@geoinstitute
@asce_tdi
@pavementtech
@pvayalamkuzhi

Top Tweeters in G9:
@itu
@ecdeatunctad
@wsisprocess
@itubdtdirector
@unbbcom
@donohoepaul
@i

Top Tweeters in G10:
@peteraf1
@dorotheakleine
@igsd_shef
@andydeardentsa
@mubeseng
@africultures_eu


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