ICTD OR ICT4D, Twitter, 8/29/2022 4:25:40 AM, 280905


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ICTD OR ICT4D_2022-08-28_20-30-00.xlsx
ICTD OR ICT4D_2022-08-28_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 29, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3wCqvS9
@this0499154500
@ictdtax
@daiglobal
@silviahedley
@phat_controller
@ncmart
@ifip_94
@infotechdev
@marcelheyne
@irelanddsa

Top hashtags:
#ict4d
#globaldev
#eval22
#datascience
#pakdatasci
#pythonkachilla2
#designthinking

Description:
Description
The graph represents a network of 271 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, 29 August 2022 at 03:30 UTC.

The requested start date was Monday, 29 August 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, 3-hour, 35-minute period from Monday, 15 August 2022 at 06:57 UTC to Sunday, 28 August 2022 at 10:33 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 : 271
Unique Edges : 250
Edges With Duplicates : 414
Total Edges : 664
Number of Edge Types : 5
Tweet : 81
Retweet : 169
MentionsInRetweet : 286
Mentions : 120
Replies to : 8
Self-Loops : 89
Reciprocated Vertex Pair Ratio : 0.100303951367781
Reciprocated Edge Ratio : 0.18232044198895
Connected Components : 63
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 99
Maximum Edges in a Connected Component : 342
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.535522
Graph Density : 0.0049473828071614
Modularity : 0.497483
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 271 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, 29 August 2022 at 03:30 UTC.

The requested start date was Monday, 29 August 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, 3-hour, 35-minute period from Monday, 15 August 2022 at 06:57 UTC to Sunday, 28 August 2022 at 10:33 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:
[6] https://www.ictd.ac/news/call-abstracts-research-colloquium-global-tax-governance-2/
[4] https://a4ai.org/news/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[4] https://www.ictworks.org/10-common-ict4d-myths/#.Yv3v-RVBy8Y
[3] https://www.dsaireland.org/
[3] https://www.ictworks.org/10-common-ict4d-myths/
[3] https://www.ictworks.org/masters-degree-machine-learning-for-africans/#.YvnuRywqVgA.twitter
[3] https://www.ictworks.org/shift-your-technology-career/
[2] https://twitter.com/wilfredchan/status/1562399181595357187
[2] https://www.ictworks.org/10-common-ict4d-myths/#.Yv35A2AlJlk.twitter
[2] https://scirev.org/

Top URLs in Tweet in G1:
[1] https://ict4d.jp/2018/04/01/ict4d%e5%88%86%e9%87%8e%e3%81%ae%e3%82%ad%e3%83%a3%e3%83%aa%e3%82%a2%e3%81%ab%e3%81%a4%e3%81%84%e3%81%a6/
[1] http://comdevasia.org/rural-communication/ict4d/utilization-of-icts-in-agricultural-marketing-information-delivery-in-charland-of-bangladesh/
[1] https://www.ictd.ac/blog/tax-mobile-money-impact-digital-financial-services-africa/
[1] https://www.google.com/imgres?imgurl=http://www.gg.rhul.ac.uk/ict4d/water/hygene_clip_image001.jpg&imgrefurl=https://innovative-results.com/millions-in-u-s-drink-dirty-water/&tbnid=_dwMZ-5iaEN2mM&vet=1&docid=R-IF4TzpoUXerM&w=400&h=300&source=sh/x/im
[1] https://ict4dblog.wordpress.com/2021/04/20/digital-platforms-as-development-infrastructure/
[1] https://dai-global-digital.com/artificial-intelligence-in-healthcare-for-development-4-dot-0-recommendations-for-policymakers.html
[1] https://dai-global-digital.com/connecting-innovators-with-funders.html
[1] https://soldevelofoundation.org/ngo-and-technology-10-common-ict4d-myths/
[1] https://ngotenders.net/job/consultancy-ict-specialist-emergency-preparedness-and-emerging-technologies-ictd-digital-core-valencia-spain-remote-based/?feed_id=215008&_unique_id=62fe91abb2f0b
[1] https://ngotenders.net/job/solution-functional-consultant-ictd-digital-core-valencia-spain-remote-based/?feed_id=214590&_unique_id=62fd7a09963e5

Top URLs in Tweet in G2:
[6] https://www.ictd.ac/news/call-abstracts-research-colloquium-global-tax-governance-2/
[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://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
[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://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280078
[1] https://www.ictd.ac/news/dr-mutjaba-piracha-shortlisted-bloomsbury-pakistan-book-prize/

Top URLs in Tweet in G3:
[3] https://www.dsaireland.org/
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2062291?cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2110556?cookieSet=1
[1] https://www.tandfonline.com/doi/abs/10.1080/02681102.2022.2076640?journalCode=titd20&cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2076640?cookieSet=1
[1] https://twitter.com/CarolineKhene/status/1560208864817061889

Top URLs in Tweet in G4:
[4] https://a4ai.org/news/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[4] https://www.ictworks.org/10-common-ict4d-myths/#.Yv3v-RVBy8Y
[3] https://www.ictworks.org/masters-degree-machine-learning-for-africans/#.YvnuRywqVgA.twitter
[3] https://www.ictworks.org/shift-your-technology-career/
[3] https://www.ictworks.org/10-common-ict4d-myths/
[2] https://www.ictworks.org/10-common-ict4d-myths/#.Yv3lUxZXZ_I.twitter
[2] https://www.ictworks.org/computer-science-phd-students/#.YwMuNy1LQq4.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/10-common-ict4d-myths/#.Yv35A2AlJlk.twitter

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

Top URLs in Tweet in G6:
[1] https://dai-global-digital.com/emerging-elearning-series-accessible-training-at-scale-to-increase-local-governance-capacity-in-libya.html
[1] https://dai-global-digital.com/shaping-history-series-innovative-leaders-driving-digital-transformation-interview-with-neema-iyer.html?utm_content=buffere8418&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://dai-global-digital.com/artificial-intelligence-in-healthcare-for-development-4-dot-0-recommendations-for-policymakers.html?utm_content=bufferaab75&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[2] https://aidnography.blogspot.com/2022/08/development-ict4d-digital-communication-academia-link-review-450.html

Top URLs in Tweet in G8:
[1] https://www.propagandamachine.tech/ca-map

Top URLs in Tweet in G9:
[2] https://www.it4life.org/lead-ict4d-specialist-h-f/
[2] https://ict4dmalaria.pathable.co/agenda#/?limit=20&sortByFields[0]=startsAt&sortByOrders[0]=1&uid=9Hcr5jrP2pokJqCy9
[1] https://www.mmv.org/about-global-health-priority-box

Top URLs in Tweet in G10:
[1] https://twitter.com/veroviews/status/1559381310539440128

Top Domains
Top Domains in Tweet in Entire Graph:
[28] ictworks.org
[13] ictd.ac
[10] twitter.com
[5] a4ai.org
[5] dai-global-digital.com
[4] tandfonline.com
[4] linkedin.com
[3] ict4d.jp
[3] dsaireland.org
[3] wordpress.com

Top Domains in Tweet in G1:
[5] twitter.com
[3] ict4d.jp
[2] dai-global-digital.com
[2] ngotenders.net
[2] webmo.info
[1] comdevasia.org
[1] ictd.ac
[1] google.com
[1] wordpress.com
[1] soldevelofoundation.org

Top Domains in Tweet in G2:
[12] ictd.ac
[1] mailchi.mp
[1] iipf.org
[1] nodexlgraphgallery.org

Top Domains in Tweet in G3:
[4] tandfonline.com
[3] dsaireland.org
[1] twitter.com

Top Domains in Tweet in G4:
[28] ictworks.org
[5] a4ai.org
[1] wordpress.com
[1] cipesa.org
[1] linkedin.com
[1] restofworld.org
[1] qz.com

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

Top Domains in Tweet in G6:
[3] dai-global-digital.com

Top Domains in Tweet in G7:
[2] blogspot.com

Top Domains in Tweet in G8:
[1] propagandamachine.tech

Top Domains in Tweet in G9:
[2] it4life.org
[2] pathable.co
[1] mmv.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[107] ict4d
[14] globaldev
[8] eval22
[8] datascience
[8] pakdatasci
[8] pythonkachilla2
[8] designthinking
[7] tax
[7] machinelearning
[7] pythonkachilla



Top Hashtags in Tweet in G1:
[15] ict4d
[3] ict4djapan
[3] evaluation
[2] digitaldai
[2] monitoring
[2] free
[2] webmo
[2] smartphone
[2] networks
[2] new

Top Hashtags in Tweet in G2:
[7] tax
[6] research
[5] digital
[5] taxpayers
[5] lowincome
[4] taxtwitter
[2] elevy
[2] electronictransactions
[2] digitalfinancialservices
[2] mobilemoney

Top Hashtags in Tweet in G3:
[13] ict4d
[6] ecis2023
[1] openaccess
[1] data4dev
[1] digitaldevelopment
[1] sdgs
[1] leavenoonebehind

Top Hashtags in Tweet in G4:
[28] ict4d
[2] ictworks
[2] digitaldev
[1] gender
[1] inclusion
[1] ictpolicy
[1] internationaldevelopment

Top Hashtags in Tweet in G5:
[10] ict4d
[8] globaldev
[4] globalhealth
[4] socent
[2] tech
[2] innovation
[2] socinn
[1] careercoaching
[1] techforgoodjobs
[1] socialimpact

Top Hashtags in Tweet in G6:
[3] digitaldai
[3] ict4d
[2] digitalacceleration
[1] elearning
[1] globaldev
[1] libya
[1] ai

Top Hashtags in Tweet in G7:
[5] globaldev

Top Hashtags in Tweet in G8:
[3] digitalrights
[3] ict4d
[1] disinfo

Top Hashtags in Tweet in G9:
[7] ict4d
[6] malaria
[6] worldmosquitoday
[2] digitalhealth
[1] worldhumanitarianday
[1] digital
[1] globalhealth

Top Hashtags in Tweet in G10:
[6] eval22
[1] evaluation
[1] eval
[1] digitaldata
[1] ict4d
[1] bigdata
[1] dataanalytics

Top Words
Top Words in Tweet in Entire Graph:
[107] #ict4d
[57] digital
[48] development
[32] amazing
[24] more
[24] ict4d
[23] one
[22] africa
[22] ncmart
[21] social

Top Words in Tweet in G1:
[15] #ict4d
[10] ictd
[6] development
[6] project
[5] digital
[4] ict
[4] ict4d
[3] #ict4djapan
[3] bangladesh
[3] use

Top Words in Tweet in G2:
[21] ictdtax
[14] abstracts
[13] submit
[12] global
[12] colloquium
[11] call
[10] season
[10] abstract
[10] research
[10] tax

Top Words in Tweet in G3:
[18] infotechdev
[15] development
[14] digital
[13] #ict4d
[12] inequalities
[9] sustainable
[9] track
[9] deadline
[9] 2022
[7] f_rothe_vub

Top Words in Tweet in G4:
[28] #ict4d
[18] ict_works
[15] common
[15] myths
[15] still
[15] relevant
[13] 10
[13] 12
[13] years
[13] later

Top Words in Tweet in G5:
[21] 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:
[14] development
[13] meet
[13] neema
[13] iyer
[13] artist
[13] technologist
[13] influencing
[13] digital
[13] sector
[13] innovative

Top Words in Tweet in G7:
[10] back
[5] scandi
[5] summer
[5] break
[5] #globaldev
[5] links
[5] 450
[5] feat
[4] taratw
[4] brandaid_world

Top Words in Tweet in G8:
[11] phat_controller
[11] amazing
[11] interactice
[11] map
[11] underlying
[11] database
[11] emmalbriant
[11] countries
[11] cambridge
[11] analytica

Top Words in Tweet in G9:
[7] #ict4d
[6] #malaria
[6] #worldmosquitoday
[5] saturday
[5] great
[5] reminder
[5] watch
[5] recordings
[4] dimagi
[3] it4life

Top Words in Tweet in G10:
[6] happening
[6] today
[6] come
[6] join
[6] free
[6] aeaweb
[6] #eval22
[6] town
[6] hall
[6] webinar

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[28] digital,development
[17] social,impact
[16] meet,neema
[16] neema,iyer
[16] iyer,artist
[16] artist,technologist
[16] technologist,influencing
[16] influencing,digital
[16] development,sector
[16] sector,innovative

Top Word Pairs in Tweet in G1:
[3] #ict4djapan,#ict4d
[2] family,farmers
[2] consultancy,ict
[2] ict,specialist
[2] specialist,emergency
[2] emergency,preparedness
[2] preparedness,emerging
[2] emerging,technologies
[2] technologies,ictd
[2] ictd,digital

Top Word Pairs in Tweet in G2:
[11] call,abstracts
[10] submit,abstract
[10] global,tax
[8] research,colloquium
[8] colloquium,global
[8] tax,governance
[6] one,week
[6] week,left
[6] left,submit
[6] abstract,fourth

Top Word Pairs in Tweet in G3:
[12] digital,development
[11] infotechdev,digital
[9] development,inequalities
[9] inequalities,sustainable
[9] #ict4d,track
[7] very,happy
[7] happy,see
[7] see,latest
[7] latest,article
[7] article,published

Top Word Pairs in Tweet in G4:
[15] myths,still
[15] still,relevant
[13] 10,common
[13] relevant,12
[13] 12,years
[13] years,later
[9] #ict4d,wayan_vota
[9] wayan_vota,ict_works
[7] common,ict4d
[7] ict4d,myths

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:
[13] meet,neema
[13] neema,iyer
[13] iyer,artist
[13] artist,technologist
[13] technologist,influencing
[13] influencing,digital
[13] digital,development
[13] development,sector
[13] sector,innovative
[13] innovative,lens

Top Word Pairs in Tweet in G7:
[5] back,scandi
[5] scandi,summer
[5] summer,break
[5] break,#globaldev
[5] #globaldev,links
[5] links,450
[5] 450,back
[5] back,feat
[4] feat,taratw
[4] taratw,brandaid_world

Top Word Pairs in Tweet in G8:
[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 G9:
[5] saturday,#worldmosquitoday
[5] #worldmosquitoday,great
[5] great,reminder
[5] reminder,watch
[5] watch,recordings
[5] recordings,#ict4d
[5] #ict4d,#malaria
[3] available,english
[3] #malaria,elimination
[2] it4life,recrute

Top Word Pairs in Tweet in G10:
[6] happening,today
[6] today,come
[6] come,join
[6] join,free
[6] free,aeaweb
[6] aeaweb,#eval22
[6] #eval22,town
[6] town,hall
[6] hall,webinar
[6] webinar,one

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

Top Mentioned in G2:
@ictdtax
@globtaxgov
@heitmuellerf
@ids_uk
@martinhearson
@razan_amine1
@giulia_mascagni
@santoro_fab
@josea_ocampo
@rrainfo

Top Mentioned in G3:
@infotechdev
@f_rothe_vub
@ifip_94
@petterniels
@irelanddsa
@sajdaq
@petternielsen
@carolinekhene
@pksenyo
@stank297

Top Mentioned in G4:
@ict_works
@wayan_vota
@fortuny
@a4a_internet
@heatherleson
@cipesaug
@kbaptista
@njathibernard
@hapeeg
@limbicfish

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

Top Mentioned in G6:
@daiglobal
@usaid_digital
@usaidmiddleeast
@anne_hand
@pollicyorg
@mimi_stankovic

Top Mentioned in G7:
@taratw
@brandaid_world
@juliahkaufman
@aidnography
@humanicontraria
@o_lough
@jenniferbakody
@petevowles
@rebeccalroot

Top Mentioned in G8:
@phat_controller
@emmalbriant
@marcowenjones
@mauricestucke

Top Mentioned in G9:
@dimagi
@medsformalaria
@dhis_2
@akros_global
@blsqhub
@tdrnews
@ict4dconference
@it4life
@invectorcontrol

Top Mentioned in G10:
@aeaweb
@tgarchibald
@abmakulec
@evalprof
@meowtree

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@afropages
@stugs
@thepixeldevs
@illathhassan
@tristramwyatt
@v2aggie2
@edgeofeurope
@marc1705
@indiedevdog

Top Tweeters in G1:
@afropages
@stugs
@tendersngo
@billydann1
@uplantatree
@jumaali39402963
@densaer
@ever_feng
@ivoiremessages
@hithiboa

Top Tweeters in G2:
@eventcentralme
@ids_uk
@911_accountant
@this0499154500
@martinhearson
@rrainfo
@irmamosquerav
@ictdtax
@fariyamohiuddin
@isar2000

Top Tweeters in G3:
@ilpappas
@nacikarkin
@silviahedley
@dorotheakleine
@syed_alig
@irelanddsa
@oosterwyk
@ifip_94
@swenmono
@infotechdev

Top Tweeters in G4:
@fortuny
@heatherleson
@hapeeg
@wayan_vota
@ict_works
@cipesaug
@soniaa4ai
@tmarente
@kjoanhope
@a4a_internet

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

Top Tweeters in G6:
@marc1705
@owomunshozi
@briddggeett_
@affendi_xiii
@daiglobal
@kyama_chama
@innocentgrant
@usaidmiddleeast
@usaid_digital
@ambabani

Top Tweeters in G7:
@malakagharib
@aidnography
@taratw
@willrworley
@brandaid_world
@o_lough
@chill6575
@petevowles
@humanicontraria
@juliahkaufman

Top Tweeters in G8:
@tristramwyatt
@ciluna27
@codeforpdx
@arthursmid
@emmalbriant
@marcowenjones
@hassanidayat
@sg3neris
@phat_controller
@infobancaetica

Top Tweeters in G9:
@chidambara09
@idcobot
@crs_expertise
@medsformalaria
@dimagi
@ict4dconference
@sonja_ict4d
@invectorcontrol
@tdrnews
@dhis_2

Top Tweeters in G10:
@meowtree
@abmakulec
@aeaweb
@censeltd
@tgarchibald
@gabyrflores
@evaluationdiva
@evalprof
@veroviews


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