ICTD OR ICT4D, Twitter, 8/15/2022 4:12:18 AM, 280078


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ICTD OR ICT4D_2022-08-14_20-30-00.xlsx
ICTD OR ICT4D_2022-08-14_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 15, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3SLno45
@ictdtax
@marcelheyne
@ids_uk
@ncmart
@phat_controller
@usaid_digital
@silviahedley
@ril_uganda
@daiglobal
@mujtaba_piracha

Top hashtags:
#ict4d
#digitalgendergap
#genderequality
#research
#digitaltransformation

Description:
Description
The graph represents a network of 208 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, 15 August 2022 at 03:30 UTC.

The requested start date was Monday, 15 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 12-day, 7-hour, 12-minute period from Monday, 01 August 2022 at 03:48 UTC to Saturday, 13 August 2022 at 11:00 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 : 208
Unique Edges : 148
Edges With Duplicates : 362
Total Edges : 510
Number of Edge Types : 5
MentionsInRetweet : 212
Mentions : 75
Retweet : 140
Tweet : 78
Replies to : 5
Self-Loops : 86
Reciprocated Vertex Pair Ratio : 0.0717488789237668
Reciprocated Edge Ratio : 0.133891213389121
Connected Components : 51
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 32
Maximum Edges in a Connected Component : 95
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.051408
Graph Density : 0.00555091044221479
Modularity : 0.456365
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 208 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, 15 August 2022 at 03:30 UTC.

The requested start date was Monday, 15 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 12-day, 7-hour, 12-minute period from Monday, 01 August 2022 at 03:48 UTC to Saturday, 13 August 2022 at 11:00 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:
[12] https://www.ictd.ac/news/call-abstracts-research-colloquium-global-tax-governance-2/
[3] https://www.ictd.ac/news/dr-mutjaba-piracha-shortlisted-bloomsbury-pakistan-book-prize/
[3] http://www.uridu.org
[3] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2103951?cookieSet=1
[2] https://dai-global-digital.com/digital-literacy-series-closing-the-gap-for-semi-literate-and-illiterate-populations.html
[2] https://www.governmentjobbangladesh.com/2022/07/ictd-job-circular-2022.html?m=1
[2] https://www.ictworks.org/funding-african-technology-startup/#.YvFYRYbgXlw.twitter
[2] https://ict4d.jp/2022/08/07/ict4d-academic-research/
[2] https://ict4d.jp/2022/08/02/stduy-manchester-2022/
[2] https://albd.org/bn/articles/news/39494/?fbclid=IwAR3z0LHQn3JQtT213akPkcDTipf0vkqPjAzMXWgaxDYnyh48LJQGfWu6e8Q

Top URLs in Tweet in G1:
[1] https://techchange.breezy.hr/p/b8d9e3723359
[1] https://members.linkedin.com/creators
[1] https://dai-global-digital.com/digital-literacy-series-closing-the-gap-for-semi-literate-and-illiterate-populations.html

Top URLs in Tweet in G2:
[3] http://www.uridu.org
[1] http://www.oseq.org
[1] https://www.uridu.org/what_is_narrowcasting

Top URLs in Tweet in G3:
[12] https://www.ictd.ac/news/call-abstracts-research-colloquium-global-tax-governance-2/
[2] https://www.ictd.ac/news/dr-mutjaba-piracha-shortlisted-bloomsbury-pakistan-book-prize/
[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://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/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/publication-filter/?_sf_s=Rwanda&_sf_ppp=50
[1] https://www.ictd.ac/about-us/our-approach/
[1] https://twitter.com/ICTDTax/status/1554469142429945865

Top URLs in Tweet in G4:
[2] https://today.caricom.org/2018/08/30/whats-the-single-ict-space/
[2] https://www.governmentjobbangladesh.com/2022/07/ictd-job-circular-2022.html?m=1
[1] https://webmo.info/?utm_content=buffer20eba&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/cddmanchester/status/1554793200249757696
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2103951?cookieSet=1
[1] https://ictd.portal.gov.bd/sites/default/files/files/ictd.portal.gov.bd/page/6c9773a2_7556_4395_bbec_f132b9d819f0/Data%20Protection%20Bill%20en%20V13%20Unofficial%20Working%20Draft%2016.07.22.pdf
[1] https://ictd.gov.bd/
[1] https://www.mirbhai.com/ict-division-job-circular-2022/
[1] https://thisisamos.com/2022/08/09/data-surprises/
[1] https://thisisamos.com/2022/08/04/what-is-missing-tells-an-important-story/

Top URLs in Tweet in G5:
[2] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2103951?cookieSet=1
[2] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2097622?cookieSet=1
[1] https://twitter.com/josuewatat/status/1556536443333378048
[1] https://twitter.com/empo11on/status/1556911731804356609
[1] https://twitter.com/InfoTechDev/status/1554865843678416901
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2092438?cookieSet=1

Top URLs in Tweet in G6:
[1] https://www.shareweb.ch/site/DDLGN/topics/DigitalisationAndGovernance/SitePages/Home.aspx
[1] https://opendocs.ids.ac.uk/opendocs/handle/20.500.12413/17558
[1] https://twitter.com/NicolaKelly/status/1555420282986369024
[1] https://www.ictd.ac/news/dr-mutjaba-piracha-shortlisted-bloomsbury-pakistan-book-prize/

Top URLs in Tweet in G9:
[2] https://howtobuildpeace.org/attend-the-conference/register/
[1] https://howtobuildpeace.org/attend-the-conference/conference-program/

Top URLs in Tweet in G10:
[2] https://a4ai.org/news/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/

Top Domains
Top Domains in Tweet in Entire Graph:
[20] ictd.ac
[12] twitter.com
[6] ngotenders.net
[6] tandfonline.com
[5] ictworks.org
[4] untalent.org
[4] uridu.org
[4] ict4d.jp
[3] dai-global-digital.com
[3] webmo.info

Top Domains in Tweet in G1:
[1] breezy.hr
[1] linkedin.com
[1] dai-global-digital.com

Top Domains in Tweet in G2:
[4] uridu.org
[1] oseq.org

Top Domains in Tweet in G3:
[19] ictd.ac
[1] twitter.com

Top Domains in Tweet in G4:
[6] ngotenders.net
[3] webmo.info
[2] caricom.org
[2] twitter.com
[2] gov.bd
[2] thisisamos.com
[2] youtube.com
[2] governmentjobbangladesh.com
[1] tandfonline.com
[1] mirbhai.com

Top Domains in Tweet in G5:
[5] tandfonline.com
[3] twitter.com

Top Domains in Tweet in G6:
[1] shareweb.ch
[1] ac.uk
[1] twitter.com
[1] ictd.ac

Top Domains in Tweet in G9:
[3] howtobuildpeace.org

Top Domains in Tweet in G10:
[2] a4ai.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[82] ict4d
[13] digitalgendergap
[12] genderequality
[6] research
[5] digitaltransformation
[5] designthinking
[5] victorpapanek
[4] amcis2022
[4] monitoring
[4] govtjobbd



Top Hashtags in Tweet in G1:
[7] ict4d
[3] tech
[3] innovation
[3] socent
[2] socialimpact
[2] socinn
[2] globaldev
[2] globalhealth
[1] techforgood
[1] jobseeking

Top Hashtags in Tweet in G2:
[13] digitalgendergap
[12] genderequality
[10] ict4d
[4] digitaldivide
[4] sbcc
[3] sdg5
[3] digitalequality
[2] opensource
[1] sbccsummit
[1] lnob

Top Hashtags in Tweet in G3:
[5] research
[2] mobilemoney
[2] digitalfinancialservices
[1] book
[1] pakistan
[1] governance
[1] taxtwitter
[1] mobilemoneytax
[1] elevy
[1] electronictransactions

Top Hashtags in Tweet in G4:
[15] ict4d
[4] monitoring
[4] govtjobbd
[4] gojobbd
[3] webmo
[3] developmentcooperation
[3] digitaltransformation
[3] ictdjobcircular2022
[3] ictd
[2] webbased

Top Hashtags in Tweet in G5:
[8] ict4d
[4] digitalplatforms
[2] digitalidentity
[2] openaccess
[1] amcis2022
[1] digitaldevelopment

Top Hashtags in Tweet in G6:
[3] digitalrights
[3] ict4d
[2] biometric
[2] surveillance
[1] digitalgovernance
[1] globaldev
[1] fashitech

Top Hashtags in Tweet in G9:
[3] digitalpeacebuilding
[3] peacetech
[3] peacebuilding
[3] ict4d
[3] chemnitz
[2] buildpeace2022

Top Words
Top Words in Tweet in Entire Graph:
[82] #ict4d
[57] digital
[37] marcelheyne
[35] research
[27] 30
[23] more
[22] ict4d
[22] looking
[21] silviahedley
[21] governance

Top Words in Tweet in G1:
[20] ncmart
[10] techchange
[9] friends
[9] looking
[9] hire
[9] director
[9] partnerships
[9] biz
[9] dev
[9] role

Top Words in Tweet in G2:
[37] marcelheyne
[26] 30
[16] let's
[14] digital
[13] #digitalgendergap
[13] barely
[13] improved
[13] 2011
[13] dropping
[13] half

Top Words in Tweet in G3:
[17] ictdtax
[14] call
[14] abstracts
[14] colloquium
[14] globtaxgov
[14] global
[14] tax
[13] research
[12] governance
[11] martinhearson

Top Words in Tweet in G4:
[15] #ict4d
[15] য
[14] গ
[9] ত
[7] more
[7] ictd
[6] ব
[5] ict
[5] 2022
[5] প

Top Words in Tweet in G5:
[21] silviahedley
[20] research
[17] carolinekhene
[17] infotechdev
[15] action
[14] practice
[14] decolonizing
[8] #ict4d
[8] argue
[8] emancipation

Top Words in Tweet in G6:
[17] digital
[9] governance
[8] phat_controller
[7] issues
[6] goverance
[6] key
[6] report
[6] summarises
[6] stages
[6] digitalisation

Top Words in Tweet in G7:
[8] uganda
[8] company
[7] looking
[7] based
[7] ict4d
[7] support
[7] advisory
[7] services
[7] several
[7] projects

Top Words in Tweet in G8:
[2] really

Top Words in Tweet in G9:
[5] see
[5] build
[5] peace
[5] 2022
[4] howtobuildpeace
[4] more
[4] conference
[4] register
[3] learn
[3] #digitalpeacebuilding

Top Words in Tweet in G10:
[8] universal
[8] internet
[8] access
[6] work
[6] towards
[6] goal
[6] focusing
[6] cost
[6] connectivity
[6] commonly

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[14] research,action
[14] action,practice
[14] practice,decolonizing
[14] call,abstracts
[13] #digitalgendergap,barely
[13] barely,improved
[13] improved,2011
[13] 2011,dropping
[13] dropping,half
[13] half,percentage

Top Word Pairs in Tweet in G1:
[9] friends,techchange
[9] techchange,looking
[9] looking,hire
[9] hire,director
[9] director,partnerships
[9] partnerships,biz
[9] biz,dev
[9] dev,role
[9] role,remote
[9] remote,position

Top Word Pairs in Tweet in G2:
[13] #digitalgendergap,barely
[13] barely,improved
[13] improved,2011
[13] 2011,dropping
[13] dropping,half
[13] half,percentage
[13] percentage,point
[13] point,30
[13] 30,30
[13] 30,globally

Top Word Pairs in Tweet in G3:
[14] call,abstracts
[13] global,tax
[12] abstracts,research
[12] research,colloquium
[12] colloquium,global
[12] tax,governance
[12] governance,ictdtax
[12] ictdtax,globtaxgov
[11] martinhearson,call
[3] 2016,collaborated

Top Word Pairs in Tweet in G4:
[11] য,গ
[4] তথ,য
[4] গ,য
[4] প,রয
[4] রয,ক
[4] ক,ত
[4] job,circular
[4] circular,2022
[4] #govtjobbd,#gojobbd
[3] learn,more

Top Word Pairs in Tweet in G5:
[14] research,action
[14] action,practice
[14] practice,decolonizing
[8] carolinekhene,argue
[8] argue,emancipation
[8] value,determined
[7] œfrom,research
[7] decolonizing,ict4dâ
[7] ict4dâ,carolinekhene
[7] infotechdev,infotechdev

Top Word Pairs in Tweet in G6:
[6] digital,goverance
[6] goverance,key
[6] key,issues
[6] issues,report
[6] report,summarises
[6] summarises,stages
[6] stages,digitalisation
[6] digitalisation,governance
[6] governance,digital
[6] digital,government

Top Word Pairs in Tweet in G7:
[7] looking,uganda
[7] uganda,based
[7] based,ict4d
[7] ict4d,company
[7] company,support
[7] support,advisory
[7] advisory,services
[7] services,several
[7] several,projects
[6] ril_uganda,looking

Top Word Pairs in Tweet in G9:
[5] build,peace
[5] peace,2022
[4] more,conference
[4] conference,register
[3] see,build
[3] 2022,learn
[3] learn,more
[3] #digitalpeacebuilding,#peacetech
[3] #peacetech,#peacebuilding
[3] #peacebuilding,#ict4d

Top Word Pairs in Tweet in G10:
[8] universal,internet
[8] internet,access
[6] work,towards
[6] towards,goal
[6] goal,universal
[6] access,focusing
[6] focusing,cost
[6] cost,connectivity
[6] connectivity,commonly
[4] a4a_internet,work

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@marcelheyne
@silviahedley
@ncmart
@ictdtax
@carolinekhene
@globtaxgov
@martinhearson
@techchange
@infotechdev
@phat_controller

Top Mentioned in G1:
@ncmart
@techchange
@usaid_digital
@digitalsqr
@lastmilehealth
@zipl
@linkedin
@zipline
@medic
@the_gdhn

Top Mentioned in G2:
@marcelheyne
@audiopediaorg
@giz_gmbh
@eu_commission
@unlock_acc
@eu_c

Top Mentioned in G3:
@ictdtax
@globtaxgov
@martinhearson
@rrainfo
@mujtaba_piracha
@ids_uk
@bloomsburypak
@bloomsburyacad

Top Mentioned in G5:
@silviahedley
@carolinekhene
@infotechdev
@josuewatat

Top Mentioned in G6:
@phat_controller
@ids_uk
@swissdevcoop
@becky_faith
@khernandez225
@pedropm_ids
@ictdtax
@cddmanchester

Top Mentioned in G7:
@ril_uganda
@refactory_ug
@startupuganda_
@amarinfinancial
@phbdevelopment

Top Mentioned in G8:
@icahdq
@kreissdaniel
@rachelkuo
@merbroussard
@chanders

Top Mentioned in G9:
@howtobuildpeace

Top Mentioned in G10:
@a4a_internet

Top Tweeters
Top Tweeters in Entire Graph:
@vrretweeter
@caring_mobile
@nzstuff
@designthinkbot
@v2aggie2
@pcdnetwork
@tendersngo
@socentlive
@moshoodq_
@martinjcowling

Top Tweeters in G1:
@vrretweeter
@pcdnetwork
@socentlive
@moshoodq_
@techchange
@daiglobal
@laurahoemeke
@eu_partnerships
@linkedin
@metavrsetweeter

Top Tweeters in G2:
@scibot6
@kizito_wisdom
@eu_commission
@mabeya254
@annytenga
@yennitp
@afiamama
@awln_rdc
@seifmari
@locham_david

Top Tweeters in G3:
@eventcentralme
@imvaho_nshya
@masayoshimu
@n_pushkareva
@phdskat
@martinhearson
@rrainfo
@lustarnde
@bloomsburyacad
@ukinrwanda

Top Tweeters in G4:
@tendersngo
@uplantatree
@raulza
@montezumachavez
@leoeneryss
@dychan
@caricomorg
@hiroto_tantanpu
@bibliogopak
@amosdoornbos

Top Tweeters in G5:
@iamgabbarson
@josuewatat
@benwagne_r
@nacikarkin
@saonray
@silviahedley
@deoshayo
@fransassetti
@bricekakito
@ifip_94

Top Tweeters in G6:
@ids_uk
@phat_controller
@pa_ibek
@becky_faith
@dorotheakleine
@developmentdata
@cddmanchester
@pedropm_ids
@swissdevcoop
@nckgts

Top Tweeters in G7:
@pollicyorg
@hatimsusan
@ambabani
@abyromercy
@refactory_ug
@startupuganda_
@ril_uganda
@phbdevelopment
@saul_kabali
@amarinfinancial

Top Tweeters in G8:
@kreissdaniel
@ojutel
@merbroussard
@chanders
@heiditworek
@icahdq
@rachelkuo

Top Tweeters in G9:
@craigzelizer
@howtobuildpeace
@rabeamahfooz
@ttricentre
@indreboalshaikh

Top Tweeters in G10:
@madanrao
@cs2nigeria
@soniaa4ai
@a4a_internet
@robertogzf


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