ICTD OR ICT4D, Twitter, 11/14/2022 11:32:09 PM, 284479


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ICTD OR ICT4D_2022-11-13_20-30-00.xlsx
ICTD OR ICT4D_2022-11-13_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 14, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3fZHZmJ
@techchange
@lilian_efobi
@wayan_vota
@ictdtax
@aidnography
@gdnint
@daiglobal
@arewamoyo
@katotoledo
@igsd_shef

Top hashtags:
#ict4d
#fddf2022
#frontiertech
#ai
#ict4dnorth22
#digitaldev
#sdgs
#nft
#dao
#metaverse

Description:
Description
The graph represents a network of 85 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, 14 November 2022 at 04:30 UTC.

The requested start date was Monday, 14 November 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 2-day, 19-hour, 40-minute period from Monday, 31 October 2022 at 13:20 UTC to Thursday, 03 November 2022 at 09:00 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 : 85
Unique Edges : 79
Edges With Duplicates : 160
Total Edges : 239
Number of Edge Types : 5
Tweet : 16
Retweet : 44
MentionsInRetweet : 69
Mentions : 106
Replies to : 4
Self-Loops : 16
Reciprocated Vertex Pair Ratio : 0.178217821782178
Reciprocated Edge Ratio : 0.302521008403361
Connected Components : 16
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 22
Maximum Edges in a Connected Component : 107
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.082397
Graph Density : 0.0166666666666667
Modularity : 0.405945
NodeXL Version : 1.0.1.507
Data Import : The graph represents a network of 85 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, 14 November 2022 at 04:30 UTC.

The requested start date was Monday, 14 November 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 2-day, 19-hour, 40-minute period from Monday, 31 October 2022 at 13:20 UTC to Thursday, 03 November 2022 at 09:00 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:
[3] https://www.ictworks.org/digital-development-to-digital-transformation/
[2] https://www.ictworks.org/usaid-guide-cybersecurity-electoral-process/#.Y2IQ4BS0gh0.twitter
[2] https://www.ictworks.org/web3-blockchain-solution/#.Y1_QLrFOifo.twitter
[2] https://www.ictworks.org/digital-development-to-digital-transformation/#.Y1oIZai5OJc.twitter
[2] https://aidnography.blogspot.com/2022/10/development-ict4d-digital-communication-academia-link-review-460.html
[2] https://www.ict4d.at/2022/09/19/indiafoss-2-0-conference/
[1] https://thisisamos.com/2022/11/03/could-we-collect-less/
[1] https://twitter.com/ICTDTax/status/1587046211453964289
[1] https://www.myjobmag.co.ke/a_fields.php?id=446904&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.ictd.ac/digitax

Top URLs in Tweet in G1:
[1] https://twitter.com/ICTDTax/status/1587046211453964289
[1] https://www.ictd.ac/logri
[1] https://twitter.com/ArewaMoyo/status/1587769610547470337
[1] https://www.ictd.ac/digitax

Top URLs in Tweet in G2:
[1] https://twitter.com/manbukky/status/1587490610646323202

Top URLs in Tweet in G3:
[2] https://aidnography.blogspot.com/2022/10/development-ict4d-digital-communication-academia-link-review-460.html

Top URLs in Tweet in G5:
[3] https://www.ictworks.org/digital-development-to-digital-transformation/
[2] https://www.ict4d.at/2022/09/19/indiafoss-2-0-conference/
[2] https://www.ictworks.org/digital-development-to-digital-transformation/#.Y1oIZai5OJc.twitter
[2] https://www.ictworks.org/web3-blockchain-solution/#.Y1_QLrFOifo.twitter
[2] https://www.ictworks.org/usaid-guide-cybersecurity-electoral-process/#.Y2IQ4BS0gh0.twitter
[1] https://www.ictworks.org/web3-blockchain-solution/
[1] https://ict4dblog.wordpress.com/2022/09/16/antecedents-of-significant-digital-development-research/
[1] https://www.ictworks.org/technology-and-disempowerment/#.Y2NnBBgKv5U.twitter

Top URLs in Tweet in G7:
[1] https://wpmu.mau.se/nmict22group1/2022/11/01/the-bias-in-ai-case-study-of-facial-recognition-technology/
[1] https://ngotenders.net/job/consultancy-technology-for-development-consultant-information-systems-ictd-digital-center-of-excellence-remote/?feed_id=253286&_unique_id=63616e3ea62cd
[1] https://www.myjobmag.co.ke/a_fields.php?id=446904&utm_source=dlvr.it&utm_medium=twitter
[1] https://thisisamos.com/2022/11/03/could-we-collect-less/

Top URLs in Tweet in G8:
[1] https://twitter.com/DrSarahJWhite/status/1588007661148127233

Top URLs in Tweet in G10:
[1] https://bit.ly/3DNrtz5

Top Domains
Top Domains in Tweet in Entire Graph:
[11] ictworks.org
[4] twitter.com
[2] ictd.ac
[2] blogspot.com
[2] ict4d.at
[1] thisisamos.com
[1] co.ke
[1] desmoinesregister.com
[1] wordpress.com
[1] ngotenders.net

Top Domains in Tweet in G1:
[2] twitter.com
[2] ictd.ac

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[2] blogspot.com

Top Domains in Tweet in G5:
[11] ictworks.org
[2] ict4d.at
[1] wordpress.com

Top Domains in Tweet in G7:
[1] mau.se
[1] ngotenders.net
[1] co.ke
[1] thisisamos.com

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G10:
[1] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[45] ict4d
[21] fddf2022
[10] frontiertech
[10] ai
[10] ict4dnorth22
[9] digitaldev
[9] sdgs
[8] nft
[8] dao
[8] metaverse



Top Hashtags in Tweet in G1:
[7] taxpolicyconference
[5] digitalfinancialservices
[3] digitax
[2] tax4dev
[2] africa
[1] logri
[1] localgov
[1] mobilemoney

Top Hashtags in Tweet in G2:
[17] fddf2022
[15] ict4d
[10] frontiertech
[9] digitaldev
[9] ai
[8] nft
[8] dao
[8] metaverse
[8] dpgs
[8] sdgs

Top Hashtags in Tweet in G3:
[3] globaldev
[1] ict4d

Top Hashtags in Tweet in G4:
[10] ict4dnorth22
[4] ict4d
[1] digital

Top Hashtags in Tweet in G5:
[13] ict4d
[2] foss
[2] opensource
[1] fddf2022
[1] web3
[1] blockchain

Top Hashtags in Tweet in G6:
[5] designthinking
[1] victorpapanek
[1] uxdesign
[1] ict4d
[1] productdesign
[1] consciousdesign
[1] industrialdesign
[1] ux
[1] designresearch
[1] designers

Top Hashtags in Tweet in G7:
[2] ict4d
[1] ai
[1] facialrecognition
[1] c4d
[1] ict
[1] communicationfordevelopment
[1] communication
[1] communcationdevelopment
[1] artificialintelligence
[1] whattheaid

Top Hashtags in Tweet in G8:
[1] climatejustice
[1] drr
[1] ict4d

Top Hashtags in Tweet in G9:
[3] fddf2022
[3] fddf2022ke
[3] ict4d

Top Hashtags in Tweet in G10:
[3] sif2022
[3] community
[3] software
[3] solutions
[1] ict4d
[1] fao
[1] opensource
[1] agroecology
[1] knowledgesharing
[1] socialvalue

Top Words
Top Words in Tweet in Entire Graph:
[45] #ict4d
[21] #fddf2022
[15] digital
[14] development
[13] gdnint
[12] techchange
[10] #ai
[10] #frontiertech
[10] saraksha
[10] ict_works

Top Words in Tweet in G1:
[13] gdnint
[7] #taxpolicyconference
[7] colleagues
[7] studies
[7] presenting
[7] senegal
[7] case
[7] ictdtax
[7] live
[7] arewamoyo

Top Words in Tweet in G2:
[17] #fddf2022
[15] #ict4d
[12] techchange
[10] #frontiertech
[9] #digitaldev
[9] #ai
[8] #sdgs
[8] #nft
[8] dial_community
[8] cryptocurrency

Top Words in Tweet in G3:
[3] #globaldev
[2] œwhatâ
[2] newsletter
[2] platform
[2] restofworldâ
[2] 460
[2] basically
[2] capitalismâ
[2] wrong
[2] entire

Top Words in Tweet in G4:
[10] saraksha
[10] #ict4dnorth22
[9] infoschoolsheff
[9] igsd_shef
[5] ict4d
[4] œobservant
[4] presents
[4] participantâ
[4] stage
[4] anandstweets

Top Words in Tweet in G5:
[13] #ict4d
[11] digital
[10] ict_works
[7] wayan_vota
[6] development
[5] move
[5] transformation
[3] million
[3] apply
[3] solution

Top Words in Tweet in G6:
[5] toaster
[5] little
[5] pretty
[5] forever
[5] ashamed
[5] feel
[5] sexy
[5] #designthinking
[5] designs
[4] #victorpapaâ

Top Words in Tweet in G7:
[2] digital
[2] ictd
[2] technology
[2] consultancy
[2] #ict4d

Top Words in Tweet in G9:
[3] #ict4d
[3] power
[3] getting
[3] communities
[3] topic
[3] #fddf2022
[3] nearly
[3] stressed
[3] #fddf2022ke
[2] omondipeter_gyf

Top Words in Tweet in G10:
[3] strengthen
[3] #solutions
[3] side
[3] missed
[3] based
[3] within
[3] #software
[3] event
[3] used
[3] #community

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[10] #fddf2022,#frontiertech
[9] #digitaldev,#ict4d
[9] #ict4d,#ai
[8] #nft,#dao
[8] #dpgs,#sdgs
[8] #dao,#metaverse
[8] #sdgs,techchange
[8] #metaverse,#dpgs
[8] chemonics,dial_community
[8] #ai,#nft

Top Word Pairs in Tweet in G1:
[7] case,studies
[7] #taxpolicyconference,logri
[7] gdnint,#taxpolicyconference
[7] studies,senegal
[7] logri,colleagues
[7] presenting,case
[7] colleagues,presenting
[7] live,gdnint
[6] arewamoyo,live
[6] senegal,strengthenâ

Top Word Pairs in Tweet in G2:
[10] #fddf2022,#frontiertech
[9] #digitaldev,#ict4d
[9] #ict4d,#ai
[8] #dao,#metaverse
[8] #ai,#nft
[8] #nft,#dao
[8] #metaverse,#dpgs
[8] #sdgs,techchange
[8] techchange,usaid_digital
[8] #dpgs,#sdgs

Top Word Pairs in Tweet in G3:
[2] basically,entire
[2] wrong,platform
[2] #globaldev,links
[2] links,460
[2] class,focus
[2] 460,feat
[2] capitalismâ,class
[2] newsletter,basically
[2] entire,œwhatâ
[2] œwhatâ,wrong

Top Word Pairs in Tweet in G4:
[7] infoschoolsheff,igsd_shef
[4] saraksha,stage
[4] œobservant,participantâ
[4] saraksha,infoschoolsheff
[4] stage,presents
[4] presents,being
[4] participantâ,reflections
[4] being,œobservant
[4] igsd_shef,saraksha
[3] #ict4d,researchers

Top Word Pairs in Tweet in G5:
[6] wayan_vota,ict_works
[6] digital,development
[6] #ict4d,wayan_vota
[5] move,digital
[5] development,digital
[5] digital,transformation
[3] apply,million
[3] transformation,ict_works
[3] solution,#ict4d
[3] ict_works,#ict4d

Top Word Pairs in Tweet in G6:
[5] toaster,#designthinking
[5] ashamed,designs
[5] designs,pretty
[5] forever,feel
[5] pretty,sexy
[5] feel,little
[5] little,ashamed
[5] sexy,toaster
[4] designrealworld,forever
[4] #designthinking,#victorpapaâ

Top Word Pairs in Tweet in G7:
[2] ictd,digital

Top Word Pairs in Tweet in G9:
[3] #fddf2022ke,#ict4d
[3] getting,stressed
[3] communities,getting
[3] nearly,topic
[3] stressed,nearly
[3] topic,#fddf2022ke
[3] #fddf2022,power
[3] power,communities
[2] omondipeter_gyf,#fddf2022

Top Word Pairs in Tweet in G10:
[3] #solutions,used
[3] used,strengthen
[3] #community,based
[3] missed,side
[3] event,within
[3] within,#sif2022
[3] side,event
[3] based,#software
[3] #sif2022,#community
[3] #software,#solutions

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@gdnint
@techchange
@ict_works
@wayan_vota
@usaid_digital
@chemonics
@dial_community
@igsd_shef
@infoschoolsheff
@ictdtax

Top Mentioned in G1:
@gdnint
@ictdtax
@arewamoyo
@gatesfoundation
@colettenyira
@justinekneb
@naramonkam
@cbarras_
@munkschool
@ictd_fr

Top Mentioned in G2:
@techchange
@usaid_digital
@chemonics
@dial_community
@daiglobal
@lilian_efobi
@google
@savechildrenng
@premisedata
@greg_maly

Top Mentioned in G3:
@opeadetayo1
@syrianldp
@pass_blue
@gemmasou
@almazteffera
@princewill_nimi
@aanafgh
@msf_sweden

Top Mentioned in G4:
@igsd_shef
@infoschoolsheff
@saraksha
@anandstweets
@sheffielduni
@cddmanchester

Top Mentioned in G5:
@ict_works
@wayan_vota
@fortuny
@hapeeg
@ncmart

Top Mentioned in G6:
@designrealworld

Top Mentioned in G8:
@drsarahjwhite
@thecasprgroup
@csisocialimpact

Top Mentioned in G9:
@omondipeter_gyf

Top Mentioned in G10:
@jengalab

Top Tweeters
Top Tweeters in Entire Graph:
@designthinkbot
@pythonroboto
@google
@dasfintechbot
@sdgsbot
@sdgscolab
@forglobalgoals
@anandstweets
@fortuny
@pass_blue

Top Tweeters in G1:
@gatesfoundation
@munkschool
@ictdtax
@cerdi
@gdnint
@naramonkam
@madhuridass
@katotoledo
@giulia_mascagni
@wilsonprichard

Top Tweeters in G2:
@google
@sdgsbot
@usaid
@techchange
@daiglobal
@microsoft
@chemonics
@savechildrenng
@usaid_digital
@ncmart

Top Tweeters in G3:
@pass_blue
@giuliowolfe
@opeadetayo1
@aanafgh
@aidnography
@silviahedley
@msf_sweden
@gemmasou
@princewill_nimi
@syrianldp

Top Tweeters in G4:
@anandstweets
@sheffielduni
@infoschoolsheff
@___chachi
@snakande
@igsd_shef
@saraksha
@cddmanchester

Top Tweeters in G5:
@pythonroboto
@fortuny
@hapeeg
@wayan_vota
@ict_works
@betty_akinyii

Top Tweeters in G6:
@designthinkbot
@sdgscolab
@forglobalgoals
@liberationwork
@designrealworld

Top Tweeters in G7:
@ia
@myjobmagkenya
@ngotendersjobs
@amosdoornbos
@aidwhat

Top Tweeters in G8:
@drsarahjwhite
@csisocialimpact
@cobicalyx
@thecasprgroup

Top Tweeters in G9:
@omondipeter_gyf
@kerukhtata
@felistasyoung

Top Tweeters in G10:
@agroecologymap
@hereissimone
@jengalab


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