ICTD OR ICT4D, Twitter, 11/29/2021 4:19:18 AM, 267157


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ICTD OR ICT4D_2021-11-28_20-01-08.xlsx
ICTD OR ICT4D_2021-11-28_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 29, 2021
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3riudyD
@this0499154500
@ictdtax
@ict4dconference
@sonja_ict4d
@cddmanchester
@meowtree
@wayan_vota
@catholicrelief
@aidnography
@ict_works

Top hashtags:
#ict4d
#climatechange
#tax
#tools
#taxation
#globaldev
#economic

Description:
Description
The graph represents a network of 361 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 November 2021 at 04:01 UTC.

The requested start date was Monday, 29 November 2021 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 13-day, 4-hour, 14-minute period from Monday, 15 November 2021 at 05:31 UTC to Sunday, 28 November 2021 at 09:46 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 : 361
Unique Edges : 319
Edges With Duplicates : 580
Total Edges : 899
Number of Edge Types : 5
Retweet : 220
MentionsInRetweet : 358
Tweet : 107
Mentions : 202
Replies to : 12
Self-Loops : 108
Reciprocated Vertex Pair Ratio : 0.0965665236051502
Reciprocated Edge Ratio : 0.176125244618395
Connected Components : 50
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 206
Maximum Edges in a Connected Component : 617
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.926917
Graph Density : 0.00393197907048323
Modularity : 0.489246
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 361 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 November 2021 at 04:01 UTC.

The requested start date was Monday, 29 November 2021 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 13-day, 4-hour, 14-minute period from Monday, 15 November 2021 at 05:31 UTC to Sunday, 28 November 2021 at 09:46 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:
[8] https://ict4d.jp/2021/11/11/study-group-2/
[7] https://www.ictd.ac/publication/beyond-greed-why-armed-groups-tax/
[4] https://www.treaties.tax/
[4] https://mailchi.mp/ict4djobs/weekly-jobs-email-2663997
[3] https://aidnography.blogspot.com/2021/11/development-ict4d-digital-communication-academia-link-review-425.html
[3] https://www.engineeringforchange.org/news/time-global-green-certification-ict/
[3] https://www.ictworks.org/usaid-digital-strategy-proposal-opportunity/#.YZtaID3KGD0.twitter
[2] https://www.ictd.ac/blog/increasing-collection-income-taxes-property-ownership-borno/
[2] https://www.ictd.ac/publication/tax-side-pandemic-compliance-shifts-funding-recovery-rwanda/
[2] https://www.ictd.ac/event/new-tools-tax-treaty-negotiation-webinars/

Top URLs in Tweet in G1:
[4] https://www.treaties.tax/
[4] https://www.ictd.ac/publication/beyond-greed-why-armed-groups-tax/
[2] https://www.ictd.ac/fr/event/nouveaux-outils-negociation-conventions-fiscales-webinaires/
[2] https://www.ictd.ac/event/new-tools-tax-treaty-negotiation-webinars/
[2] https://www.ictd.ac/publication/tax-side-pandemic-compliance-shifts-funding-recovery-rwanda/
[1] https://www.treaties.tax/fr/
[1] http://wrld.bg/q2WG50GTZAu?cid=gov_tt_gov_en_ext
[1] https://iisd-elp.zoom.us/webinar/register/WN_TmjYt4BfR3e6ClnH-7rNSw
[1] https://www.ictd.ac/blog/tobacco-taxation-little-progress-african-countries/
[1] https://mailchi.mp/ictd/informality?e=fe0fe2e6ca

Top URLs in Tweet in G2:
[4] https://mailchi.mp/ict4djobs/weekly-jobs-email-2663997
[3] https://www.ictworks.org/usaid-digital-strategy-proposal-opportunity/#.YZtaID3KGD0.twitter
[3] https://www.engineeringforchange.org/news/time-global-green-certification-ict/
[2] https://www.ictworks.org/ethical-emerging-technology-research-projects/#.YZIfNqNmgGo.twitter
[2] https://www.ictworks.org/african-natural-language-processing-projects/#.YZ37Na0lDhc.twitter
[2] https://www.ictworks.org/health-data-governance-principles/#.YZ9Vt0aIXD4.twitter
[2] https://www.ictworks.org/ethical-emerging-technology-research-projects/
[2] https://www.ict4dconference.org/participate/registration-ict4dpartnerships/
[1] https://twitter.com/NetHope_org/status/1460216096808738819
[1] https://twitter.com/CRS_Expertise/status/1459172895742119938

Top URLs in Tweet in G3:
[1] https://twitter.com/Danielaovallesm/status/1462718562590724096

Top URLs in Tweet in G4:
[3] https://aidnography.blogspot.com/2021/11/development-ict4d-digital-communication-academia-link-review-425.html
[2] https://aidnography.blogspot.com/2021/11/development-ict4d-digital-communication-academia-link-review-424.html

Top URLs in Tweet in G5:
[2] https://crs.taleo.net/careersection/ex_crs/jobdetail.ftl?job=210000PX&lang=en
[2] https://ict4dblog.wordpress.com/2017/11/29/adding-ict4d-to-your-curriculum/
[1] https://www.semanticscholar.org/paper/Revisiting-the-fishers-of-Kerala%2C-India-Srinivasan-Burrell/cf036eb1becdc744fc2a99b07646e79a12dbd11e
[1] https://twitter.com/pranesh/status/1462407516613005314
[1] https://www.ictworks.org/usaid-cybersecurity-primer-digital-development-programs/
[1] https://twitter.com/iapad/status/1460578453296660485
[1] https://twitter.com/UNGlobalPulse/status/1460617653802848257
[1] https://www.eventbrite.de/e/dppd-handbook-launch-event-tickets-214521829567
[1] https://twitter.com/ICT_Works/status/1462770043746410503
[1] https://twitter.com/TaroWorksApp/status/1463101536079384577

Top URLs in Tweet in G6:
[2] https://ict4d.jp/2021/11/11/study-group-2/
[1] https://www.ictd.ac/blog/world-bank-imf-flawed-logic-informal-sector-tax/
[1] https://www.cajnewsafrica.com/2021/11/12/digital-transformation-tops-african-countries-agenda/
[1] https://archive.uneca.org/node/28173
[1] http://boxfresh.site/ngpage
[1] https://turan.az/ext/news/2021/11/free/economics_news/en/9624.htm/001
[1] https://ictd.gov.bd/site/biography/60639e46-13db-4472-982e-d7e77af01eff
[1] https://ictd.gov.bd/site/page/ab439356-145f-4759-942d-39ea506ff144/%E0%A6%87%E0%A6%A4%E0%A6%BF%E0%A6%B9%E0%A6%BE%E0%A6%B8-%E0%A6%93-%E0%A6%AA%E0%A7%8D%E0%A6%B0%E0%A6%A7%E0%A6%BE%E0%A6%A8-%E0%A6%95%E0%A6%BE%E0%A6%B0%E0%A7%8D%E0%A6%AF%E0%A6%BE%E0%A6%AC%E0%A6%B2%E0%A6%BF
[1] https://webmo.info/en/customization?utm_content=buffereefba&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://register.webmo.info/?utm_content=bufferb528f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[1] https://twitter.com/taylordowns2000/status/1462144673015898116
[1] https://docs.google.com/document/d/1IhzQTyrT4UgTciOHMImpSF3Y3XiGi4mop4XoVg0DAR0/edit?utm_campaign=Senior+Javascript+Engineer

Top URLs in Tweet in G8:
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1998759?src=&cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1997881?src=&cookieSet=1
[1] https://ifip.ue.edu.pe/submissions

Top URLs in Tweet in G9:
[1] https://www.ictd.ac/blog/unintended-consequences-taxing-mobile-money-transactions/

Top URLs in Tweet in G10:
[1] https://www.ictd.ac/blog/increasing-collection-income-taxes-property-ownership-borno/

Top Domains
Top Domains in Tweet in Entire Graph:
[25] ictd.ac
[20] twitter.com
[19] ictworks.org
[11] thisisamos.com
[9] ict4d.jp
[7] taroworks.org
[5] google.com
[5] treaties.tax
[5] blogspot.com
[5] mailchi.mp

Top Domains in Tweet in G1:
[15] ictd.ac
[5] treaties.tax
[1] wrld.bg
[1] zoom.us
[1] mailchi.mp
[1] twitter.com

Top Domains in Tweet in G2:
[17] ictworks.org
[5] twitter.com
[4] ict4dconference.org
[4] mailchi.mp
[3] engineeringforchange.org
[3] cipesa.org
[2] wired.com
[2] wordpress.com
[1] linkedin.com
[1] hrw.org

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

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

Top Domains in Tweet in G5:
[8] twitter.com
[2] taleo.net
[2] wordpress.com
[1] semanticscholar.org
[1] ictworks.org
[1] eventbrite.de

Top Domains in Tweet in G6:
[11] thisisamos.com
[3] webmo.info
[2] ictd.ac
[2] ict4d.jp
[2] gov.bd
[1] cajnewsafrica.com
[1] uneca.org
[1] boxfresh.site
[1] turan.az
[1] ict4dconference.org

Top Domains in Tweet in G7:
[1] twitter.com
[1] google.com

Top Domains in Tweet in G8:
[2] tandfonline.com
[1] edu.pe

Top Domains in Tweet in G9:
[1] ictd.ac

Top Domains in Tweet in G10:
[1] ictd.ac

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[154] ict4d
[35] climatechange
[15] tax
[12] tools
[11] taxation
[10] globaldev
[9] economic
[9] universityofmanchester
[8] digitaltransformation
[8] nethopesummit2021



Top Hashtags in Tweet in G1:
[13] tax
[7] webinars
[7] tools
[6] pandemic
[5] taxation
[4] webinaire
[4] data
[4] wp133
[4] economic
[3] tax4dev

Top Hashtags in Tweet in G2:
[49] ict4d
[8] nethopesummit2021
[5] partnerships
[2] tech4all
[2] cybersecurity
[2] digitaldev
[2] digitaltransformation
[2] misinformation
[1] pethope
[1] tech4good

Top Hashtags in Tweet in G3:
[31] climatechange
[2] inequities
[2] climatecrisis
[2] climateaction
[2] actonclimate
[2] sdgs
[2] ict4d

Top Hashtags in Tweet in G4:
[8] globaldev

Top Hashtags in Tweet in G5:
[20] ict4d
[5] datascience
[4] digital
[4] innovation
[3] data
[1] cybersecurity
[1] usaid
[1] digitaldev
[1] eagriculture
[1] bigdata

Top Hashtags in Tweet in G6:
[20] ict4d
[6] ngos
[3] changemakers
[2] digitaltransformation
[2] webmo
[2] monitoring
[1] ict4djapan
[1] africa
[1] d4ag
[1] ict4ag

Top Hashtags in Tweet in G7:
[7] ict4d
[7] opensource
[4] javascript
[4] typescript
[2] tech4good
[1] digitalpublicgood
[1] interoperability

Top Hashtags in Tweet in G8:
[4] ict4d
[2] data4dev
[1] ifip942022

Top Hashtags in Tweet in G10:
[1] borno
[1] tax
[1] newsletter
[1] informality
[1] taxation

Top Words
Top Words in Tweet in Entire Graph:
[154] #ict4d
[54] ictdtax
[35] #climatechange
[35] tax
[33] paper
[32] problems
[32] important
[32] challenge
[31] ℹ
[31] confronting

Top Words in Tweet in G1:
[35] ictdtax
[20] paper
[17] tax
[14] igfmining
[13] worldbank
[13] join
[13] #tax
[11] launch
[10] help
[9] ictd_fr

Top Words in Tweet in G2:
[49] #ict4d
[12] wayan_vota
[12] ict_works
[10] digital
[10] data
[9] ict4dconference
[9] register
[9] technology
[8] #nethopesummit2021
[7] free

Top Words in Tweet in G3:
[31] ℹ
[31] important
[31] challenge
[31] confronting
[31] humanity
[31] #climatechange
[31] exacerbates
[31] existing
[31] problems
[29] #inequitie

Top Words in Tweet in G4:
[8] #globaldev
[8] links
[8] feat
[7] more
[5] 424
[5] many
[4] aidnography
[3] lanzilloamanda
[3] meowtree
[3] danaujoks

Top Words in Tweet in G5:
[20] #ict4d
[10] cddmanchester
[8] development
[6] research
[5] key
[5] know
[5] #datascience
[5] used
[5] identify
[5] those

Top Words in Tweet in G6:
[20] #ict4d
[6] #ngos
[5] ict4d
[4] য
[4] day
[3] digital
[3] গ
[3] র
[3] development
[3] rules

Top Words in Tweet in G7:
[9] openfn
[8] anyone
[7] #ict4d
[7] #opensource
[6] re
[6] overhauling
[6] integration
[6] engine
[6] know
[6] typescript

Top Words in Tweet in G8:
[14] deadline
[13] conference
[12] reminder
[12] upcoming
[12] ifip
[12] freedom
[12] social
[12] inclusion
[12] connected
[12] world

Top Words in Tweet in G9:
[14] mobile
[14] money
[14] tax
[13] despite
[13] initially
[13] exceeding
[13] target
[13] 37
[13] uganda
[13] revenue

Top Words in Tweet in G10:
[7] blog
[6] really
[6] interested
[6] showcase
[6] bo_irs
[6] creative
[6] capture
[6] revenue
[6] public
[6] services

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[31] ℹ,important
[31] important,challenge
[31] challenge,confronting
[31] confronting,humanity
[31] humanity,#climatechange
[31] #climatechange,exacerbates
[31] exacerbates,existing
[31] existing,problems
[29] problems,#inequitie
[27] danielaovallesm,ℹ

Top Word Pairs in Tweet in G1:
[11] igfmining,worldbank
[9] help,developing
[9] ictdtax,join
[7] tax,treaties
[7] join,along
[7] along,igfmining
[7] worldbank,#webinars
[7] #webinars,nov
[7] nov,30
[7] 30,dec

Top Word Pairs in Tweet in G2:
[9] #ict4d,wayan_vota
[6] projects,#ict4d
[5] excited,announce
[5] announce,nethope
[5] nethope,#ict4d
[5] #ict4d,working
[5] working,group
[5] group,encourage
[5] encourage,shared
[5] shared,learning

Top Word Pairs in Tweet in G3:
[31] ℹ,important
[31] important,challenge
[31] challenge,confronting
[31] confronting,humanity
[31] humanity,#climatechange
[31] #climatechange,exacerbates
[31] exacerbates,existing
[31] existing,problems
[29] problems,#inequitie
[27] danielaovallesm,ℹ

Top Word Pairs in Tweet in G4:
[8] #globaldev,links
[5] links,424
[5] 424,feat
[5] many,more
[4] aidnography,#globaldev
[3] links,feat
[3] feat,lanzilloamanda
[3] lanzilloamanda,meowtree
[3] meowtree,danaujoks
[3] danaujoks,blaneharvey

Top Word Pairs in Tweet in G5:
[5] know,#datascience
[5] #datascience,used
[5] used,identify
[5] identify,those
[5] those,outperform
[5] outperform,addressing
[5] addressing,development
[5] development,challenges
[5] challenges,join
[4] #innovation,#ict4d

Top Word Pairs in Tweet in G6:
[3] #ict4d,#ngos
[2] digital,transformation
[2] য,গ
[2] free,30
[2] 30,day
[2] day,trial
[2] trial,#ict4d
[2] back,#ict4d
[2] rules,rules
[2] #ict4d,#changemakers

Top Word Pairs in Tweet in G7:
[6] re,overhauling
[6] overhauling,openfn
[6] openfn,integration
[6] integration,engine
[6] engine,know
[6] know,anyone
[6] anyone,typescript
[6] typescript,javascript
[6] javascript,compilers
[5] taylordowns2000,re

Top Word Pairs in Tweet in G8:
[12] reminder,upcoming
[12] upcoming,deadline
[12] deadline,ifip
[12] ifip,conference
[12] conference,freedom
[12] freedom,social
[12] social,inclusion
[12] inclusion,connected
[12] connected,world
[12] world,lima

Top Word Pairs in Tweet in G9:
[14] mobile,money
[13] despite,initially
[13] initially,exceeding
[13] exceeding,target
[13] target,mobile
[13] money,tax
[13] tax,37
[13] 37,uganda
[13] uganda,revenue
[13] revenue,authority

Top Word Pairs in Tweet in G10:
[6] really,interested
[6] interested,showcase
[6] showcase,blog
[6] blog,bo_irs
[6] bo_irs,creative
[6] creative,capture
[6] capture,revenue
[6] revenue,public
[6] public,services
[6] services,amid

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ictdtax
@danielaovallesm
@worldbank
@igfmining
@ict_works
@wayan_vota
@kwamina0
@ifip_94
@cddmanchester
@openfn

Top Mentioned in G1:
@ictdtax
@igfmining
@worldbank
@ictd_fr
@giulia_mascagni
@santoro_fab
@ali_readhead
@cipe_acgc
@wbg_gov
@thomaslassourd

Top Mentioned in G2:
@wayan_vota
@ict_works
@ict4dconference
@fortuny
@neth
@nethope_org
@crs_expertise
@timunwin
@wired

Top Mentioned in G3:
@danielaovallesm
@youthsenergyorg

Top Mentioned in G4:
@aidnography
@lanzilloamanda
@meowtree
@danaujoks
@blaneharvey
@thinkconvivial
@ruthlevine5
@eric_reidy
@dylan_mathews
@newmandala

Top Mentioned in G5:
@cddmanchester
@dorotheakleine
@spidercenter
@gedia_network
@catholicrelief
@siidgroup
@ict_works
@efpraxia_z
@ovus00
@hannahmccarrick

Top Mentioned in G7:
@openfn
@typescript
@javascript
@taylordowns2000
@k_louisiane
@__bjean__
@saint_aubin
@framasoft
@wayan_vota
@noralindstroem

Top Mentioned in G8:
@ifip_94
@infotechdev
@cddmanchester
@minspang

Top Mentioned in G9:
@kwamina0

Top Mentioned in G10:
@bo_irs
@mrollyowen
@ictdtax
@bornogovt
@danborno
@fatiabubakarr
@mustaphandajiwo
@mikkyfaradd

Top Tweeters
Top Tweeters in Entire Graph:
@kakusan_rt
@artificialbra1n
@jfsebastian146
@oregakitaworld
@_funbot
@jeandoobs
@caring_mobile
@opensource_orgs
@eco1start
@woye1

Top Tweeters in G1:
@jeandoobs
@victor_asal
@rwaccommodation
@worldbank
@unjobs_events
@taxjusticenet
@unuwider
@nrginstitute
@n_pushkareva
@wiredsussexjobs

Top Tweeters in G2:
@caring_mobile
@nordicgeo
@wired
@hrw
@fortuny
@greenpeace
@hapeeg
@usaid
@enovelist1
@wayan_vota

Top Tweeters in G3:
@jfsebastian146
@eco1start
@lukllorenatm
@jodellwb
@bornaprincess2
@sdg13un
@binsnature
@nayquint1
@froilan40408908
@antonio50020380

Top Tweeters in G4:
@bbclysedoucet
@meowtree
@michaeltanchum
@paulcurrion
@newmandala
@mer__edith
@aidnography
@danaujoks
@amandlamedia
@ruthlevine5

Top Tweeters in G5:
@pranesh
@thej
@efpraxia_z
@catholicrelief
@lenandlar
@globaldevinst
@afrochissy
@dorotheakleine
@kaihsinhung
@hannahmccarrick

Top Tweeters in G6:
@anankegroup
@lcptuk
@becky_faith
@offresemploirdc
@elianafram
@mican__dars
@rolfkleef
@amosdoornbos
@sacchiko
@saviourbd

Top Tweeters in G7:
@_funbot
@opensource_orgs
@goaidev
@pir8aye
@framasoft
@lakhassane
@sunnyus4
@noralindstroem
@javascript
@__bjean__

Top Tweeters in G8:
@nacikarkin
@hatimsusan
@silviahedley
@j_p_albuquerque
@kdiga
@carlabonina
@petros_cham
@oosterwyk
@ifip_94
@leontinaishe

Top Tweeters in G9:
@kwekubour
@meatismeaty
@emirkofi
@buabaj_
@karyn_eva
@nat_essel
@ro0k0mar
@savvypabi
@mr_cee95
@princess_asante

Top Tweeters in G10:
@thegrey8
@mustaphandajiwo
@danborno
@nonso2
@eta_habyb
@mrollyowen
@fatiabubakarr
@mikkyfaradd
@bornogovt
@bo_irs