ICTD OR ICT4D, Twitter, 12/5/2022 8:25:31 AM, 285525


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ICTD OR ICT4D_2022-12-04_20-30-00.xlsx
ICTD OR ICT4D_2022-12-04_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 05, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3XY099d
@ncmart
@ictdtax
@ict_works
@aidnography
@nordicgeo
@cddmanchester
@usaidnepal
@fortuny
@usaid
@ifip_94

Top hashtags:
#ict4d
#comsteda19
#globaldev
#digitaldevelopment
#tech4good
#openaccess
#pycontz2022
#elearning

Description:
Description
The graph represents a network of 248 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, 05 December 2022 at 04:30 UTC.

The requested start date was Monday, 05 December 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 13-day, 0-hour, 4-minute period from Monday, 21 November 2022 at 08:13 UTC to Sunday, 04 December 2022 at 08:17 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 : 248
Unique Edges : 203
Edges With Duplicates : 280
Total Edges : 483
Number of Edge Types : 5
MentionsInRetweet : 184
Mentions : 120
Retweet : 109
Replies to : 8
Tweet : 62
Self-Loops : 65
Reciprocated Vertex Pair Ratio : 0.064638783269962
Reciprocated Edge Ratio : 0.121428571428571
Connected Components : 57
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 29
Maximum Edges in a Connected Component : 91
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.119061
Graph Density : 0.00457098080188063
Modularity : 0.562553
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 248 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, 05 December 2022 at 04:30 UTC.

The requested start date was Monday, 05 December 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 13-day, 0-hour, 4-minute period from Monday, 21 November 2022 at 08:13 UTC to Sunday, 04 December 2022 at 08:17 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:
[4] https://www.kaikai.dev/fr/event/journee-de-l-agrotech-2022-11-30-1/register
[4] https://www.ictworks.org/ict4d-donors-changed-digital-development/
[4] https://ict4d.jp/2022/11/21/ict4donlinecourse2/
[3] https://www.ictd.ac/learn-with-us/
[3] https://www.ictworks.org/ict4d-donors-changed-digital-development/#.Y39hzhFByH4
[3] https://www.ictworks.org/mastodon-lively-ict4d-discussions/
[3] https://ict4dblog.wordpress.com/2022/03/28/the-benefits-of-mobile-phone-applications-to-women-livestock-keepers-in-zimbabwe/
[3] https://techhub.social/@wayan_vota
[2] https://www.jengalab.org/en/2022/jengalab-in-morocco-to-conduct-the-ict4d-ecosystem-assessment-and-mapping-for-morocco-country-strategy-and-development-plan-in-collaboration-with-ifad/
[2] https://www.ictd.ac/blog/identity-issues-four-challenges-digital-ids-africa-tax-systems/

Top URLs in Tweet in G1:
[2] https://www.ictd.ac/learn-with-us/
[2] https://www.ictd.ac/blog/identity-issues-four-challenges-digital-ids-africa-tax-systems/
[1] https://www.ictd.ac/
[1] https://buff.ly/3TCo5fi
[1] https://www.ictd.ac/learn-with-us/?utm_content=buffer5d015&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/enigma-central-local-government-relationship-impact-property-tax-administration-developing-countries-ghanaian-perspective/?utm_content=buffer6c191&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/unpacking-tax-morale-conditional-unconditional-tax-compliance/
[1] https://twitter.com/VVandenboogaard/status/1594068419368071168

Top URLs in Tweet in G2:
[3] https://ict4d.jp/2022/11/21/ict4donlinecourse2/
[2] https://thisisamos.com/2022/11/23/the-need-to-care/
[1] https://www.notion.so/product/ai?wr=66d9b5c0369f27c2&utm_source=notionClient&utm_medium=twitter&utm_campaign=ai-beta&utm_content=share
[1] https://tohoza.com
[1] https://tohoza.com/ad/information-communication-technology-for-development-ict4d-specialist-at-catholic-relief-services-crs-kigali-rwanda-close-30-11-2022/
[1] https://www.linkedin.com/feed/update/urn:li:share:7000486740910092288
[1] https://www.jobsinict.com/job/deputy-director-strategy-resource-management-and-governance-ictd-d1-556794-valencia-spain-unicef/
[1] https://ict4d.jp/2022/11/19/et-pitch/
[1] http://www.devnetjobsindia.org/JobDescription.aspx?JOB_ID=208616&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.tdh.ch/fr/emplois/head-ict4d-data-science

Top URLs in Tweet in G3:
[2] https://aidnography.blogspot.com/2022/11/development-ict4d-digital-communication-academia-link-review-463.html
[2] https://aidnography.blogspot.com/2022/11/development-ict4d-digital-communication-academia-link-review-462.html

Top URLs in Tweet in G4:
[1] https://twitter.com/georgetakei/status/1599051606179205120

Top URLs in Tweet in G5:
[1] https://twitter.com/PowerUSAID/status/1598064713979469825

Top URLs in Tweet in G6:
[4] https://www.ictworks.org/ict4d-donors-changed-digital-development/
[3] https://www.ictworks.org/ict4d-donors-changed-digital-development/#.Y39hzhFByH4
[3] https://techhub.social/@wayan_vota
[2] https://news.google.com/__i/rss/rd/articles/CBMiMWh0dHBzOi8vd3d3LmljdHdvcmtzLm9yZy9pY3Q0ZC1hY2FkZW1pYy1yZXNlYXJjaC_SATVodHRwczovL3d3dy5pY3R3b3Jrcy5vcmcvaWN0NGQtYWNhZGVtaWMtcmVzZWFyY2gvYW1wLw?oc=5&utm_source=dlvr.it&utm_medium=twitter
[2] https://www.ictworks.org/mastodon-lively-ict4d-discussions/
[2] https://news.google.com/__i/rss/rd/articles/CBMiQmh0dHBzOi8vd3d3LmljdHdvcmtzLm9yZy9pY3Q0ZC1kb25vcnMtY2hhbmdlZC1kaWdpdGFsLWRldmVsb3BtZW50L9IBRmh0dHBzOi8vd3d3LmljdHdvcmtzLm9yZy9pY3Q0ZC1kb25vcnMtY2hhbmdlZC1kaWdpdGFsLWRldmVsb3BtZW50L2FtcC8?oc=5
[2] https://www.ictworks.org/national-biometric-data-collection/#.Y3SLAQP9aD8.twitter
[2] https://www.ictworks.org/innovative-climate-technology-solutions/#.Y3Hen7S8d58.twitter
[2] https://www.ictworks.org/ict4d-donors-changed-digital-development/#.Y381NujFFlU.twitter
[2] https://www.ictworks.org/women-social-impact-ict-entrepreneurs/#.Y4RojBhHWi4.twitter

Top URLs in Tweet in G8:
[1] https://factcheck.afp.com/doc.afp.com.32PQ9TD

Top URLs in Tweet in G10:
[1] https://twitter.com/mtuchidev/status/1597095717893730304

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[76] ict4d
[8] comsteda19
[7] globaldev
[6] digitaldevelopment
[6] tech4good
[5] openaccess
[5] pycontz2022
[5] elearning
[5] ehealth
[4] dpg



Top Hashtags in Tweet in G1:
[4] research
[2] decarbonisationday
[2] cop27
[2] workingpaper
[2] southafrica
[2] openaccess
[2] learn
[2] tax
[2] propertytax
[1] taxtwitter

Top Hashtags in Tweet in G2:
[15] ict4d
[4] digitaltransformation
[3] ict4djapan
[2] agritech
[2] evaluation
[2] regenerativeagriculture
[2] change
[2] monitoring
[2] webmo
[1] gddf2023

Top Hashtags in Tweet in G3:
[6] globaldev

Top Hashtags in Tweet in G4:
[2] humanitarians
[2] ict4d

Top Hashtags in Tweet in G5:
[2] ict4d
[1] globaldev
[1] globalhealth
[1] digiawards

Top Hashtags in Tweet in G6:
[24] ict4d
[2] ethics
[2] futureofag
[2] agriculture
[2] livestock
[2] zimbabwe
[1] machinelearning
[1] earthobservation
[1] publichealth
[1] datascience

Top Hashtags in Tweet in G7:
[8] comsteda19

Top Hashtags in Tweet in G9:
[2] bhakari
[2] digiawards
[2] digitaldevelopment
[2] digitaldev
[2] digital
[2] ict4d

Top Hashtags in Tweet in G10:
[5] pycontz2022
[4] dpg
[3] gdhf2022
[3] health
[2] ict4d
[1] automation

Top Words
Top Words in Tweet in Entire Graph:
[76] #ict4d
[45] digital
[36] ict4d
[28] ictdtax
[26] development
[25] learning
[23] portal
[21] making
[20] 'tax
[20] years

Top Words in Tweet in G1:
[28] ictdtax
[23] learning
[23] portal
[20] 'tax
[19] glad
[19] two
[19] making
[19] six
[19] years
[19] live

Top Words in Tweet in G2:
[15] #ict4d
[5] ict4d
[4] #digitaltransformation
[4] development
[3] #ict4djapan
[3] information
[3] ictd
[3] science
[3] デジタル技術と国際開発
[3] agriculture

Top Words in Tweet in G3:
[6] #globaldev
[6] feat
[6] links
[4] many
[4] more
[4] 462
[2] brandaid_world
[2] aidnography
[2] kelseytuoc
[2] archive

Top Words in Tweet in G4:
[2] stucampo
[2] aficionados
[2] #humanitarians
[2] heatherleson
[2] jenniferchan7
[2] #ict4d
[2] gbueermann
[2] jos_berens
[2] ibid

Top Words in Tweet in G5:
[7] follow
[6] health
[6] global
[4] social
[4] ncmart
[4] more
[4] start
[4] accounts
[4] 10
[4] impact

Top Words in Tweet in G6:
[24] #ict4d
[14] thanks
[14] ict4d
[13] ict_works
[12] wayan_vota
[12] digital
[10] giving
[10] development
[10] donors
[10] changed

Top Words in Tweet in G7:
[8] information
[8] strand
[8] speaker
[8] three
[8] jude
[8] lubega
[8] prof
[8] keynote
[8] day
[8] #comsteda19

Top Words in Tweet in G8:
[13] shooting
[12] social
[12] springs
[12] afpfactcheck
[12] colorado
[12] spreading
[12] misinformation
[12] claiming
[12] media
[11] billdmccarthy

Top Words in Tweet in G9:
[2] #digitaldev
[2] mercycorps
[2] mofaganepal
[2] #ict4d
[2] usaid
[2] #digitaldevelopment
[2] #digiawards
[2] #digital
[2] usaidsaveslives
[2] #bhakari

Top Words in Tweet in G10:
[5] openfn
[5] sure
[5] mtuchidev
[5] #pycontz2022
[5] hey
[5] zanzibar
[5] check
[5] make
[5] openfn's
[5] one

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[23] learning,portal
[19] six,themes
[19] two,years
[19] see,ictdtax
[19] making,glad
[19] glad,see
[19] themes,'tax
[19] live,six
[19] years,making
[19] ictdtax,learning

Top Word Pairs in Tweet in G1:
[23] learning,portal
[19] making,glad
[19] ictdtax,learning
[19] see,ictdtax
[19] portal,live
[19] two,years
[19] glad,see
[19] themes,'tax
[19] six,themes
[19] years,making

Top Word Pairs in Tweet in G2:
[3] #ict4djapan,#ict4d
[2] regenerative,agriculture
[2] システムデザイン編開催,情報に価値を生むシステムデザインとは
[2] transformation,#digitaltransformation
[2] #digitaltransformation,#ict4d
[2] advisor,asia
[2] care,#change
[2] information,communication
[2] #digitaltransformation,#regenerativeagriculture
[2] デジタル技術と国際開発,オンラインコース

Top Word Pairs in Tweet in G3:
[6] #globaldev,links
[4] 462,feat
[4] links,462
[4] many,more
[2] craigpberry,brandaid_world
[2] aidnography,#globaldev
[2] gmasy,violazhouyi
[2] prhho,gdblunt
[2] feat,kelseytuoc
[2] brandaid_world,archive

Top Word Pairs in Tweet in G4:
[2] #ict4d,aficionados
[2] #humanitarians,#ict4d
[2] aficionados,heatherleson
[2] heatherleson,jenniferchan7
[2] jenniferchan7,jos_berens
[2] ibid,#humanitarians
[2] jos_berens,stucampo
[2] stucampo,gbueermann

Top Word Pairs in Tweet in G5:
[6] global,health
[4] know,start
[4] impact,know
[4] ict4d,global
[4] more,accounts
[4] follow,more
[4] social,impact
[4] health,social
[4] accounts,ict4d
[3] orgs,follow

Top Word Pairs in Tweet in G6:
[10] changed,digital
[10] donors,changed
[10] digital,development
[10] giving,thanks
[7] wayan_vota,ict_works
[5] iit,delhi
[5] thanks,#ict4d
[5] climate,resilience
[5] vaani,iit
[5] thanks,ict4d

Top Word Pairs in Tweet in G7:
[8] jude,lubega
[8] #comsteda19,keynote
[8] professor,information
[8] day,three
[8] strand,prof
[8] speaker,strand
[8] lubega,professor
[8] three,#comsteda19
[8] prof,jude
[8] keynote,speaker

Top Word Pairs in Tweet in G8:
[12] spreading,colorado
[12] social,media
[12] springs,shooting
[12] colorado,springs
[12] media,claiming
[12] afpfactcheck,misinformation
[12] shooting,social
[12] misinformation,spreading
[11] claiming,sh
[11] billdmccarthy,afpfactcheck

Top Word Pairs in Tweet in G9:
[2] #ict4d,mercycorps
[2] #digital,#ict4d
[2] #digitaldev,#digital
[2] #digitaldevelopment,#digitaldev
[2] mofaganepal,usaid
[2] #bhakari,#digiawards
[2] mercycorps,usaidsaveslives
[2] #digiawards,#digitaldevelopment
[2] usaidsaveslives,mofaganepal

Top Word Pairs in Tweet in G10:
[5] sure,check
[5] zanzibar,make
[5] one,amazing
[5] amazing,organizers
[5] organizers,#pycontz2022
[5] openfn's,mtuchidev
[5] hey,openfn's
[5] year,zanzibar
[5] make,sure
[5] #pycontz2022,year

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ictdtax
@maxgallien
@ict_works
@wayan_vota
@afpfactcheck
@billdmccarthy
@infotechdev
@johnolupot3
@openfn
@gdinclusion

Top Mentioned in G1:
@ictdtax
@maxgallien
@wilsonprichard
@latpforg
@santoro_fab

Top Mentioned in G2:
@amosdoornbos
@merltech
@agritechfarmsio

Top Mentioned in G3:
@kelseytuoc
@seymabayram0
@erocomfort
@philxbuchanan
@prhho
@gdblunt
@gmasy
@violazhouyi
@veletsianos
@craigpberry

Top Mentioned in G4:
@heatherleson
@jenniferchan7
@jos_berens
@stucampo
@gbueermann
@nordicgeo
@b
@benparker140
@hebajournalist
@pauladdobias

Top Mentioned in G5:
@ncmart
@jhpiego
@pathtweets
@jsihealth
@imc_worldwide
@pathfinderint
@intrahealth
@msf_usa
@pih
@mshhealthimpact

Top Mentioned in G6:
@ict_works
@wayan_vota
@gramvaani
@fortuny
@sida
@spidercenter
@cddmanchester
@nasiimwe
@impactofit
@rospenche

Top Mentioned in G7:
@johnolupot3
@nkumbauni
@educ_sportsug
@janetmuseveni
@ieeeorg
@innovationhubug

Top Mentioned in G8:
@afpfactcheck
@billdmccarthy

Top Mentioned in G9:
@mercycorps
@usaidsaveslives
@mofaganepal
@usaid
@usaidnepal
@usaid_digital
@globaldevlab
@usaidasiahq
@usaidasia

Top Mentioned in G10:
@mtuchidev
@openfn
@taylordowns2000

Top Tweeters
Top Tweeters in Entire Graph:
@ucloudify
@ricardo_ik_ahau
@ka_mung
@caring_mobile
@leeshutterbug
@nordicgeo
@prothomalo
@kebetubot
@autismsupsoc
@publichealthbot

Top Tweeters in G1:
@nonso2
@hamzakk
@fernandoloayza_
@hamarquette
@maxgallien
@brucebyiers
@atsekambodelmas
@ictdtax
@simbahamudi8
@taxresearchnet

Top Tweeters in G2:
@devnetjobsindia
@tohoza
@ngotendersjobs
@hotwasabl
@w94ishiken
@herryyf_boy
@globalyouthke
@amosdoornbos
@toshikazutanaka
@harusame_gasuki

Top Tweeters in G3:
@columlynch
@xriskology
@philxbuchanan
@aidnography
@willrworley
@scprocedure
@brandaid_world
@jairo_i_funez
@erocomfort
@arpanc_

Top Tweeters in G4:
@nordicgeo
@heatherleson
@densaer
@benparker140
@gislio
@scolesporter
@simulacrandrew
@veltsos
@stucampo
@hebajournalist

Top Tweeters in G5:
@autismsupsoc
@msf_usa
@jhpiego
@jsihealth
@imc_worldwide
@intrahealth
@mshhealthimpact
@pih
@leaferi
@pathfinderint

Top Tweeters in G6:
@publichealthbot
@fortuny
@futureofag
@wayan_vota
@impactofit
@sida
@ict_works
@southsouth1
@rospenche
@benjaoming

Top Tweeters in G7:
@wodngoo1
@johnolupot3
@geraldinebito20
@vickyvaroh
@ieeeorg
@nanyonzas
@nahuriramichael
@muhawedorothy
@bobsonhikerz
@educ_sportsug

Top Tweeters in G8:
@ka_mung
@leeshutterbug
@agha_shahzadeh
@damasoreyes
@laha_jeet
@elle_ham06
@dpfunke
@4012359d4
@danieljevon
@afpfactcheck

Top Tweeters in G9:
@usaid
@globaldevlab
@mercycorps
@usaidsaveslives
@usaidasia
@usaid_digital
@usaidasiahq
@usaidnepal
@mofaganepal
@upretyricha

Top Tweeters in G10:
@ucloudify
@eliaswalyba
@mtuchidev
@openfn
@taylordowns2000
@juliusmoshiro
@irabuteam


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