ICTD OR ICT4D, Twitter, 12/12/2022 7:07:21 AM, 286066


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ICTD OR ICT4D_2022-12-11_20-30-00.xlsx
ICTD OR ICT4D_2022-12-11_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 12, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3uFVXh1
@ictdtax
@nordicgeo
@ncmart
@dimagi
@usaid_digital
@iapad
@usaidnepal
@aidnography
@daiglobal
@openfn

Top hashtags:
#ict4d
#automation
#digitalization
#precision
#agriculture
#gdhf2022
#dpg
#digital
#globaldev

Description:
Description
The graph represents a network of 222 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, 12 December 2022 at 04:30 UTC.

The requested start date was Monday, 12 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 10-day, 14-hour, 59-minute period from Monday, 28 November 2022 at 02:58 UTC to Thursday, 08 December 2022 at 17:57 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 : 222
Unique Edges : 181
Edges With Duplicates : 279
Total Edges : 460
Number of Edge Types : 5
Retweet : 111
MentionsInRetweet : 187
Mentions : 125
Tweet : 31
Replies to : 6
Self-Loops : 34
Reciprocated Vertex Pair Ratio : 0.0775193798449612
Reciprocated Edge Ratio : 0.143884892086331
Connected Components : 40
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 42
Maximum Edges in a Connected Component : 129
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.186702
Graph Density : 0.00566629978394684
Modularity : 0.541659
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 222 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, 12 December 2022 at 04:30 UTC.

The requested start date was Monday, 12 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 10-day, 14-hour, 59-minute period from Monday, 28 November 2022 at 02:58 UTC to Thursday, 08 December 2022 at 17:57 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://nethope.org/webinars/building-a-technology-roadmap-for-fundraising-and-communication-success/
[3] https://aidnography.blogspot.com/2022/12/development-ict4d-digital-communication-academia-link-review-464.html
[3] https://www.ictd.ac/learn-with-us/
[3] https://www.kaikai.dev/fr/event/journee-de-l-agrotech-2022-11-30-1/register
[2] https://www.ictworks.org/techgirls-interactive-technology-camp/#.Y42WNPz6-P8.twitter
[2] https://www.ictworks.org/women-social-impact-ict-entrepreneurs/#.Y4RojBhHWi4.twitter
[2] https://www.ictworks.org/digital-health-transformation-investment/#.Y472760TYXE.twitter
[2] https://www.ictworks.org/digital-health-tools-tackle-covid-19/#.Y4cbsHMA3U8.twitter
[2] https://turn.io/
[2] https://www.thenews.com.pk/print/1017504-

Top URLs in Tweet in G1:
[2] https://www.ictd.ac/learn-with-us/
[1] https://buff.ly/3APVPz2
[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/
[1] https://www.ictd.ac/news/researchers-policymakers-discuss-tax-collection-sierra-leone-development/
[1] https://www.ictd.ac/theme/informal-tax/
[1] https://gleanersl.com/ictd-holds-two-days-conference-on-improving-tax-policy/
[1] https://www.ictd.ac/publication/enigma-central-local-government-relationship-impact-property-tax-administration-developing-countries-ghanaian-perspective/

Top URLs in Tweet in G2:
[4] https://nethope.org/webinars/building-a-technology-roadmap-for-fundraising-and-communication-success/
[1] https://twitter.com/NetHope_org/status/1593696856319885312
[1] https://twitter.com/telliotter/status/1599791376837005313
[1] https://twitter.com/georgetakei/status/1599051606179205120

Top URLs in Tweet in G3:
[1] http://www.fao.org/documents/card/en/c/cc2912en

Top URLs in Tweet in G4:
[3] https://aidnography.blogspot.com/2022/12/development-ict4d-digital-communication-academia-link-review-464.html
[2] https://aidnography.blogspot.com/2022/11/development-ict4d-digital-communication-academia-link-review-463.html

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

Top URLs in Tweet in G6:
[2] https://www.thenews.com.pk/print/1017504-
[1] https://www.linkedin.com/feed/update/urn:li:share:7002827886210535425
[1] https://www.ictd.ac/learn-with-us/
[1] https://twitter.com/MaxGallien/status/1597155867438514179
[1] https://www.swarmapp.com/c/aQEqugP7TBr
[1] https://thisisamos.com/2022/11/24/regenerative-agriculture-and-digital-transformation/
[1] https://www.mccormick.northwestern.edu/computer-science/people/outgoing-phds-postdocs.html?utm_source=twitter&utm_medium=social-post&utm_campaign=cs-news-promotion&utm_content=varied___&linkId=192004887
[1] https://www.linkedin.com/posts/muthonimasinde_iot-4ir-ict4d-activity-7004814433143132160-yOB3?utm_source=share&utm_medium=member_android
[1] https://twitter.com/SharifaSultana4/status/1599934511344910336
[1] https://bit.ly/3F5ORHH

Top URLs in Tweet in G7:
[1] https://twitter.com/mtuchidev/status/1597095717893730304

Top URLs in Tweet in G9:
[1] https://twitter.com/atingi_elearn/status/1597971196662120448

Top Domains
Top Domains in Tweet in Entire Graph:
[13] ictworks.org
[10] ictd.ac
[9] twitter.com
[5] blogspot.com
[4] nethope.org
[3] org.uk
[3] untalent.org
[3] kaikai.dev
[2] buff.ly
[2] turn.io

Top Domains in Tweet in G1:
[8] ictd.ac
[1] buff.ly
[1] gleanersl.com

Top Domains in Tweet in G2:
[4] nethope.org
[3] twitter.com

Top Domains in Tweet in G3:
[1] fao.org

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

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[2] linkedin.com
[2] twitter.com
[2] com.pk
[1] ictd.ac
[1] swarmapp.com
[1] thisisamos.com
[1] northwestern.edu
[1] bit.ly
[1] webmo.info
[1] mailchi.mp

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

Top Domains in Tweet in G9:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[53] ict4d
[21] automation
[20] digitalization
[20] precision
[20] agriculture
[10] gdhf2022
[7] dpg
[7] digital
[6] globaldev
[6] pycontz2022



Top Hashtags in Tweet in G1:
[5] taxfordevelopsalone
[5] taxation
[5] informal
[4] tax
[4] research
[3] un
[2] openaccess
[2] learn
[2] propertytax
[2] sierraleone

Top Hashtags in Tweet in G2:
[4] ict4d
[2] humanitarians
[1] techforgood
[1] techfornonprofits
[1] smem

Top Hashtags in Tweet in G3:
[20] automation
[20] digitalization
[20] precision
[20] agriculture
[1] d4ag
[1] ict4ag
[1] ict4d
[1] digital
[1] robotics
[1] agtech

Top Hashtags in Tweet in G4:
[6] globaldev

Top Hashtags in Tweet in G5:
[3] digiawards
[3] ict4d
[2] bhakari
[2] digitaldevelopment
[2] digitaldev
[2] digital

Top Hashtags in Tweet in G6:
[10] ict4d
[2] digitaltransformation
[2] regenerativeagriculture
[2] digitaldivide
[2] monitoring
[2] webmo
[1] datascience
[1] womenindatascience
[1] bangladesh
[1] stubbleburning

Top Hashtags in Tweet in G7:
[10] gdhf2022
[6] pycontz2022
[6] dpg
[5] ict4d
[3] health
[2] chatgpt
[1] opensource
[1] openfn
[1] techforgood
[1] automation

Top Hashtags in Tweet in G8:
[1] hci
[1] cscw
[1] ictd
[1] design
[1] recognition
[1] wellbeing
[1] faith
[1] feminism
[1] harassment
[1] justice

Top Hashtags in Tweet in G9:
[1] equalsintech
[1] bridgethedigitalgenderdivide
[1] ict4d

Top Hashtags in Tweet in G10:
[1] digital
[1] equity
[1] ict4d

Top Words
Top Words in Tweet in Entire Graph:
[53] #ict4d
[42] digital
[38] ictdtax
[26] learning
[25] two
[24] portal
[22] case
[21] live
[21] 'tax
[21] #automation

Top Words in Tweet in G1:
[38] ictdtax
[24] learning
[24] two
[24] portal
[21] 'tax
[20] glad
[20] making
[20] six
[20] years
[20] live

Top Words in Tweet in G2:
[4] register
[4] still
[4] thursday
[4] time
[4] happening
[4] #ict4d
[4] december
[4] salvationarmyus
[3] nethope_org
[3] heatherleson

Top Words in Tweet in G3:
[20] recently
[20] #precision
[20] case
[20] released
[20] studies
[20] #automation
[20] #digitalization
[20] #agriculture
[20] evidence
[20] leveraging

Top Words in Tweet in G4:
[6] many
[6] more
[6] #globaldev
[6] feat
[6] links
[4] 464
[2] aidnography
[2] knr21_cam
[2] may_darwich
[2] aanjalieroane

Top Words in Tweet in G5:
[3] #ict4d
[3] usaid
[3] follow
[3] #digiawards
[2] accounts
[2] more
[2] #digitaldev
[2] mercycorps
[2] ict4d
[2] impact

Top Words in Tweet in G6:
[10] #ict4d
[9] digital
[3] divide
[3] project
[3] science
[3] ictd
[2] #digitaldivide
[2] based
[2] regenerative
[2] #monitoring

Top Words in Tweet in G7:
[10] #gdhf2022
[9] openfn
[8] sure
[8] check
[6] one
[6] #pycontz2022
[6] hey
[6] mtuchidev
[6] taylordowns2000
[6] year

Top Words in Tweet in G8:
[7] cornell
[7] positions
[7] dm
[7] suggest
[7] tt
[7] plz
[7] job
[7] submitting
[7] edu
[7] applications

Top Words in Tweet in G9:
[3] visionary
[3] happens
[3] smart
[3] women
[3] space
[3] come
[3] ambitious
[3] impact
[3] together
[3] watch

Top Words in Tweet in G10:
[3] bartcammaerts
[3] marcelle
[3] gillian
[3] utsharon
[3] marc_raboy
[3] alison_gillwald
[3] wonderful
[3] hopeton
[3] celebrate
[2] dunnâ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[24] learning,portal
[20] six,themes
[20] portal,live
[20] two,years
[20] #automation,#digitalization
[20] making,glad
[20] case,studies
[20] recently,released
[20] released,leveraging
[20] #precision,#agriculture

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

Top Word Pairs in Tweet in G2:
[4] still,time
[4] happening,thursday
[4] december,still
[4] register,salvationarmyus
[4] time,register
[4] thursday,december
[3] heatherleson,jenniferchan7
[3] nethope_org,happening
[3] salvationarmyus,westerâ
[2] #humanitarians,#ict4d

Top Word Pairs in Tweet in G3:
[20] released,leveraging
[20] evidence,case
[20] #automation,#digitalization
[20] #agriculture,evidence
[20] case,studies
[20] leveraging,#automation
[20] recently,released
[20] #digitalization,#precision
[20] #precision,#agriculture
[19] iapad,recently

Top Word Pairs in Tweet in G4:
[6] #globaldev,links
[6] many,more
[4] links,464
[4] 464,feat
[2] aidnography,#globaldev
[2] bbhuttozardari,terencewoodnz
[2] may_darwich,mukeshkapila
[2] e_charani,bbhuttozardari
[2] links,463
[2] feat,knr21_cam

Top Word Pairs in Tweet in G5:
[2] know,start
[2] impact,know
[2] ict4d,global
[2] more,accounts
[2] usaidsaveslives,mofaganepal
[2] #digital,#ict4d
[2] #digitaldev,#digital
[2] follow,more
[2] social,impact
[2] health,social

Top Word Pairs in Tweet in G6:
[3] digital,divide
[2] regenerative,agriculture
[2] transformation,#digitaltransformation
[2] #digitaltransformation,#regenerativeagriculture
[2] agriculture,digital
[2] #regenerativeagriculture,#ict4d
[2] digital,transformation
[2] #digitaldivide,#ict4d
[2] digital,development
[2] pakistan's,digital

Top Word Pairs in Tweet in G7:
[8] sure,check
[6] #pycontz2022,year
[6] amazing,organizers
[6] hey,openfn's
[6] mtuchidev,one
[6] organizers,#pycontz2022
[6] openfn's,mtuchidev
[6] year,zanzibar
[6] make,sure
[6] one,amazing

Top Word Pairs in Tweet in G8:
[7] job,applications
[7] ss3634,cornell
[7] tt,postdoc
[7] applications,plz
[7] plz,suggest
[7] currently,submitting
[7] dm,ss3634
[7] positions,dm
[7] submitting,job
[7] cornell,edu

Top Word Pairs in Tweet in G9:
[3] ambitious,visionary
[3] space,happens
[3] smart,powerful
[3] watch,space
[3] happens,smart
[3] visionary,women
[3] come,together
[3] together,impact
[3] women,come
[3] powerful,ambitious

Top Word Pairs in Tweet in G10:
[3] marc_raboy,bartcammaerts
[3] alison_gillwald,marc_raboy
[3] wonderful,celebrate
[3] marcelle,hopeton
[3] celebrate,utsharon
[3] utsharon,alison_gillwald
[3] gillian,marcelle
[3] bartcammaerts,gillian
[2] dorotheakleine,wonderful
[2] hopeton,dunnâ

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ictdtax
@maxgallien
@iapad
@ict_works
@openfn
@sharifasultana4
@mtuchidev
@taylordowns2000
@cellasey
@vvandenboogaard

Top Mentioned in G1:
@ictdtax
@maxgallien
@nrasierraleone
@cellasey
@vvandenboogaard
@drjibao
@yakamajones
@fariyamohiuddin

Top Mentioned in G2:
@salvationarmyus
@nethope_org
@heatherleson
@jenniferchan7
@tylersradford
@gislio
@simulacrandrew
@densaer
@jcrowley
@jos_berens

Top Mentioned in G3:
@iapad
@fao

Top Mentioned in G4:
@aidnography
@knr21_cam
@e_charani
@bbhuttozardari
@terencewoodnz
@aanjalieroane
@may_darwich
@mukeshkapila
@menaalmunshey

Top Mentioned in G5:
@usaid
@mercycorps
@usaidsaveslives
@mofaganepal
@usaid_digital
@usaidnepal
@globaldevlab
@usaidasiahq
@usaidasia
@opensupplyhub

Top Mentioned in G6:
@amosdoornbos
@agritechfarmsio

Top Mentioned in G7:
@openfn
@mtuchidev
@taylordowns2000
@dimagi
@openmrs
@the_gdhn

Top Mentioned in G8:
@sharifasultana4

Top Mentioned in G9:
@womensw4
@itubdtdirector
@svenjaschulze68
@equals
@loly
@t

Top Mentioned in G10:
@utsharon
@alison_gillwald
@marc_raboy
@bartcammaerts
@dorotheakleine

Top Tweeters
Top Tweeters in Entire Graph:
@ucloudify
@ricardo_ik_ahau
@robotconsumer
@nordicgeo
@kebetubot
@publichealthbot
@tyrone876
@fortuny
@snwchnvn
@untalentjobs

Top Tweeters in G1:
@nonso2
@hamzakk
@mike_amanpene
@wbg_gov
@africanbizmag
@actionaid
@fernandoloayza_
@martinhearson
@hamarquette
@maxgallien

Top Tweeters in G2:
@nordicgeo
@salvationarmyus
@heatherleson
@densaer
@benparker140
@gislio
@scolesporter
@patrickmeier
@simulacrandrew
@veltsos

Top Tweeters in G3:
@robotconsumer
@tyrone876
@fao
@spectroag
@kenloh
@farmerscornerng
@agtechtimes
@aiworldon
@faoeagriculture
@tordeben

Top Tweeters in G4:
@columlynch
@mukeshkapila
@xriskology
@bbhuttozardari
@aidnography
@willrworley
@scprocedure
@jairo_i_funez
@arpanc_
@e_charani

Top Tweeters in G5:
@usaid
@globaldevlab
@mercycorps
@usaidsaveslives
@irexintl
@usaidasia
@datakind
@wikimedia
@usaid_digital
@ncmart

Top Tweeters in G6:
@amekitmfon
@a
@hotwasabl
@herryyf_boy
@amosdoornbos
@epediaconsult
@sabilaenun
@thezeescore
@seyaaa33
@northwesterncs

Top Tweeters in G7:
@ucloudify
@eliaswalyba
@openmrs
@dimagi
@mtuchidev
@the_gdhn
@openfn
@taylordowns2000
@juliusmoshiro
@irabuteam

Top Tweeters in G8:
@eunxkang
@sharifasultana4
@motahartamanna
@rei_039474
@mikejsack
@sylviahan_9511
@li_xiaoyan8

Top Tweeters in G9:
@womensw4
@t
@svenjaschulze68
@equals
@itubdtdirector
@tianarandriant2
@loly

Top Tweeters in G10:
@davidnsouter
@dorotheakleine
@alison_gillwald
@marc_raboy
@utsharon
@bartcammaerts


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