ICTD OR ICT4D, Twitter, 9/6/2021 5:13:02 AM, 261254


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ICTD OR ICT4D_2021-09-05_20-01-08.xlsx
ICTD OR ICT4D_2021-09-05_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 06, 2021
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/2YkqMLh
@albd1971
@ictdtax
@ictd_fr
@ishtiaquesia
@fortuny
@ictd2022
@wayan_vota
@ict_works
@rianetwork
@cipesaug

Top hashtags:
#ict4d
#digital
#bangladesh
#cashless
#tax
#treaties
#ict
#hiring
#digitalbangladesh
#gocashless

Description:
Description
The graph represents a network of 394 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, 06 September 2021 at 03:02 UTC.

The requested start date was Monday, 06 September 2021 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, 21-hour, 11-minute period from Monday, 23 August 2021 at 07:26 UTC to Sunday, 05 September 2021 at 04:38 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 : 394
Unique Edges : 286
Edges With Duplicates : 516
Total Edges : 802
Number of Edge Types : 5
Retweet : 213
MentionsInRetweet : 289
Mentions : 209
Tweet : 75
Replies to : 16
Self-Loops : 77
Reciprocated Vertex Pair Ratio : 0.0353982300884956
Reciprocated Edge Ratio : 0.0683760683760684
Connected Components : 65
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 43
Maximum Edges in a Connected Component : 123
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.409852
Graph Density : 0.00302243577323982
Modularity : 0.566258
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 394 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, 06 September 2021 at 03:02 UTC.

The requested start date was Monday, 06 September 2021 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, 21-hour, 11-minute period from Monday, 23 August 2021 at 07:26 UTC to Sunday, 05 September 2021 at 04:38 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:
[14] https://www.tbsnews.net/economy/next-step-digital-bangladesh-cashless-society-joy-292657
[7] https://www.ictd.ac/blog/mfn-clause-tax-treaties-jeopardising-tax-revenue-lower-income-countries/
[5] https://www.ictworks.org/open-source-internet-freedom-initiatives/#.YSNYtWTUhtA.twitter
[5] https://ict4d.org.uk/desc/
[5] https://tacticaltech.org/projects/data-detox-kit/
[4] https://tacticaltech.org/news/civil-society-data-policy/
[4] https://tacticaltech.org/projects/security-in-a-box/
[4] https://aidnography.blogspot.com/2021/08/development-ict4d-digital-communication-academia-link-review-413.html
[3] https://ict4d.jp/2021/09/01/gdx/
[3] https://cipesa.org/2021/08/forum-on-internet-freedom-in-africa-2021-fifafrica21-opens-for-registration/

Top URLs in Tweet in G1:
[5] https://www.ictd.ac/blog/mfn-clause-tax-treaties-jeopardising-tax-revenue-lower-income-countries/
[1] https://www.ictd.ac/fr/publication/role-des-technologies-de-linformation-et-de-la-communication-dans-loptimisation-des-revenus-fonciers-au-kenya-en-tanzanie-et-en-zambie/
[1] https://www.ictd.ac/fr/publication/de-linteret-dembaucher-plus-de-femmes-dans-les-autorites-fiscales-africaines-temoignage-de-ladministration-fiscale-ougandaise/
[1] https://www.ictd.ac/fr/blog/renforcer-evaluation-fonciere-fins-fiscales-dakar-senegal/
[1] https://www.ictd.ac/fr/publication/a-quoi-pourrait-ressembler-un-programme-dimposition-equitable/
[1] https://www.ictd.ac/fr/publication/faiblesse-administration-fiscale-afrique/
[1] https://www.ictd.ac/fr/publication/normes-reseaux-pouvoir-controle-comprendre-les-paiements-informels-et-les-intermediations-dans-le-commerce-frontalier-en-sierra-leone/
[1] https://buff.ly/3DwX4TH
[1] https://www.ictd.ac/news/research-proposals-call-tax-treaties-lower-income-countries/
[1] https://www.ictd.ac/blog/perspectives-progress-global-corporate-tax-reform-inclusive-framework-beps/

Top URLs in Tweet in G2:
[14] https://www.tbsnews.net/economy/next-step-digital-bangladesh-cashless-society-joy-292657

Top URLs in Tweet in G3:
[3] https://ictd.org/ictd2022/participate/call-for-papers/
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1971148?src=&cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1962234?src=&cookieSet=1
[1] https://twitter.com/ictd2022/status/1430941106498416651
[1] https://twitter.com/johansaebo/status/1426156146713370624

Top URLs in Tweet in G4:
[5] https://www.ictworks.org/open-source-internet-freedom-initiatives/#.YSNYtWTUhtA.twitter
[5] https://tacticaltech.org/projects/data-detox-kit/
[4] https://tacticaltech.org/projects/security-in-a-box/
[4] https://tacticaltech.org/news/civil-society-data-policy/
[3] https://www.ictworks.org/accurate-poverty-maps-lmic/#.YSdijvrAKH0.twitter
[3] https://cipesa.org/2021/08/forum-on-internet-freedom-in-africa-2021-fifafrica21-opens-for-registration/
[2] https://www.ictworks.org/open-source-internet-freedom-initiatives/
[2] https://cipesa.org/2021/08/leveraging-the-digital-space-to-combat-human-trafficking-in-dr-congo-mauritania-and-the-gambia/
[2] https://tacticaltech.org/news/digital-politics-uganda/
[2] https://www.internetsociety.org/blog/2021/08/a-partnership-to-advance-digital-rights-and-internet-development-in-africa/

Top URLs in Tweet in G5:
[2] https://www.ictd.ac/blog/mfn-clause-tax-treaties-jeopardising-tax-revenue-lower-income-countries/
[1] https://twitter.com/mikesdawson/status/1429049448378863616
[1] https://www.careerjobsinternational.org/jobs/unicef-chief-internal-capability-systems-p5-fixed-term-post-no-15578-ictd-digital-core-valencia-spain/
[1] https://www.careerjobsinternational.org/jobs/unicef-internship-business-relationships-management-value-realization-ictd-new-york-on-site-or-remote/
[1] https://www.unapcict.org/resources/ictd-infobank/e-learning-methodologies-and-good-practices-2021
[1] https://mnetax.com/
[1] https://www.youtube.com/watch?v=jDVUqZbjo50

[1] https://ictlogy.net/bibliography/reports/projects.php?idp=4504
[1] https://tweetedtimes.com/italiaopendata?s=tnp
[1] http://sautiafrica.org/sautis-quarterly-user-insights-report-april-june-2021/

Top URLs in Tweet in G6:
[4] https://aidnography.blogspot.com/2021/08/development-ict4d-digital-communication-academia-link-review-413.html
[1] https://aidnography.blogspot.com/2021/08/development-ict4d-digital-communication-academia-link-review-412.html

Top URLs in Tweet in G8:
[1] https://circleid.com/posts/20210310-spacexs-starlink-service-in-cuba-would-benefit-cuban-people-and-us/

Top Domains
Top Domains in Tweet in Entire Graph:
[20] ictworks.org
[18] twitter.com
[15] ictd.ac
[15] tacticaltech.org
[14] tbsnews.net
[10] org.uk
[5] blogspot.com
[5] cipesa.org
[5] arxiv.org
[5] ngotenders.net

Top Domains in Tweet in G1:
[13] ictd.ac
[2] twitter.com
[1] buff.ly
[1] linkedin.com

Top Domains in Tweet in G2:
[14] tbsnews.net

Top Domains in Tweet in G3:
[3] ictd.org
[2] tandfonline.com
[2] twitter.com

Top Domains in Tweet in G4:
[20] ictworks.org
[15] tacticaltech.org
[5] cipesa.org
[4] untalent.org
[2] gsma.com
[2] internetsociety.org
[2] mailchi.mp
[1] a4ai.org
[1] ipsnews.net
[1] afteegypt.org

Top Domains in Tweet in G5:
[3] thisisamos.com
[2] twitter.com
[2] careerjobsinternational.org
[2] ictd.ac
[2] techvenue.com
[2] facebook.com
[1] unapcict.org
[1] mnetax.com
[1] youtube.com
[1] ictlogy.net

Top Domains in Tweet in G6:
[5] blogspot.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[125] ict4d
[50] digital
[48] bangladesh
[48] cashless
[18] tax
[16] treaties
[14] ict
[13] hiring
[13] digitalbangladesh
[12] gocashless



Top Hashtags in Tweet in G1:
[18] tax
[16] treaties
[11] mfn
[8] recherche
[8] blog
[6] taxtwitter
[5] callforproposal
[3] emploi
[3] féminin
[3] parité

Top Hashtags in Tweet in G2:
[48] digital
[48] bangladesh
[48] cashless
[13] ict
[13] digitalbangladesh
[13] ict4d
[12] gocashless
[1] itu

Top Hashtags in Tweet in G3:
[10] ict4d
[6] ictd2022
[2] data4dev
[1] ictd
[1] degenerative
[1] platforms4d

Top Hashtags in Tweet in G4:
[46] ict4d
[7] opensource
[5] privacy
[5] security
[4] itandtelecoms
[4] unjobs
[4] untalent
[4] datapolicy
[3] fifafrica21
[2] uganda

Top Hashtags in Tweet in G5:
[8] ict4d
[2] tech
[2] event
[2] boston
[1] afghanistan
[1] afghanlivesmatter
[1] cybersecurity
[1] transformaçãodigital
[1] development
[1] socialenterprise

Top Hashtags in Tweet in G6:
[7] globaldev

Top Hashtags in Tweet in G8:
[2] cuba
[1] ict4d

Top Hashtags in Tweet in G9:
[8] 2021seedsforthefuturekenya
[4] sftflecture
[4] ict4d
[1] ai
[1] seedsforthefuture

Top Words
Top Words in Tweet in Entire Graph:
[125] #ict4d
[79] digital
[54] society
[53] ictd2022
[53] next
[51] building
[51] accountability
[50] #digital
[50] ensure
[49] step

Top Words in Tweet in G1:
[24] ictdtax
[18] #tax
[17] ictd_fr
[16] #treaties
[14] lower
[14] income
[14] countries
[11] #mfn
[10] tax
[8] #recherche

Top Words in Tweet in G2:
[48] next
[48] step
[48] #digital
[48] #bangladesh
[48] building
[48] #cashless
[48] society
[48] ensure
[48] transparency
[48] accountability

Top Words in Tweet in G3:
[52] ictd2022
[37] cfp
[37] seattle
[37] wa
[35] deadline
[35] jan
[35] 15
[35] aoe
[29] 2022
[25] papers

Top Words in Tweet in G4:
[46] #ict4d
[24] digital
[20] wayan_vota
[13] apply
[13] internet
[12] fortuny
[11] freedom
[11] ict_works
[10] 000
[8] security

Top Words in Tweet in G5:
[14] ict4d
[8] #ict4d
[7] ictd
[7] digital
[7] development
[5] tax
[5] more
[5] information
[5] group
[5] london

Top Words in Tweet in G6:
[7] #globaldev
[7] links
[4] aidnography
[4] archive
[4] feat
[3] m_older
[3] colleendaniels8
[3] s_ristovska
[3] jacobkushner
[2] claudie_l

Top Words in Tweet in G7:
[3] althea

Top Words in Tweet in G8:
[2] spacexstarlink
[2] service
[2] #cuba
[2] benefit
[2] cuban
[2] people
[2] spacex
[2] elonmusk
[2] offer
[2] starlink

Top Words in Tweet in G9:
[14] huaweikenya
[13] tech
[13] development
[12] dr
[12] andrew
[12] karlyn
[9] driver
[8] #2021seedsforthefuturekenya
[8] sr
[8] advisor

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[48] next,step
[48] step,#digital
[48] #digital,#bangladesh
[48] #bangladesh,building
[48] building,#cashless
[48] #cashless,society
[48] society,ensure
[48] ensure,transparency
[48] transparency,accountability
[48] accountability,mobility

Top Word Pairs in Tweet in G1:
[16] #tax,#treaties
[14] lower,income
[14] income,countries
[9] ictdtax,ictd_fr
[6] thanks,ictdtax
[6] ictd_fr,publication
[6] publication,#tax
[6] #treaties,#mfn
[6] #mfn,#taxtwitter
[5] #callforproposal,seeking

Top Word Pairs in Tweet in G2:
[48] next,step
[48] step,#digital
[48] #digital,#bangladesh
[48] #bangladesh,building
[48] building,#cashless
[48] #cashless,society
[48] society,ensure
[48] ensure,transparency
[48] transparency,accountability
[48] accountability,mobility

Top Word Pairs in Tweet in G3:
[37] cfp,ictd2022
[37] seattle,wa
[35] deadline,jan
[35] jan,15
[21] plz,cfp
[21] ictd2022,deadline
[21] 15,aoe
[21] aoe,conference
[21] conference,take
[21] take,place

Top Word Pairs in Tweet in G4:
[10] internet,freedom
[7] apply,300
[7] 300,000
[7] 000,#opensource
[7] #opensource,internet
[7] freedom,initiatives
[7] initiatives,#ict4d
[7] #ict4d,wayan_vota
[7] #ict4d,ict_works
[5] fortuny,apply

Top Word Pairs in Tweet in G5:
[4] information,communication
[3] communication,technologies
[2] ictd,digital
[2] tax,treaties
[2] lower,income
[2] income,countries
[2] sep,ict4d
[2] ict4d,meet
[2] meet,important
[2] important,currently

Top Word Pairs in Tweet in G6:
[7] #globaldev,links
[4] aidnography,#globaldev
[4] links,feat
[3] links,m_older
[3] m_older,colleendaniels8
[3] colleendaniels8,s_ristovska
[3] s_ristovska,jacobkushner
[3] jacobkushner,archive
[2] feat,claudie_l
[2] claudie_l,alicemakepeace

Top Word Pairs in Tweet in G8:
[2] spacexstarlink,service
[2] service,#cuba
[2] #cuba,benefit
[2] benefit,cuban
[2] cuban,people
[2] people,spacex
[2] spacex,elonmusk
[2] elonmusk,offer
[2] offer,starlink

Top Word Pairs in Tweet in G9:
[12] dr,andrew
[12] andrew,karlyn
[9] tech,driver
[9] driver,development
[8] karlyn,sr
[8] sr,advisor
[8] advisor,living_goods
[8] living_goods,highlights
[8] highlights,tech
[8] development,including

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ictdtax
@albd1971
@ishtiaquesia
@wayan_vota
@ictd_fr
@ictd2022
@fortuny
@rianetwork
@sajeebwazed
@itu

Top Mentioned in G1:
@ictdtax
@ictd_fr
@deepakkapoorirs
@ataftax
@crescontact
@wilsonprichard
@licylaw
@arewamoyo
@idrc_braco
@acbf_official

Top Mentioned in G2:
@albd1971
@sajeebwazed
@itu
@wsisprocess
@sheikhtaposh
@pugolcldvcpkofs
@adityadvocate
@bslcentral
@tonmoymp
@ibrahim220bsl

Top Mentioned in G3:
@ishtiaquesia
@ictd2022
@ifip_94
@infotechdev
@saraksha
@emrys_s
@silviahedley
@carlabonina
@kmkoskinen

Top Mentioned in G4:
@wayan_vota
@fortuny
@ict_works
@unicef
@cipesaug
@phat_controller
@webfoundation
@datakind
@harvard

Top Mentioned in G5:
@esoko

Top Mentioned in G6:
@aidnography
@m_older
@colleendaniels8
@s_ristovska
@jacobkushner
@claudie_l
@alicemakepeace
@lara_mckenzie
@enugu62
@fp2p

Top Mentioned in G7:
@altheanetwork
@dez_blanchfield
@anne_r333
@helenclarknz
@danidelvalleok
@grant4tel1
@bodo_immink
@philipogola
@adsoc_kenya
@governornanok

Top Mentioned in G8:
@spacexstarlink
@spacex
@elonmusk
@larrypress
@joebiden
@oscarvisiedo
@arcamachox
@norges14
@anelsona
@camilocondis

Top Mentioned in G9:
@huaweikenya
@living_goods
@kenkiplaa
@huawei
@esthern26613823
@rimwakas

Top Mentioned in G10:
@mike_ewen
@drcdarmstrong
@ejarmstrong
@grahamscott14
@jisc
@uohacademy
@huuchemsoc
@dr_timp

Top Tweeters
Top Tweeters in Entire Graph:
@_redfrog
@kmontenegro
@jeandoobs
@opensource_orgs
@gdprai
@mojamesapted
@m_older
@dez_blanchfield
@nottaconformist
@digitaltransf11

Top Tweeters in G1:
@jeandoobs
@dakarbot
@caesq
@mustaphandajiwo
@salilbijur
@uct_news
@abdulmc
@licylaw
@jchaisse
@willfitzgibbon

Top Tweeters in G2:
@ashtala
@mukta_rahman
@arafat1201314
@islam_pinu
@cutecat66388178
@mdmitonislam1
@vnouka
@khanaminul1951
@albd1971
@itu

Top Tweeters in G3:
@monrodriguez
@emrys_s
@dilrukshi_lk
@cansu_ed
@silviahedley
@nervoxavier
@fransassetti
@carlabonina
@manikantroy
@saraksha

Top Tweeters in G4:
@_redfrog
@kmontenegro
@opensource_orgs
@gdprai
@twsgy
@fortuny
@undp
@info_activism
@scibot6
@unicef

Top Tweeters in G5:
@nottaconformist
@kiwibrew
@lurebecchi
@bostontechevent
@lcptuk
@italiaopendata
@abdi_digital
@erichamisi
@icuclearning
@mnetax

Top Tweeters in G6:
@m_older
@fp2p
@devpolicy
@kbolongaro
@aidnography
@enugu62
@jacobkushner
@susannahbirkwoo
@claudie_l
@vishwassatgar

Top Tweeters in G7:
@dez_blanchfield
@philipogola
@helenclarknz
@rwandaict
@locham_david
@anne_r333
@sonja_ict4d
@governornanok
@bodo_immink
@altheanetwork

Top Tweeters in G8:
@camilocondis
@norges14
@chs01916618
@chiringadecuba
@elyuma
@elonmusk
@oscarvisiedo
@anelsona
@joebiden
@larrypress

Top Tweeters in G9:
@huawei
@bry_kimatia
@living_goods
@huaweikenya
@kenkiplaa
@assignments_a
@judyachieng9
@rayykatam
@omondi_otis
@prettybrian1

Top Tweeters in G10:
@jisc
@drcdarmstrong
@hopkinsmmi
@grahamscott14
@leefallin
@mike_ewen
@ejarmstrong
@uohacademy
@dr_timp
@huuchemsoc


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