ICTD OR ICT4D, Twitter, 8/13/2019 2:16:04 PM, 206638


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ICTD OR ICT4D_2019-08-13_05-28-49.xlsx
ICTD OR ICT4D_2019-08-13_05-28-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2019
Short Description:
ICTD OR ICT4D via NodeXL http://bit.ly/2MZ6AqI
@phat_controller
@3rdcultureme
@dial_community
@ict_works
@ids_uk
@unescoict4d
@dfid_uk
@idia2020
@unu_cs
@martinhearson

Top hashtags:
#ict4d
#savsign10
#sheplus
#innovation
#digitalid
#rice
#zimbabwe
#digitalag

Description:
Description
The graph represents a network of 622 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 Tuesday, 13 August 2019 at 12:28 UTC.

The requested start date was Monday, 12 August 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 19-hour, 37-minute period from Monday, 29 July 2019 at 03:57 UTC to Sunday, 11 August 2019 at 23:34 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 : 622
Unique Edges : 721
Edges With Duplicates : 357
Total Edges : 1078
Number of Edge Types : 3
Mentions : 886
Tweet : 171
Replies to : 21
Self-Loops : 171
Reciprocated Vertex Pair Ratio : 0.0625
Reciprocated Edge Ratio : 0.117647058823529
Connected Components : 86
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 300
Maximum Edges in a Connected Component : 601
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 5.21021
Graph Density : 0.00198052099352253
Modularity : 0.656449
NodeXL Version : 1.0.1.418

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[11] https://dai-global-digital.com/new-usaid-guide-how-to-create-digital-id-for-inclusive-development.html
[6] https://www.facebook.com/notes/snet-street-network-cuba-perfil-oficial/fin-de-snet/2409301609157415/
[5] http://www.ictworks.org/?p=7707
[5] http://www.ictworks.org/?p=11172
[5] https://dai-global-digital.com/digital-identity-series-part-3-digital-identity-and-exclusion.html
[5] https://twitter.com/UNU_CS/status/1155728432464093186
[4] https://dai-global-digital.com/facebooks-libra-currency-a-digital-development-perspective.html
[3] http://www.ictworks.org/?p=6618
[3] http://Tongdot.Com
[3] http://www.ictworks.org/?p=7128

Top URLs in Tweet in G1:
[1] https://openknowledge.worldbank.org/handle/10986/31967

Top URLs in Tweet in G2:
[2] https://www.ictd.ac/publication/safe-harbour-regimes-in-transfer-pricing-an-african-perspective/
[1] https://www.ictd.ac/blog/taxing-digital-transnational-corporations-indian-policy-initiatives/
[1] https://www.ictd.ac/blog/africa-responds-to-the-inclusive-frameworks-digital-tax-agenda/
[1] https://www.ictd.ac/publication-filter/?_sft_publication-type=working-paper
[1] https://mailchi.mp/ictd/our-100th-working-paper
[1] https://www.ictd.ac/publication/economics-tobacco-control-nigeria-modelling-fiscal-health-excise-tax/

Top URLs in Tweet in G3:
[2] https://twitter.com/CDIManchester/status/1158361259676524545
[2] https://childmortality.org/
[1] https://twitter.com/NiNanjira/status/1159356646331768833
[1] https://twitter.com/newhumanitarian/status/1156154221416374273
[1] https://twitter.com/CivicTechAfrica/status/1156489677962174464
[1] http://www.appropriatingtechnology.org/
[1] https://journals.sagepub.com/doi/full/10.1177/2056305119863146
[1] https://www.youtube.com/watch?feature=youtu.be&v=w6D-fSkcVHw&app=desktop
[1] https://twitter.com/Nanjala1/status/1156599180762238976
[1] https://twitter.com/tarushijio/status/1157347501298606081

Top URLs in Tweet in G4:
[5] http://www.ictworks.org/?p=11172
[4] http://www.ictworks.org/?p=7707
[3] http://www.ictworks.org/?p=11286
[3] http://www.ictworks.org/?p=11291
[3] http://www.ictworks.org/?p=8844
[3] http://www.ictworks.org/?p=7128
[3] http://www.ictworks.org/?p=6618
[3] https://course.tc/catalog/course/tc116-blockchain-for-international-development
[2] https://www.ictworks.org/present-future-data-collection-analysis-ict4d/#.XUvrFS2Q1p8
[2] https://www.ictworks.org/do-icts-make-evaluation-more-inclusive-or-more-extractive/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G5:
[9] https://dai-global-digital.com/new-usaid-guide-how-to-create-digital-id-for-inclusive-development.html
[5] https://dai-global-digital.com/digital-identity-series-part-3-digital-identity-and-exclusion.html
[4] https://dai-global-digital.com/facebooks-libra-currency-a-digital-development-perspective.html
[2] https://hackaday.com/2019/06/13/hackaday-superconference-rob-ryan-silva-on-designing-for-developing-environments/
[2] https://dai-global-digital.com/new-cda-insights-publication-building-the-future-of-tech-enabled-agriculture.html
[1] https://dai-global-digital.com/cybersecurity-for-health-professionals.html
[1] https://dai-global-digital.com/cybersecurity-lessons-from-ukraine.html
[1] https://ict4dconference2019.pathable.com/meetings/973526
[1] https://digitalimpactalliance.org/research/demandaggregation/
[1] https://twitter.com/ICT_Works/status/1156905953595285504

Top URLs in Tweet in G6:
[5] https://twitter.com/UNU_CS/status/1155728432464093186
[2] https://www.idia2020.com/submission-instructions/
[2] https://unu.edu/about/fellowship/young-information-and-communication-technologies-and-development-ictd-fellow.html?utm_content=bufferc5815&utm_medium=social&utm_source=unutwitter&utm_campaign=buffer#overview
[1] https://idia2020.com/
[1] https://cs.unu.edu/join/
[1] https://www.womenconnectchallenge.org/
[1] https://twitter.com/ReviSterling/status/1156590515959320576

Top URLs in Tweet in G7:
[2] https://www.energypedia-consult.com/en/webinars/webmo-live-software-demo?pk_campaign=August
[2] webmo
[2] https://www.ictworks.org/present-future-data-collection-analysis-ict4d/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.ictworks.org/demand-aggregation-secret-ict4d-success/?utm_source=dlvr.it&utm_medium=twitter
[2] https://openknowledge.worldbank.org/handle/10986/31967
[1] https://twitter.com/ReutersTech/status/1155752509576753152
[1] https://www.meetup.com/ICT4D-Boston/events/263498728/
[1] https://ict4d.jp/2019/07/02/phd-for-good/
[1] demo&utm_content=buffer315d1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://sorkarichakuri.com/ictd-jobs-circular-2019/

Top URLs in Tweet in G8:
[2] https://twitter.com/SFHGFMalariapr1/status/1157356066776211457
[1] https://twitter.com/SFHNigeria/status/1157279758369136640

Top URLs in Tweet in G9:
[2] http://savsign.org/
[1] https://twitter.com/savsign/status/1156884200143958016

Top URLs in Tweet in G10:
[1] https://www.youtube.com/watch?v=4k2pXrhfT6I&feature=youtu.be

[1] http://www.agrishare.app
[1] https://18.re-publica.com/de/session/fighting-hunger-digital-innovations
[1] https://twitter.com/mijustin/status/1104136714761560064

Top Domains
Top Domains in Tweet in Entire Graph:
[67] ictworks.org
[47] twitter.com
[24] dai-global-digital.com
[9] ictd.ac
[8] facebook.com
[5] tongdot.com
[5] thisisamos.com
[5] worldbank.org
[4] mailchi.mp
[4] blogspot.com

Top Domains in Tweet in G1:
[1] worldbank.org

Top Domains in Tweet in G2:
[6] ictd.ac
[1] mailchi.mp

Top Domains in Tweet in G3:
[10] twitter.com
[2] childmortality.org
[1] appropriatingtechnology.org
[1] sagepub.com
[1] youtube.com
[1] ucsb.edu
[1] salesforce.org
[1] pdc.org
[1] good2u.ru
[1] blogspot.com

Top Domains in Tweet in G4:
[59] ictworks.org
[3] course.tc
[2] dai-global-digital.com
[2] twitter.com
[2] surveycto.com
[2] esoko.com
[1] geopoll.com

Top Domains in Tweet in G5:
[22] dai-global-digital.com
[2] hackaday.com
[2] digitalimpactalliance.org
[2] twitter.com
[1] pathable.com
[1] ictworks.org
[1] technologysalon.org
[1] we-make-money-not-art.com

Top Domains in Tweet in G6:
[6] twitter.com
[3] idia2020.com
[3] unu.edu
[1] womenconnectchallenge.org

Top Domains in Tweet in G7:
[6] ictworks.org
[4] twitter.com
[2] energypedia-consult.com
[2] linkedin.com
[2] worldbank.org
[1] meetup.com
[1] ict4d.jp
[1] sorkarichakuri.com
[1] washingtonpost.com
[1] tchadcarriere.com

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

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

Top Domains in Tweet in G10:
[1] youtube.com
[1] agrishare.app
[1] re-publica.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[317] ict4d
[73] savsign10
[41] sheplus
[27] innovation
[24] digitalid
[14] rice
[13] zimbabwe
[12] digitalag
[10] humanitarian
[10] savsign



Top Hashtags in Tweet in G1:
[1] ict4d

Top Hashtags in Tweet in G2:
[1] fiscalité
[1] développement
[1] research
[1] tax4dev

Top Hashtags in Tweet in G3:
[24] ict4d
[11] digitalid
[4] civictech
[4] humanitarian
[3] ictd
[2] m4d
[2] data
[2] l10n
[1] tech4good
[1] hudumanamba

Top Hashtags in Tweet in G4:
[62] ict4d
[7] data
[6] datacollection
[5] globaldev
[4] usaid
[4] dataanalysis
[4] agiledevelopment
[4] blockchain
[4] ai
[4] monitoring

Top Hashtags in Tweet in G5:
[32] ict4d
[10] digitalid
[9] digitaldai
[6] digitalacceleration
[6] london
[5] aid
[5] digitalpublicgoods
[4] facebook
[4] digital
[3] mobile

Top Hashtags in Tweet in G6:
[7] ict4d
[3] tech4good
[3] macau
[2] civictech
[2] idia2020
[1] digitalid
[1] fintech
[1] smarttourism
[1] sustainabledevelopment
[1] jobs

Top Hashtags in Tweet in G7:
[17] ict4d
[2] webmo
[2] monitoring
[2] ompt
[1] boston
[1] savsign10
[1] sheplus
[1] savanasignatures10
[1] evaluation
[1] futurefriday

Top Hashtags in Tweet in G8:
[9] kadunallincampaign2019
[9] kaduna
[3] ict4d
[2] togetherwewin
[2] sfh
[2] malariamustdie
[2] elijah
[1] gf
[1] llin
[1] digitalwealthbook

Top Hashtags in Tweet in G9:
[72] savsign10
[70] ict4d
[40] sheplus
[10] savsign
[2] srhr
[2] technologies
[1] savanasignatures
[1] womenempowerment
[1] prof

Top Hashtags in Tweet in G10:
[13] zimbabwe
[9] ict4d
[8] agrishare
[8] malawi
[5] zerohunger
[4] kurimamari
[2] bulawayo
[2] ict4ag
[2] magric
[2] agritech

Top Words
Top Words in Tweet in Entire Graph:
[591] Words in Sentiment List#1: Positive
[127] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[15555] Non-categorized Words
[16273] Total Words
[316] #ict4d
[230] ã
[119] 3
[108] billion
[89] more

Top Words in Tweet in G1:
[105] billion
[104] 3
[53] 5
[52] 2016
[52] more
[52] 7
[52] mobile
[52] cellular
[52] subscriptions
[52] worldwide

Top Words in Tweet in G2:
[48] paper
[40] ezenagu
[36] published
[32] safe
[32] harbour
[32] regimes
[32] transfer
[32] pricing
[27] ictdtax
[27] working

Top Words in Tweet in G3:
[24] #ict4d
[23] digital
[21] development
[13] phat_controller
[11] #digitalid
[11] social
[9] cdimanchester
[8] reflect
[7] term
[6] ids_uk

Top Words in Tweet in G4:
[62] #ict4d
[34] ict_works
[27] data
[17] development
[13] ict4d
[12] collection
[12] digital
[10] out
[9] future
[9] analysis

Top Words in Tweet in G5:
[32] #ict4d
[17] daiglobal
[14] development
[14] dial_community
[11] usaid_digital
[10] #digitalid
[10] chloemessenger
[9] new
[9] usaid
[9] guide

Top Words in Tweet in G6:
[40] unu_cs
[35] young
[30] change
[29] idia2020
[21] applications
[21] ictd
[21] submit
[21] application
[20] fellowship
[19] papers

Top Words in Tweet in G7:
[19] ã
[17] #ict4d
[13] ict4d
[5] new
[4] next
[4] future
[4] cambodia
[4] development
[3] know
[3] live

Top Words in Tweet in G8:
[23] ict4d
[18] day
[17] sfhgfmalariapr1
[11] redemption
[10] using
[10] communities
[10] net
[10] distribution
[9] #kadunallincampaign2019
[9] 5

Top Words in Tweet in G9:
[72] #savsign10
[69] #ict4d
[40] #sheplus
[30] savsign
[28] technology
[22] braveafrican
[17] prof
[16] ghana
[15] 10
[14] lives

Top Words in Tweet in G10:
[13] #zimbabwe
[9] #ict4d
[9] digital
[9] welthungerhilfe
[8] #agrishare
[8] franzikerting
[8] #malawi
[8] exchange
[7] learn
[6] whhzimbabwe

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[132] ã,ã
[55] 3,5
[55] 5,billion
[53] 2016,more
[53] more,7
[53] 7,3
[53] 3,billion
[53] billion,mobile
[53] mobile,cellular
[53] cellular,subscriptions

Top Word Pairs in Tweet in G1:
[53] 5,billion
[52] 2016,more
[52] more,7
[52] 7,3
[52] 3,billion
[52] billion,mobile
[52] mobile,cellular
[52] cellular,subscriptions
[52] subscriptions,worldwide
[52] worldwide,globally

Top Word Pairs in Tweet in G2:
[32] paper,safe
[32] safe,harbour
[32] harbour,regimes
[32] regimes,transfer
[32] transfer,pricing
[26] working,paper
[22] pricing,african
[21] pleased,announce
[21] announce,paper
[21] now,published

Top Word Pairs in Tweet in G3:
[16] digital,development
[7] development,digital
[6] #digitalid,kenya
[6] kenya,reflect
[6] reflect,reproduce
[6] reproduce,amplify
[6] amplify,existing
[6] existing,patterns
[6] patterns,social
[6] social,exclusion

Top Word Pairs in Tweet in G4:
[11] data,collection
[8] collection,analysis
[7] future,data
[7] check,out
[6] present,future
[6] responsible,data
[6] digital,development
[5] analysis,ict4d
[5] 4,artificial
[5] artificial,intelligence

Top Word Pairs in Tweet in G5:
[9] new,usaid
[9] usaid,guide
[9] inclusive,development
[9] usaid_digital,#ict4d
[8] create,#digitalid
[8] #digitalid,inclusive
[8] development,usaid_digital
[6] know,host
[6] host,techsalon
[6] techsalon,#london

Top Word Pairs in Tweet in G6:
[20] young,ictd
[20] ictd,fellowship
[19] extended,deadline
[19] deadline,receiving
[19] receiving,applications
[19] applications,young
[19] fellowship,programme
[19] programme,submit
[19] submit,application
[16] unu_cs,extended

Top Word Pairs in Tweet in G7:
[8] ã,ã
[3] live,demo
[3] present,future
[3] future,data
[3] data,collection
[3] collection,analysis
[3] analysis,ict4d
[3] demand,aggregation
[3] aggregation,secret
[3] secret,ingredient

Top Word Pairs in Tweet in G8:
[10] using,ict4d
[9] #kadunallincampaign2019,day
[9] day,5
[9] 5,using
[9] ict4d,identify
[9] identify,communities
[9] communities,net
[9] net,cards
[9] cards,redeemed
[9] recap,day

Top Word Pairs in Tweet in G9:
[31] #savsign10,#ict4d
[18] #ict4d,#sheplus
[14] #ict4d,#savsign10
[13] #savsign10,#sheplus
[13] #sheplus,#ict4d
[12] 10,years
[11] savana,signatures
[10] #savsign,#savsign10
[9] improve,lives
[7] technology,prof

Top Word Pairs in Tweet in G10:
[6] week,#malawi
[6] #malawi,digital
[6] digital,innovation
[6] innovation,team
[6] team,visits
[6] visits,#zimbabwe
[6] #zimbabwe,exchange
[6] exchange,learn
[6] learn,several
[6] several,years

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@wbpubs
@ezenagu
@unu_cs
@ict_works
@ictdtax
@savsign
@martinhearson
@braveafrican
@daiglobal
@irri

Top Mentioned in G1:
@wbpubs

Top Mentioned in G2:
@ezenagu
@ictdtax
@martinhearson
@preciousakanonu
@ictd_fr
@ids_uk
@dfid_research
@gatesfoundation
@joezila

Top Mentioned in G3:
@phat_controller
@cdimanchester
@ids_uk
@ictdtax
@ninanjira
@martinhearson
@ezenagu
@facebook
@un
@densaer

Top Mentioned in G4:
@ict_works
@techchange
@surveycto
@stellar
@humanitariangc
@daiglobal
@usaid
@usaid_digital
@dobility
@satelligenceeo

Top Mentioned in G5:
@daiglobal
@dial_community
@usaid_digital
@chloemessenger
@usaid
@techsalon
@accentureuk
@dfid_digital
@libra_

Top Mentioned in G6:
@unu_cs
@idia2020
@alibaba_cloud
@qinghuang15
@fransassetti
@ununiversity
@carolinekhene
@phat_controller
@yourmacau
@revisterling

Top Mentioned in G8:
@sfhgfmalariapr1
@dfid_uk
@sfhnigeria
@aimjoey
@sfhernest
@nmepng
@omojuwa
@omokhudu_i
@deborahmker

Top Mentioned in G9:
@savsign
@braveafrican
@niinarkuquaynor
@agbedela
@emefaehla
@rashidair
@balahairiya
@mbahcollins8
@mohammedrahaina

Top Mentioned in G10:
@welthungerhilfe
@franzikerting
@whhzimbabwe
@ctdtzimbabwe
@nigelrtg
@agri_share
@republica
@android
@childgrowthmon
@whh_india

Top Tweeters
Top Tweeters in Entire Graph:
@omojuwa
@santchiweb
@kofi_klu
@abdoul_official
@iamlancaster1
@tobhar4arsenal
@philshapiro
@ajenews
@iyaahhassan14
@wunpini_fm

Top Tweeters in G1:
@iamlancaster1
@tobhar4arsenal
@iyaahhassan14
@elbeeb_4u
@tabi_henry
@jonathanotcher1
@aleeyouomar
@mnarbs
@musteey1961
@adammstonny

Top Tweeters in G2:
@kofi_klu
@ubervd
@tonysangle
@mustaphandajiwo
@nonso2
@alexcobham
@leoterfautor
@micahesq
@masayoshimu
@dfid_research

Top Tweeters in G3:
@ajenews
@ninanjira
@nanjala1
@jmmuriu
@nordicgeo
@sunil_abraham
@un
@tarushijio
@anandstweets
@unicef

Top Tweeters in G4:
@mojamesapted
@thisweekinnepal
@kaenkay
@healthcarewen
@guahuc
@fao
@wfp
@techchange
@ict_works
@craigaatkinson

Top Tweeters in G5:
@hackaday
@usaid
@daiglobal
@downey
@botindigi
@actoratlas
@asolisdu
@accentureuk
@farmradio
@usaid_digital

Top Tweeters in G6:
@baldita
@thisismuhanad
@bswitaba
@kadethoss
@timunwin
@gcaballeroo
@wougnet
@ununiversity
@cuatlas
@dianacontrerasm

Top Tweeters in G7:
@253200japan
@wayan_vota
@shiodome_eagle
@libobserver
@fpwellbeing
@a
@aadedamilola
@bos_techevents
@julesrianneee
@alabriqu

Top Tweeters in G8:
@omojuwa
@abdoul_official
@hauwau_sb
@dfid_uk
@chimexvinlex
@official_aua
@crsnews
@aimjoey
@nkemjika
@tamiblackky

Top Tweeters in G9:
@wunpini_fm
@ukrphysics
@braveafrican
@moyakubu3
@nashirum
@geniushakim
@mr_gharbin
@mustapha1957
@arhrghana
@theghalliance

Top Tweeters in G10:
@usertesting
@republica
@welthungerhilfe
@kbandsom
@acfcanada
@android
@nigelrtg
@ict4dconference
@wfpinnovation
@lfspzim