ICT4D, Twitter, 4/18/2021 4:27:12 PM, 253037


FAQ | Problem?

ICT4D_2021-04-18_09-24-23.xlsx
ICT4D_2021-04-18_09-24-23.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
April 18, 2021
Short Description:
ICT4D via NodeXL https://bit.ly/2QBLtPa
@ict_works
@usaid
@fortuny
@phat_controller
@irexintl
@techchange
@anandstweets
@adrnorg
@usaidbih
@giuliowolfe

Top hashtags:
#ict4d
#digital
#humanitarian
#globaldev
#africa
#vacancy
#innovation
#uganda
#aid
#jobs

Description:
Description
The graph represents a network of 160 Twitter users whose recent tweets contained "ICT4D", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 18 April 2021 at 16:25 UTC.

The tweets in the network were tweeted over the 8-day, 4-hour, 14-minute period from Saturday, 10 April 2021 at 11:34 UTC to Sunday, 18 April 2021 at 15:49 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 : 160
Unique Edges : 247
Edges With Duplicates : 45
Total Edges : 292
Number of Edge Types : 5
MentionsInRetweet : 109
Mentions : 62
Retweet : 79
Tweet : 39
Replies to : 3
Self-Loops : 40
Reciprocated Vertex Pair Ratio : 0.0258620689655172
Reciprocated Edge Ratio : 0.0504201680672269
Connected Components : 34
Single-Vertex Connected Components : 9
Maximum Vertices in a Connected Component : 40
Maximum Edges in a Connected Component : 85
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.705688
Graph Density : 0.00935534591194969
Modularity : 0.753891
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 160 Twitter users whose recent tweets contained "ICT4D", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 18 April 2021 at 16:25 UTC.

The tweets in the network were tweeted over the 8-day, 4-hour, 14-minute period from Saturday, 10 April 2021 at 11:34 UTC to Sunday, 18 April 2021 at 15:49 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 : TwitterSearch
Graph Term : 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://ekum.fa.em2.oraclecloud.com/hcmUI/CandidateExperience/en/sites/CX_1001/requisitions/job/1106
[8] https://en.unesco.org/news/unesco-and-quebec-artificial-intelligence-institute-team-launch-call-proposals-highlight-blind
[7] https://www.trufi-association.org/nouakchotts-first-interactive-public-transport-map/?utm_source=twitter&utm_medium=twitter&utm_campaign=social&utm_content=Nouakchott%25E2s%2520First%2520Interactive%2520Public%2520Transport%2520Map
[6] https://digitaldevforum.course.tc/catalog/course/global-digital-development-forum-2021?session_id=40871cda-306e-4677-af99-382cc6b701a3
[6] https://digitaldevforum.com/
[6] https://zoom.us/webinar/register/WN_z9XGw4z3Qz6NTIekZ4UDWw
[5] https://ict4d.jp/2021/04/16/free-trial/
[5] https://twitter.com/IDS_UK/status/1381936802630602753
[4] https://www.ictworks.org/smallholder-farmers-soil-map-data/#.YHbsP_jq8sg.twitter
[3] https://www.un.org/pga/75/digital-cooperation-and-connectivity/

Top URLs in Tweet in G1:
[14] https://ekum.fa.em2.oraclecloud.com/hcmUI/CandidateExperience/en/sites/CX_1001/requisitions/job/1106

Top URLs in Tweet in G2:
[6] https://digitaldevforum.com/
[3] https://digitaldevforum.course.tc/catalog/course/global-digital-development-forum-2021?session_id=40871cda-306e-4677-af99-382cc6b701a3
[2] https://twitter.com/ImpactBoomOrg/status/1382497121841008649
[1] https://twitter.com/SustainableCP/status/1382757222631960577

Top URLs in Tweet in G3:
[4] https://www.ictworks.org/smallholder-farmers-soil-map-data/#.YHbsP_jq8sg.twitter
[3] https://www.ictworks.org/?p=13555
[2] https://www.ictworks.org/gddf-2021-draft-agenda/#.YHfQnIWZO5A.twitter
[2] https://www.ictworks.org/african-artificial-intelligence-phd-scholarships/#.YHP3PsSHER0.twitter
[2] https://a4ai.org/connecting-the-world-with-last-mile-connectivity/
[2] https://www.ictworks.org/african-artificial-intelligence-phd-scholarships/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.ictworks.org/gender-inequity-artificial-intelligence/
[2] https://twitter.com/wayan_vota/status/1382362656879759360
[2] https://www.ictworks.org/category/economic-development/page/2/#.YGva6-iDtUc.twitter
[1] http://appropriatingtechnology.org/?q=node/353

Top URLs in Tweet in G4:
[2] https://devpolicy.org/social-media-bullshit-threatens-control-of-covid-19-outbreak-in-png-20210323-3/

Top URLs in Tweet in G5:
[5] https://twitter.com/IDS_UK/status/1381936802630602753
[3] https://www.africandigitalrightsnetwork.org/our-publications
[2] https://www.accessnow.org/internet-shutdowns-and-elections-handbook/
[1] https://deepai.org/publication/participatory-research-for-low-resourced-machine-translation-a-case-study-in-african-languages
[1] https://twitter.com/WikiResearch/status/1382758480193421321
[1] http://appropriatingtechnology.org/?q=node/353
[1] https://twitter.com/hypervisible/status/1367481768014729226
[1] https://committees.parliament.uk/committee/127/public-accounts-committee/news/150988/unimaginable-cost-of-test-trace-failed-to-deliver-central-promise-of-averting-another-lockdown/
[1] https://twitter.com/Zen_Moments/status/1383449049089548288

Top URLs in Tweet in G6:
[7] https://www.trufi-association.org/nouakchotts-first-interactive-public-transport-map/?utm_source=twitter&utm_medium=twitter&utm_campaign=social&utm_content=Nouakchott%25E2s%2520First%2520Interactive%2520Public%2520Transport%2520Map

Top URLs in Tweet in G7:
[8] https://en.unesco.org/news/unesco-and-quebec-artificial-intelligence-institute-team-launch-call-proposals-highlight-blind

Top URLs in Tweet in G8:
[1] https://www.nytimes.com/2021/04/08/science/locust-swarms-africa.html?smid=tw-share
[1] https://twitter.com/MarthaStaid/status/1349482221095313414
[1] https://www.thetimes.co.uk/article/oneweb-and-spacex-satellites-came-within-190ft-of-crash-wbrbgpp8q
[1] https://ict4d.org/uk/desc
[1] https://ict4d.org.uk/desc/
[1] https://twitter.com/DigiGenEurope/status/1381518270004662273
[1] https://www.linkedin.com/slink?code=dK87E5r
[1] https://twitter.com/ITUBDTDirector/status/1382414643046535169
[1] https://dai-global-digital.com/social-media-storefronts-a-digital-development-blind-spot.html
[1] https://dai-global-digital.com/beyond-features-designing-for-the-worlds-digital-explorers.html

Top URLs in Tweet in G9:
[6] https://zoom.us/webinar/register/WN_z9XGw4z3Qz6NTIekZ4UDWw

Top URLs in Tweet in G10:
[2] https://appexchange.salesforce.com/appxListingDetail?listingId=a0N30000000ptbAEAQ&utm_content=buffer9b00c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.thenewhumanitarian.org/feature/2021/4/1/25-years-of-disasters-responses-and-risk-management?utm_content=bufferc9e4f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://taroworks.org/disaster-relief/?utm_content=bufferfe6dd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top Domains
Top Domains in Tweet in Entire Graph:
[19] twitter.com
[19] ictworks.org
[14] oraclecloud.com
[8] ict4d.jp
[8] unesco.org
[7] trufi-association.org
[6] course.tc
[6] digitaldevforum.com
[6] zoom.us
[3] un.org

Top Domains in Tweet in G1:
[14] oraclecloud.com

Top Domains in Tweet in G2:
[6] digitaldevforum.com
[3] twitter.com
[3] course.tc

Top Domains in Tweet in G3:
[19] ictworks.org
[2] a4ai.org
[2] twitter.com
[1] appropriatingtechnology.org
[1] nextbillion.net
[1] gsma.com

Top Domains in Tweet in G4:
[2] devpolicy.org

Top Domains in Tweet in G5:
[8] twitter.com
[3] africandigitalrightsnetwork.org
[2] accessnow.org
[1] deepai.org
[1] appropriatingtechnology.org
[1] parliament.uk

Top Domains in Tweet in G6:
[7] trufi-association.org

Top Domains in Tweet in G7:
[8] unesco.org

Top Domains in Tweet in G8:
[4] twitter.com
[2] dai-global-digital.com
[1] nytimes.com
[1] co.uk
[1] ict4d.org
[1] org.uk
[1] linkedin.com
[1] youtube.com
[1] wordpress.com
[1] thisisamos.com

Top Domains in Tweet in G9:
[6] zoom.us

Top Domains in Tweet in G10:
[2] salesforce.com
[1] thenewhumanitarian.org
[1] taroworks.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[124] ict4d
[16] digital
[16] humanitarian
[14] globaldev
[14] africa
[14] vacancy
[14] innovation
[14] uganda
[14] aid
[14] jobs



Top Hashtags in Tweet in G1:
[14] vacancy
[14] humanitarian
[14] innovation
[14] digital
[14] uganda
[14] aid
[14] ict4d
[14] jobs

Top Hashtags in Tweet in G2:
[11] ict4d
[8] gddf2021
[2] socialinnovation
[2] techforgood
[2] techchange
[1] digitaldevelopment

Top Hashtags in Tweet in G3:
[24] ict4d
[3] globaldev
[3] gender
[3] m4d
[3] agritech
[3] fao
[3] ghana
[3] gis
[2] academicresearch
[2] usaid

Top Hashtags in Tweet in G4:
[2] pacific
[2] papuanewguinea
[2] covid19
[2] socialmedia
[2] png
[2] tech
[2] ict
[2] ict4d
[2] covid19png

Top Hashtags in Tweet in G5:
[15] ict4d
[9] digitalrights
[8] globaldev
[5] surveillance
[2] internetshutdown
[2] keepiton
[1] dontdoit
[1] edtech
[1] elearning

Top Hashtags in Tweet in G6:
[7] mauritania
[7] africa
[7] nouakchott
[7] ict4d

Top Hashtags in Tweet in G7:
[8] ai
[8] development
[2] ict4d
[2] ict
[2] technology
[2] innovations
[2] artificialintelligence

Top Hashtags in Tweet in G8:
[6] ict4d
[2] digital
[2] digitaldai
[1] locust
[1] africa
[1] usaid
[1] digitaldevelopment
[1] internationaldevelopment
[1] globaldevelopment
[1] gesac

Top Hashtags in Tweet in G9:
[6] covid19vaccine
[6] africa
[6] digitallyenablingimpact
[6] ict4d
[6] digitalhealth

Top Hashtags in Tweet in G10:
[3] ict4d
[3] mobile4dev
[2] salesforce
[2] fieldservice
[2] mobiledatacollection

Top Words
Top Words in Tweet in Entire Graph:
[130] #ict4d
[35] digital
[19] development
[19] community
[19] please
[18] more
[18] apply
[17] register
[16] map
[16] #digital

Top Words in Tweet in G1:
[14] #vacancy
[14] alert
[14] days
[14] left
[14] apply
[14] amazing
[14] #humanitarian
[14] #innovation
[14] #digital
[14] coordinator

Top Words in Tweet in G2:
[11] #ict4d
[8] global
[8] digital
[8] development
[8] forum
[8] #gddf2021
[6] register
[5] mark
[5] calendar
[5] virtual

Top Words in Tweet in G3:
[24] #ict4d
[12] ict_works
[11] soil
[10] data
[9] smallholder
[9] farmers
[9] map
[9] productivity
[7] use
[7] higher

Top Words in Tweet in G4:
[2] #pacific
[2] country
[2] #papuanewguinea
[2] #covid19
[2] spreading
[2] misinformation
[2] #socialmedia
[2] sueahearn
[2] explains
[2] devpolicy

Top Words in Tweet in G5:
[15] #ict4d
[10] technologies
[9] #digitalrights
[8] state
[8] #globaldev
[6] whack
[6] mole
[6] citizen
[5] elections
[5] agency

Top Words in Tweet in G6:
[7] trufi
[7] produced
[7] first
[7] complete
[7] interactive
[7] map
[7] public
[7] transport
[7] routes
[7] #mauritania'a

Top Words in Tweet in G7:
[8] call
[8] proposals
[8] highlight
[8] blind
[8] spots
[8] #ai
[8] #development
[8] deadline
[8] 21
[8] unesco

Top Words in Tweet in G8:
[8] digital
[6] #ict4d
[3] more
[3] ict4d
[2] use
[2] tech
[2] environment
[2] system
[2] research
[2] policy

Top Words in Tweet in G9:
[6] register
[6] webinar
[6] hosted
[6] nepad_agency
[6] vodacom
[6] mezzanine
[6] find
[6] more
[6] digital
[6] solution

Top Words in Tweet in G10:
[3] #ict4d
[3] #mobile4dev
[2] #salesforce
[2] users
[2] learn
[2] more
[2] offline
[2] mobile
[2] field
[2] service

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[14] #vacancy,alert
[14] alert,days
[14] days,left
[14] left,apply
[14] apply,amazing
[14] amazing,#humanitarian
[14] #humanitarian,#innovation
[14] #innovation,#digital
[14] #digital,coordinator
[14] coordinator,position

Top Word Pairs in Tweet in G1:
[14] #vacancy,alert
[14] alert,days
[14] days,left
[14] left,apply
[14] apply,amazing
[14] amazing,#humanitarian
[14] #humanitarian,#innovation
[14] #innovation,#digital
[14] #digital,coordinator
[14] coordinator,position

Top Word Pairs in Tweet in G2:
[8] global,digital
[8] digital,development
[8] development,forum
[5] mark,calendar
[5] calendar,virtual
[5] virtual,global
[5] forum,#gddf2021
[5] #gddf2021,coming
[5] coming,won
[5] won,miss

Top Word Pairs in Tweet in G3:
[9] soil,map
[9] map,data
[7] smallholder,farmers
[7] farmers,use
[7] use,soil
[7] data,higher
[7] higher,productivity
[7] productivity,#ict4d
[6] #ict4d,ict_works
[6] artificial,intelligence

Top Word Pairs in Tweet in G4:
[2] #pacific,country
[2] country,#papuanewguinea
[2] #papuanewguinea,#covid19
[2] #covid19,spreading
[2] spreading,misinformation
[2] misinformation,#socialmedia
[2] #socialmedia,sueahearn
[2] sueahearn,explains
[2] explains,devpolicy
[2] devpolicy,#png

Top Word Pairs in Tweet in G5:
[9] #digitalrights,#ict4d
[7] #ict4d,#globaldev
[6] whack,mole
[5] technologies,citizen
[5] citizen,agency
[5] agency,technologies
[5] technologies,state
[5] state,repression
[5] repression,ceaseless
[5] ceaseless,whack

Top Word Pairs in Tweet in G6:
[7] trufi,produced
[7] produced,first
[7] first,complete
[7] complete,interactive
[7] interactive,map
[7] map,public
[7] public,transport
[7] transport,routes
[7] routes,#mauritania'a
[7] #mauritania'a,capital

Top Word Pairs in Tweet in G7:
[8] call,proposals
[8] proposals,highlight
[8] highlight,blind
[8] blind,spots
[8] spots,#ai
[8] #ai,#development
[8] #development,deadline
[8] deadline,21
[8] 21,unesco
[8] unesco,#ict4d

Top Word Pairs in Tweet in G8:
[2] digital,tech

Top Word Pairs in Tweet in G9:
[6] register,webinar
[6] webinar,hosted
[6] hosted,nepad_agency
[6] nepad_agency,vodacom
[6] vodacom,mezzanine
[6] mezzanine,find
[6] find,more
[6] more,digital
[6] digital,solution
[6] solution,support

Top Word Pairs in Tweet in G10:
[3] #ict4d,#mobile4dev
[2] #salesforce,users
[2] users,learn
[2] learn,more
[2] more,offline
[2] offline,mobile
[2] mobile,field
[2] field,service
[2] service,app
[2] app,salesforceorg's

Top Replied-To
Top Replied-To in Entire Graph:
@sonja_ict4d

Top Mentioned
Top Mentioned in Entire Graph:
@nrc_norway
@nrc_eay
@nrc_jobs
@ict_works
@unesco
@openstreetmap
@osmafrica
@nepad_agency
@vodacom
@techchange

Top Mentioned in G1:
@nrc_norway
@nrc_eay
@nrc_jobs

Top Mentioned in G2:
@techchange
@usaid
@chemonics
@dial_community
@intrahealth
@savethechildren
@impactboomorg
@ncmart
@pcdnetwork

Top Mentioned in G3:
@ict_works
@wayan_vota
@a4a_internet
@usaid
@adrnorg

Top Mentioned in G4:
@sueahearn
@devpolicy
@newsroom_the
@caintess
@jemimagar
@dinonaing
@n30dyn4m1c
@kezanny
@sumdekjoe

Top Mentioned in G5:
@adrnorg
@accessnow
@masakhanenlp

Top Mentioned in G6:
@openstreetmap
@osmafrica

Top Mentioned in G7:
@unesco

Top Mentioned in G9:
@nepad_agency
@vodacom

Top Mentioned in G10:
@salesforceorg
@appexchange
@newhumanitarian
@jessalex811
@taroworksapp
@givedirectly

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersecurityn8
@trendsinai
@artificialbra1n
@oregakitaworld
@vodacom
@le__botivoirien
@pcdnetwork
@godfrey_g_
@mojamesapted

Top Tweeters in G1:
@mojamesapted
@m_older
@laurenrajczak
@ruralhuman
@giuliowolfe
@emrys_s
@benparker140
@ziadachkar
@draganakaurin
@nrc_norway

Top Tweeters in G2:
@pcdnetwork
@t2pitchy
@savethechildren
@techchange
@interactionorg
@intrahealth
@chemonics
@irexintl
@kristin_lord
@ncmart

Top Tweeters in G3:
@artificialbra1n
@fortuny
@sachinsworld17
@cyberlandgal
@wayan_vota
@usaid
@ict_works
@annabelleboutet
@a4a_internet
@meandahq

Top Tweeters in G4:
@caintess
@devpolicy
@newsroom_the
@sueahearn
@dinonaing
@jemimagar
@n30dyn4m1c
@sumdekjoe
@kezanny
@ahawatson

Top Tweeters in G5:
@le__botivoirien
@anandstweets
@accessnow
@ids_uk
@phat_controller
@pclimb
@alicjapawluczuk
@masakhanenlp
@guctasgules
@adrnorg

Top Tweeters in G6:
@liotier
@hatonjan
@mikel
@tedjohnsoniii
@openstreetmap
@loic_l_anton
@osmafrica
@gochansergo
@trufiassoc

Top Tweeters in G7:
@sectest9
@cybersecurityn8
@trendsinai
@godfrey_g_
@brainroaring
@abhibisht89
@unesco
@islandfella
@inckipaji

Top Tweeters in G8:
@daiglobal
@rsamii
@timunwin
@neo_globe
@amosdoornbos
@clighteastport
@makhubukulz
@gjames5
@niser_nepal

Top Tweeters in G9:
@vodacom
@makambas
@nepad_agency
@johngasirabo
@curious_jane_
@captainkob
@mezzanine_ware

Top Tweeters in G10:
@appitekbot
@newhumanitarian
@salesforceorg
@appexchange
@taroworksapp
@givedirectly
@jessalex811


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.