ICTD OR ICT4D, Twitter, 9/19/2022 3:40:07 AM, 282072


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ICTD OR ICT4D_2022-09-18_20-30-00.xlsx
ICTD OR ICT4D_2022-09-18_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 19, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3dmtojU
@cddmanchester
@phat_controller
@celebeerations
@this0499154500
@ictdtax
@infotechdev
@larrypress
@silviahedley
@iamgabbarson
@irelanddsa

Top hashtags:
#ict4d
#digitaldivide
#pakdatasci
#datascience
#globaldev

Description:
Description
The graph represents a network of 243 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, 19 September 2022 at 03:30 UTC.

The requested start date was Monday, 19 September 2022 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 11-day, 0-hour, 34-minute period from Monday, 05 September 2022 at 07:03 UTC to Friday, 16 September 2022 at 07:38 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 : 243
Unique Edges : 256
Edges With Duplicates : 327
Total Edges : 583
Number of Edge Types : 5
Replies to : 17
MentionsInRetweet : 174
Mentions : 205
Tweet : 70
Retweet : 117
Self-Loops : 77
Reciprocated Vertex Pair Ratio : 0.0575757575757576
Reciprocated Edge Ratio : 0.108882521489971
Connected Components : 45
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 92
Maximum Edges in a Connected Component : 236
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.436349
Graph Density : 0.00593476856103119
Modularity : 0.547268
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 243 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, 19 September 2022 at 03:30 UTC.

The requested start date was Monday, 19 September 2022 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 11-day, 0-hour, 34-minute period from Monday, 05 September 2022 at 07:03 UTC to Friday, 16 September 2022 at 07:38 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:
[7] https://ict4dblog.wordpress.com/2021/08/03/the-rise-of-digital-self-exclusion/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281311
[3] https://www.eventbrite.com/e/how-mobile-phones-are-catalyzing-an-african-revolution-tickets-418107750537
[3] https://www.esri.com/en-us/about/events/uc/agenda/virtual-map-gallery
[2] https://www.ictworks.org/climate-technology-startup-companies/#.Yx6-PKtpRoo.twitter
[2] https://www.ictworks.org/digital-transformation-ukraine-reconstruction/#.YyLPrXW-_uA.twitter
[2] https://www.ictworks.org/mobile-phones-catalyzing-african-revolution/#.YyISxDZNVtU.twitter
[2] https://thisisamos.com/2022/09/07/8-tips-for-hosting-hybrid-meetings/
[2] https://www.ict4d.at/2022/09/11/three-months-teaching-in-india/
[2] https://www.comesa.int/steps-towards-harmonised-policy-for-e-commerce-in-the-region/

Top URLs in Tweet in G1:
[7] https://ict4dblog.wordpress.com/2021/08/03/the-rise-of-digital-self-exclusion/
[2] https://www.youtube.com/watch?v=jn_TrXlFso8&t=1s

[1] https://www.youtube.com/watch?v=jn_TrXlFso8&feature=youtu.be

[1] https://sites.google.com/monash.edu/cirn2022/
[1] https://twitter.com/CDDManchester/status/1566745488619147264

Top URLs in Tweet in G2:
[1] https://www.online-phd-degrees.com/free-research-dissertation-tools/
[1] https://10times.com/
[1] https://researcheracademy.elsevier.com/learn#main-content
[1] https://www.scinapse.io/
[1] https://chrome.google.com/webstore/detail/aiml-papers-with-code-eve/aikkeehnlfpamidigaffhfmgbkdeheil
[1] https://resoomer.com
[1] https://summarygenerator.com
[1] https://smmry.com
[1] https://autosummarizer.com
[1] http://esummarizer.com

Top URLs in Tweet in G3:
[1] https://aidnography.blogspot.com/2022/08/development-ict4d-digital-communication-academia-link-review-450.html
[1] https://aidnography.blogspot.com/2022/09/development-ict4d-digital-communication-academia-link-review-452.html
[1] https://aidnography.blogspot.com/2022/09/development-ict4d-digital-communication-academia-link-review-453.html

Top URLs in Tweet in G4:
[2] https://thisisamos.com/2022/09/07/8-tips-for-hosting-hybrid-meetings/
[1] https://www.jobsinict.com/job/ict-officer-erp-ictd-digital-core-p2-553232-valencia-spain-unicef/
[1] https://a4ai.org/news/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[1] http://sytner.co.uk
[1] https://www.sytner.co.uk/car-search/14900380-1785663-alpina-b3-b3-3.0-bi-turbo-5dr-switch-tronic/?supersearch=1&ictd%5Bmaster%5D=vid~f8ee7707-2b47-42a4-a49c-d54b4be9e9b2&ictd%5Bil2558%5D=rlt~1662562278~land~2___&ictd%5BsiteId%5D=617
[1] https://www.comesa.int/steps-towards-harmonised-policy-for-e-commerce-in-the-region/
[1] https://www.linkedin.com/feed/update/urn:li:share:6974049737381396480
[1] https://www.aplitrak.com/?adid=YmJnZW5lcmljLjEwNDQyLnR3aUBjYXRob2xpY3JlbGllZi5hcGxpdHJhay5jb20
[1] https://www.aplitrak.com/?adid=YmJnZW5lcmljLjc5MTQ4LnR3aUBjYXRob2xpY3JlbGllZi5hcGxpdHJhay5jb20
[1] http://boxfresh.site/questions/6znnysq0-kw58-9a7q-ictd-9abkmnb6tu3f

Top URLs in Tweet in G5:
[1] https://www.ictd.ac/blog/talibans-tax-system-control-afghanistan/?utm_content=buffer40c63&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/blog/ghana-e-levy-sour-sweet-switches/?utm_content=bufferbd09e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://iippe.org/12th-annual-conference-in-political-economy/?utm_content=buffer83a4a&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://iippe.org/12th-annual-conference-in-political-economy/?utm_content=buffer26a8e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/at-table-off-menu-assessing-participation-lower-income-countries-global-tax-negotiations/
[1] https://twitter.com/tatfalcao/status/1567499516827271168
[1] https://www.ictd.ac/theme/informal-tax/
[1] https://twitter.com/giulia_mascagni/status/1565620146928078849
[1] https://www.ictd.ac/publication/mandating-digital-tax-tools-response-covid-evidence-eswatini/?utm_content=bufferbbd99&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/small-nets-for-big-fish-tax-enforcement-on-the-richest-evidence-from-uganda/?utm_content=buffer1cf64&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G6:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281311
[1] https://techchange.breezy.hr/p/b8d9e3723359
[1] https://members.linkedin.com/creators
[1] https://opendocs.ids.ac.uk/opendocs/handle/20.500.12413/17558
[1] https://www.usaid.gov/digital-development/peru-digital-ecosystem-country-assessment?utm_content=bufferc054d&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[1] https://twitter.com/irelanddsa/status/1569302948630478848
[1] https://onlinelibrary.wiley.com/doi/10.1002/isd2.12215
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2103951?cookieSet=1
[1] https://www.tandfonline.com/doi/abs/10.1080/02681102.2022.2076640?journalCode=titd20&cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2076640?cookieSet=1

Top URLs in Tweet in G8:
[1] https://socialimpact.github.com/insights/oss-india-kenya-egypt-mexico/
[1] https://socialimpact.github.com/insights/social-impact-tech-social-good-unga77/

Top URLs in Tweet in G9:
[2] https://www.it4life.org/lead-ict4d-specialist-h-f/
[1] https://ict4dmalaria.pathable.co/agenda#/?limit=20&sortByFields[0]=startsAt&sortByOrders[0]=1&uid=9Hcr5jrP2pokJqCy9

Top Domains
Top Domains in Tweet in Entire Graph:
[12] ictd.ac
[10] twitter.com
[8] ictworks.org
[7] wordpress.com
[4] nodexlgraphgallery.org
[4] youtube.com
[4] thisisamos.com
[3] eventbrite.com
[3] blogspot.com
[3] esri.com

Top Domains in Tweet in G1:
[7] wordpress.com
[3] youtube.com
[1] google.com
[1] twitter.com

Top Domains in Tweet in G2:
[2] elsevier.com
[1] online-phd-degrees.com
[1] 10times.com
[1] scinapse.io
[1] google.com
[1] resoomer.com
[1] summarygenerator.com
[1] smmry.com
[1] autosummarizer.com
[1] esummarizer.com

Top Domains in Tweet in G3:
[3] blogspot.com

Top Domains in Tweet in G4:
[4] thisisamos.com
[3] webmo.info
[2] co.uk
[2] aplitrak.com
[2] twitter.com
[1] jobsinict.com
[1] a4ai.org
[1] comesa.int
[1] linkedin.com
[1] boxfresh.site

Top Domains in Tweet in G5:
[12] ictd.ac
[4] twitter.com
[2] iippe.org

Top Domains in Tweet in G6:
[4] nodexlgraphgallery.org
[1] breezy.hr
[1] linkedin.com
[1] ac.uk
[1] usaid.gov

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

Top Domains in Tweet in G8:
[2] github.com

Top Domains in Tweet in G9:
[2] it4life.org
[1] pathable.co

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[108] ict4d
[15] digitaldivide
[12] pakdatasci
[11] datascience
[9] globaldev
[8] designthinking
[8] eu
[8] machinelearning
[8] datavisualization
[8] tax



Top Hashtags in Tweet in G1:
[21] ict4d
[13] digitaldivide
[1] km4dev

Top Hashtags in Tweet in G2:
[11] pakdatasci
[10] datascience
[8] machinelearning
[8] datavisualization
[7] metaanalysis
[7] systematicreview
[7] academicchatter
[6] phdchat
[3] codanics
[2] pythonkachilla

Top Hashtags in Tweet in G3:
[6] globaldev

Top Hashtags in Tweet in G4:
[17] ict4d
[4] webmo
[4] reporting
[4] free
[4] developmentcooperation
[4] digitaltransformation
[3] c2csummit22
[3] impact
[3] monitoring
[2] tech4dev

Top Hashtags in Tweet in G5:
[8] tax
[4] digitax
[3] taliban
[3] afghanistan
[3] research
[3] taxpayers
[3] lowincome
[2] elevy
[2] electronictransactions
[2] mobilemoney

Top Hashtags in Tweet in G6:
[14] ict4d
[8] designthinking
[7] victorpapanek
[7] uxdesign
[5] productdesign
[5] consciousdesign
[5] industrialdesign
[2] ux
[2] designresearch
[2] designers

Top Hashtags in Tweet in G7:
[13] ict4d
[2] openaccess
[1] sdgs
[1] leavenoonebehind

Top Hashtags in Tweet in G8:
[6] opensourcesoftware
[6] india
[6] kenya
[3] unitednations
[3] generalassembly
[3] unga
[2] ict4d
[1] egypt
[1] mexico
[1] osforgood

Top Hashtags in Tweet in G9:
[4] ict4d
[2] worldmosquitoday
[2] malaria
[2] digitalhealth
[1] digital
[1] globalhealth

Top Hashtags in Tweet in G10:
[1] sdg17
[1] innovate265
[1] ict4d

Top Words
Top Words in Tweet in Entire Graph:
[108] #ict4d
[47] digital
[34] research
[22] cddmanchester
[21] conference
[20] aden_rajput_
[19] ict4d
[17] ictdtax
[17] divides
[17] watch

Top Words in Tweet in G1:
[22] digital
[21] #ict4d
[20] cddmanchester
[15] divides
[13] exist
[13] watch
[13] short
[13] presentation
[13] explains
[13] different

Top Words in Tweet in G2:
[20] aden_rajput_
[16] team
[15] arslan_ict4d
[15] aammar_tufail
[13] zartashia_afzal
[13] lohanajack
[13] mohsinramay_
[13] abdulwakeelazh
[12] amnafarooq20
[11] #pakdatasci

Top Words in Tweet in G3:
[6] #globaldev
[6] links
[6] feat
[4] back
[3] aidnography
[2] 453
[2] beltbeyond
[2] xavierramey
[2] columlynch
[2] rightssaidfred

Top Words in Tweet in G4:
[17] #ict4d
[4] internet
[4] digital
[4] #webmo
[4] #reporting
[4] #free
[4] trial
[4] #developmentcooperation
[4] #digitaltransformation
[3] development

Top Words in Tweet in G5:
[14] conference
[13] ictdtax
[12] research
[9] annual
[9] taxation
[9] santoro_fab
[8] #tax
[8] co
[8] programme
[8] sep

Top Words in Tweet in G6:
[14] #ict4d
[8] #designthinking
[8] digital
[7] #victorpapanek
[7] #uxdesign
[7] this0499154500
[6] designrealworld
[6] ncmart
[5] #productdesign
[5] #consciousdesign

Top Words in Tweet in G7:
[13] #ict4d
[7] research
[6] submit
[6] abstract
[6] track
[6] irelanddsa
[6] taking
[6] place
[6] limerick
[6] 16

Top Words in Tweet in G8:
[9] malaskumar
[9] github
[9] tech
[9] social
[7] research
[6] download
[6] read
[6] good's
[6] report
[6] #opensourcesoftware

Top Words in Tweet in G9:
[4] #ict4d
[3] dimagi
[3] it4life
[2] saturday
[2] #worldmosquitoday
[2] ÿ
[2] great
[2] reminder
[2] watch
[2] recordings

Top Words in Tweet in G10:
[5] week
[5] joined
[5] conducting
[5] trainings
[5] solutions
[4] chiwetomw
[3] undpacclabsâ
[3] undpmalawiâ
[3] ncstmwâ
[3] luanarofficialâ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[17] digital,divides
[15] divides,exist
[15] exist,#ict4d
[15] #ict4d,watch
[15] watch,short
[15] short,presentation
[15] presentation,explains
[15] explains,different
[15] different,kinds
[15] kinds,#digitaldivide

Top Word Pairs in Tweet in G1:
[15] digital,divides
[13] divides,exist
[13] exist,#ict4d
[13] #ict4d,watch
[13] watch,short
[13] short,presentation
[13] presentation,explains
[13] explains,different
[13] different,kinds
[13] kinds,#digitaldivide

Top Word Pairs in Tweet in G2:
[12] arslan_ict4d,amnafarooq20
[12] zartashia_afzal,lohanajack
[12] lohanajack,mohsinramay_
[11] aden_rajput_,arslan_ict4d
[11] amnafarooq20,zartashia_afzal
[11] mohsinramay_,aammar_tufail
[11] aammar_tufail,abdulwakeelazh
[9] team,aden
[9] #pakdatasci,#datascience
[8] grace,allah

Top Word Pairs in Tweet in G3:
[6] #globaldev,links
[2] aidnography,#globaldev
[2] links,453
[2] 453,feat
[2] feat,beltbeyond
[2] beltbeyond,xavierramey
[2] xavierramey,columlynch
[2] columlynch,rightssaidfred
[2] rightssaidfred,ishrglobal
[2] ishrglobal,alnap

Top Word Pairs in Tweet in G4:
[4] #free,trial
[4] trial,#ict4d
[4] #ict4d,#developmentcooperation
[3] universal,internet
[3] #digitaltransformation,#ict4d
[2] work,towards
[2] towards,goal
[2] goal,universal
[2] internet,access
[2] access,focusing

Top Word Pairs in Tweet in G5:
[7] 9th,annual
[7] annual,mannheim
[7] mannheim,taxation
[7] taxation,conference
[4] #digitax,programme
[4] income,countries
[4] conference,8â
[4] 8â,sep
[4] digitax,programme
[4] santoro_fab,research

Top Word Pairs in Tweet in G6:
[7] #designthinking,#victorpapanek
[7] #victorpapanek,#uxdesign
[7] #uxdesign,#ict4d
[5] #ict4d,#productdesign
[5] #productdesign,#consciousdesign
[5] #consciousdesign,#industrialdesign
[4] form,follows
[4] follows,fiasco
[4] fiasco,#designthinking
[4] ictd,ict4d

Top Word Pairs in Tweet in G7:
[6] submit,abstract
[6] abstract,#ict4d
[6] #ict4d,track
[6] track,irelanddsa
[6] irelanddsa,taking
[6] taking,place
[6] place,limerick
[6] limerick,16
[6] 16,17
[6] 17,november

Top Word Pairs in Tweet in G8:
[9] github,tech
[9] tech,social
[6] download,read
[6] read,github
[6] social,good's
[6] good's,research
[6] research,report
[6] report,#opensourcesoftware
[6] #opensourcesoftware,#india
[6] #india,#kenya

Top Word Pairs in Tweet in G9:
[2] saturday,#worldmosquitoday
[2] #worldmosquitoday,ÿ
[2] ÿ,great
[2] great,reminder
[2] reminder,watch
[2] watch,recordings
[2] recordings,#ict4d
[2] #ict4d,#malaria
[2] #malaria,elimination
[2] it4life,recrute

Top Word Pairs in Tweet in G10:
[5] week,joined
[5] conducting,trainings
[5] trainings,solutions
[4] chiwetomw,week
[3] joined,undpacclabsâ
[3] undpacclabsâ,undpmalawiâ
[3] undpmalawiâ,ncstmwâ
[3] ncstmwâ,luanarofficialâ
[3] luanarofficialâ,conducting
[2] joined,undpacclabs

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@cddmanchester
@ictdtax
@arslan_ict4d
@aammar_tufail
@zartashia_afzal
@lohanajack
@mohsinramay_
@abdulwakeelazh
@amnafarooq20
@santoro_fab

Top Mentioned in G1:
@cddmanchester
@ademoor
@danyork
@jane_coffin
@acmsigcas
@larrypress
@lawyerpants
@dougmadory
@cashel

Top Mentioned in G2:
@arslan_ict4d
@aammar_tufail
@zartashia_afzal
@lohanajack
@mohsinramay_
@abdulwakeelazh
@amnafarooq20
@aden_rajput_
@els_socialscien
@evidencerobot

Top Mentioned in G3:
@aidnography
@beltbeyond
@xavierramey
@columlynch
@rightssaidfred
@ishrglobal
@alnap
@taratw
@brandaid_world
@juliahkaufman

Top Mentioned in G4:
@a4a_internet
@amosdoornbos

Top Mentioned in G5:
@ictdtax
@santoro_fab
@giulia_mascagni
@ids_uk
@martinhearson
@razan_amine1
@a_a_jackson
@iippe_
@globalifa
@vvandenboogaard

Top Mentioned in G6:
@designrealworld
@ncmart
@phat_controller
@this0499154500
@ictdtax
@designthinkbot
@linkedin
@techchange
@infotechdev

Top Mentioned in G7:
@irelanddsa
@ifip_94
@silviahedley
@carolinekhene
@infotechdev
@f_rothe_vub

Top Mentioned in G8:
@github
@malaskumar
@gassaf
@bassemdy

Top Mentioned in G9:
@dimagi
@dhis_2
@ict4dconference
@akros_global
@blsqhub
@tdrnews
@medsformalaria
@it4life

Top Mentioned in G10:
@chiwetomw
@undpacclabs
@undpmalawi
@ncstmw
@luanarofficial

Top Tweeters
Top Tweeters in Entire Graph:
@caring_mobile
@savetonotion
@hephaistos_ai
@designthinkbot
@smartecocity
@evidencerobot
@datasciencebot_
@verge
@sprintbaseb
@jessesingal

Top Tweeters in G1:
@smartecocity
@gamelmag
@danyork
@gquaggiotto
@jane_coffin
@apisanty
@adeelaz
@stevesong
@globaldevinst
@dschallenges

Top Tweeters in G2:
@savetonotion
@evidencerobot
@datasciencebot_
@sabasarfaraz6
@els_socialscien
@mohsinramay_
@hamzaav1
@aammar_tufail
@abdulwakeelazh
@ahsan_shakoork

Top Tweeters in G3:
@tinatinde
@columlynch
@_jahan
@confusezeus
@charlesjkenny
@lindseyhilsum
@ishrglobal
@aidnography
@taratw
@brandaid_world

Top Tweeters in G4:
@madanrao
@sanjoelma
@sachinsapkota
@hayu1029
@becky_faith
@a4a_internet
@ronsalaj
@djmhughesuk
@amosdoornbos
@hguibert

Top Tweeters in G5:
@hephaistos_ai
@glassmanamanda
@ruthaine
@ids_uk
@phdskat
@mike_amanpene
@jkmuraguri
@licylaw
@martinhearson
@rrainfo

Top Tweeters in G6:
@designthinkbot
@sprintbaseb
@sdgscolab
@liberationwork
@techchange
@phat_controller
@daiglobal
@this0499154500
@linkedin
@usaid_digital

Top Tweeters in G7:
@eventcentralme
@silviahedley
@irelanddsa
@ifip_94
@macire_kante
@azizmonir7
@infotechdev
@bigdatasur
@carolinekhene
@aiswn_ais

Top Tweeters in G8:
@heatherleson
@averageugandan
@github
@malaskumar
@allana_welch
@iphytech
@m_catchingup
@bassemdy
@iobijr
@sunnydeveloper

Top Tweeters in G9:
@medsformalaria
@dimagi
@ict4dconference
@cyborgfall
@tdrnews
@dhis_2
@blsqhub
@akros_global
@it4life

Top Tweeters in G10:
@guen0610
@undpacclabs
@undpmalawi
@president_banda
@komatsubarasan1
@luanarofficial
@chiwetomw
@ncstmw


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