ICTD OR ICT4D, Twitter, 10/25/2021 3:08:31 AM, 264676


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ICTD OR ICT4D_2021-10-24_20-01-08.xlsx
ICTD OR ICT4D_2021-10-24_20-01-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2021
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3njNyMe
@ictdtax
@ids_uk
@phat_controller
@fortuny
@mininginmalawi
@ictd_fr
@ataftax
@alvinmosioma
@wayan_vota
@martinhearson

Top hashtags:
#ict4d
#digital
#globaldev
#expression
#interest
#researchers
#transformation

Description:
Description
The graph represents a network of 419 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, 25 October 2021 at 03:02 UTC.

The requested start date was Monday, 25 October 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 13-day, 3-hour, 32-minute period from Monday, 11 October 2021 at 06:02 UTC to Sunday, 24 October 2021 at 09:35 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 : 419
Unique Edges : 350
Edges With Duplicates : 577
Total Edges : 927
Number of Edge Types : 5
Retweet : 220
MentionsInRetweet : 370
Mentions : 220
Tweet : 104
Replies to : 13
Self-Loops : 106
Reciprocated Vertex Pair Ratio : 0.0708661417322835
Reciprocated Edge Ratio : 0.132352941176471
Connected Components : 73
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 131
Maximum Edges in a Connected Component : 376
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.20839
Graph Density : 0.00310605108997271
Modularity : 0.541442
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 419 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, 25 October 2021 at 03:02 UTC.

The requested start date was Monday, 25 October 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 13-day, 3-hour, 32-minute period from Monday, 11 October 2021 at 06:02 UTC to Sunday, 24 October 2021 at 09:35 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://dgroups.io/g/d4ag
[7] https://aidnography.blogspot.com/2021/10/development-ict4d-digital-communication-academia-link-review-419.html
[6] https://www.itu.int/en/publications/Documents/tsb/2020-U4SSC-Blockchain-for-smart-sustainable-cities/index.html
[6] https://www.ictd.ac/blog/time-reinforce-un-model-taxing-international-shipping-profits/
[5] https://www.ictd.ac/news/call-for-expression-of-interest-researcher-local-government-revenue-initiative-logri/
[3] https://ict4d.org.uk/desc/
[3] https://www.ictd.ac/publication/rethinking-formalisation-a-conceptual-critique-and-research-agenda/
[3] https://ict4dblog.wordpress.com/2016/07/18/a-research-agenda-for-data-intensive-development/
[3] https://www.ictworks.org/global-south-feminist-artificial-intelligence-research/#.YW0ryp4V-rs.twitter
[3] https://www.linkedin.com/posts/vital-wave-consulting_hiring-health-covid-activity-6853390074160279552-fW1M

Top URLs in Tweet in G1:
[5] https://www.ictd.ac/blog/time-reinforce-un-model-taxing-international-shipping-profits/
[4] https://www.ictd.ac/news/call-for-expression-of-interest-researcher-local-government-revenue-initiative-logri/
[3] https://www.ictd.ac/publication/rethinking-formalisation-a-conceptual-critique-and-research-agenda/
[2] https://www.ictd.ac/news/job-opportunity-project-research-officer-digitax/
[2] https://www.ictd.ac/theme/gender-and-tax/
[1] https://www.ictd.ac/publication/tax-side-pandemic-compliance-shifts-funding-recovery-rwanda/
[1] https://www.ictd.ac/publication/can-tax-agents-support-tax-compliance-in-low-income-countries-a-review-of-the-literature-and-some-preliminary-evidence-from-uganda/
[1] https://www.ictd.ac/publication/there-and-back-again-the-making-of-ugandas-mobile-money-tax-rib/
[1] https://www.ictd.ac/publication/co-financing-community-driven-development-informal-taxation-evidence-south-central-somalia/
[1] https://twitter.com/africaportal/status/1451488555616845826

Top URLs in Tweet in G2:
[3] https://www.ictworks.org/global-south-feminist-artificial-intelligence-research/#.YW0ryp4V-rs.twitter
[2] https://www.ictworks.org/data-standards-interoperability-digital-health/
[2] https://tacticaltech.org/news/investigative-initiatives-americas/
[2] https://genderit.org/feminist-talk/learning-digital-security-non-techie
[2] https://cipesa.org/2021/10/fifafrica21-africa-must-be-assertive-in-international-cybercrime-negotiations/
[2] https://www.ictworks.org/edutech-innovations-south-african-learners/#.YWVsBFZy9SM.twitter
[2] https://www.ictworks.org/digital-technology-systems-procured-african-governments/#.YWgttCzHLak.twitter
[2] https://www.ictworks.org/daly-cost-effectiveness-mhealth-cvd-programs/#.YW-sS64-OIM.twitter
[1] https://twitter.com/IDS_UK/status/1452204972960063498
[1] https://opendocs.ids.ac.uk/opendocs/bitstream/handle/20.500.12413/15964/Introduction.pdf?sequence=5&isAllowed=y

Top URLs in Tweet in G3:
[6] https://www.itu.int/en/publications/Documents/tsb/2020-U4SSC-Blockchain-for-smart-sustainable-cities/index.html
[1] https://sidw.org/event-details/579
[1] https://dai-global-digital.com/frontier-insights-yemen-understanding-childrens-digital-access.html
[1] https://dai-global-digital.com/study-reveals-that-most-costa-rican-companies-depend-on-us-based-tech-platforms-to-sell-their-goods-or-services-online.html
[1] https://scalingupnutrition.org/news/burkina-faso-successfully-scaling-up-nutrition-in-a-digital-world/
[1] https://dai-global-digital.com/frontier-insights-south-sudan-understanding-childrens-digital-access.html
[1] https://dai-global-digital.com/barriers-to-digital-inclusion-what-is-different-for-children.html
[1] https://www.marketlinks.org/blogs/advancing-ict-policy-accelerate-equitable-digital-development
[1] https://dai-global-developments.com/articles/modernized-honduran-judicial-system-promises-lower-costs-increased-efficiency-safer-communities-and-greater-transparency
[1] https://unctad.org/system/files/official-document/der2021_en.pdf

Top URLs in Tweet in G4:
[7] https://aidnography.blogspot.com/2021/10/development-ict4d-digital-communication-academia-link-review-419.html
[1] https://wpmu.mau.se/nmict21group7/2021/10/19/podding-about-a-more-sustainable-design/
[1] https://wpmu.mau.se/nmict21group7/2021/10/03/ict4d-activism-and-design/
[1] https://aidnography.blogspot.com/2021/10/development-ict4d-digital-communication-academia-link-review-420.html

Top URLs in Tweet in G5:
[3] https://ict4d.org.uk/desc/
[1] https://supersearch.sytner.co.uk/?ictd[master]=vid~794bf05b-b100-44c8-8a36-916ca0bfdfac&ictd[il2558]=rlt~1633351931~land~2_16146_seo_60892bcd31d46921fc9443fb794c7139&ictd[siteId]=617#/?s=land
[1] rover
[1] defender&f=[{"field":"VehicleStatusFacet","title":"New/Used","items":["USED"]}]
[1] https://www.newagebd.net/article/151702/online-free-speech-and-internet-governance
[1] https://twitter.com/ukinhungary/status/1448990805717303297
[1] https://www.tandfonline.com/doi/full/10.1080/0960085X.2021.1978343?af=R&utm_source=dlvr.it&utm_medium=twitter
[1] https://ngotenders.net/ict-officer-abap-developer-p-2-fixed-term-post-no-116857-ictd-digital-core-valencia-spain/?feed_id=74071&_unique_id=616a382c304db
[1] https://www.energy-storage.news/news/kenya-signs-mou-for-potential-80mw-solar-wind-storage-plant-with-japans-eur
[1] https://patreon.com/urbieta

Top URLs in Tweet in G6:
[1] https://www.tiquepcp.eu/ca/web/tique/omc-event-avellino
[1] https://athika.eu/erasmus-day-webinar-introduction-to-ehealth-why-is-ehealth-relevant-now/

Top URLs in Tweet in G7:
[14] https://dgroups.io/g/d4ag

Top URLs in Tweet in G8:
[1] https://twitter.com/fidauganda1/status/1451134294542454788

Top URLs in Tweet in G9:
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1961669?src=&cookieSet=1

Top URLs in Tweet in G10:
[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/blog/pas-de-solution-verte%E2%80%89-taxes-carbone-afrique-subsaharienne/
[1] https://bit.ly/3va3hRK
[1] https://www.youtube.com/watch?v=DBBhrRApgVg

[1] https://www.youtube.com/watch?v=33QssssuhG4

[1] https://twitter.com/i/broadcasts/1lDxLLdkeDQxm

Top Domains
Top Domains in Tweet in Entire Graph:
[27] ictd.ac
[15] ictworks.org
[14] dgroups.io
[9] twitter.com
[9] thisisamos.com
[9] taroworks.org
[8] blogspot.com
[8] co.zw
[7] webmo.info
[6] itu.int

Top Domains in Tweet in G1:
[22] ictd.ac
[1] twitter.com
[1] africaportal.org
[1] buff.ly

Top Domains in Tweet in G2:
[13] ictworks.org
[4] cipesa.org
[2] ac.uk
[2] tacticaltech.org
[2] genderit.org
[2] globalvoices.org
[2] a4ai.org
[1] twitter.com
[1] theconversation.com
[1] edu.pe

Top Domains in Tweet in G3:
[6] itu.int
[4] dai-global-digital.com
[1] sidw.org
[1] scalingupnutrition.org
[1] marketlinks.org
[1] dai-global-developments.com
[1] unctad.org

Top Domains in Tweet in G4:
[8] blogspot.com
[2] mau.se

Top Domains in Tweet in G5:
[9] thisisamos.com
[3] org.uk
[2] co.uk
[2] twitter.com
[1] newagebd.net
[1] tandfonline.com
[1] ngotenders.net
[1] energy-storage.news
[1] patreon.com
[1] facebook.com

Top Domains in Tweet in G6:
[1] tiquepcp.eu
[1] athika.eu

Top Domains in Tweet in G7:
[14] dgroups.io

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

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

Top Domains in Tweet in G10:
[2] ictd.ac
[2] youtube.com
[1] bit.ly
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[149] ict4d
[24] digital
[16] globaldev
[16] expression
[16] interest
[16] researchers
[14] transformation
[12] cybersecurity
[11] sdgs
[10] digitalrights



Top Hashtags in Tweet in G1:
[14] expression
[14] interest
[14] researchers
[8] un
[7] new
[7] formalisation
[7] tax
[4] compliance
[4] shipping
[3] wp129

Top Hashtags in Tweet in G2:
[40] ict4d
[7] surveillance
[6] privacy
[4] digitalrights
[3] globaldev
[3] mhealth
[3] ehealth
[2] ifip942022
[2] data
[2] interoperability

Top Hashtags in Tweet in G3:
[12] cybersecurity
[12] ict4d
[7] womenintech
[7] sdgs
[7] smartcities
[7] govtech
[6] blockchain
[6] sustainable
[5] digitaldai
[4] digitalacceleration

Top Hashtags in Tweet in G4:
[10] globaldev
[5] ict4d
[4] com4dev
[3] digitaldivide
[3] digitalinequality
[2] design
[1] decolonizedesign
[1] power
[1] criticalthinking
[1] education

Top Hashtags in Tweet in G5:
[25] ict4d
[9] universityofmanchester
[2] learning
[2] changemakers
[2] ngos
[1] humanrights
[1] internetgovernance
[1] bangladesh
[1] ict
[1] freedomofspeech

Top Hashtags in Tweet in G6:
[2] erasmusdays
[2] h2020
[1] omc
[1] tiqueomc
[1] ehealth
[1] openmarketconsultation
[1] heartfailure
[1] integratedcare

Top Hashtags in Tweet in G7:
[14] digital
[14] transformation
[1] digitalization
[1] agriculture
[1] d4ag
[1] lmics
[1] ict4ag
[1] ict4d
[1] agtech
[1] innovation

Top Hashtags in Tweet in G8:
[1] ict4d
[1] consumerprotection
[1] girlsinthedigitalera

Top Hashtags in Tweet in G9:
[1] ict4d
[1] data4dev

Top Hashtags in Tweet in G10:
[2] taxes
[1] zakat
[1] maroc
[1] recherche
[1] technologies
[1] revenus
[1] fonciers
[1] tanzanie
[1] zambie
[1] kenya

Top Words
Top Words in Tweet in Entire Graph:
[149] #ict4d
[76] digital
[59] ictdtax
[58] tax
[42] rights
[34] development
[33] african
[33] more
[28] ict4d
[27] information

Top Words in Tweet in G1:
[54] ictdtax
[48] tax
[21] model
[19] committee
[18] local
[17] call
[17] government
[17] revenue
[17] initiative
[17] discusses

Top Words in Tweet in G2:
[41] digital
[40] #ict4d
[32] rights
[29] african
[19] adrnorg
[19] ids_uk
[16] phat_controller
[16] africa
[11] surveillance
[11] report

Top Words in Tweet in G3:
[12] #cybersecurity
[12] #ict4d
[8] daiglobal
[7] #womenintech
[7] #sdgs
[7] #smartcities
[7] #govtech
[6] 10
[6] #blockchain
[6] smart

Top Words in Tweet in G4:
[10] more
[10] #globaldev
[10] links
[10] feat
[8] design
[8] many
[7] aidnography
[6] ruth_staylor
[6] faineg
[6] yashjournals

Top Words in Tweet in G5:
[25] #ict4d
[9] #universityofmanchester
[6] digital
[5] ict4d
[5] ictd
[5] ـــꝏ
[5] ꝏــ
[4] development
[4] information
[4] more

Top Words in Tweet in G6:
[6] tique's
[6] event
[5] tiquepcp
[5] last
[5] call
[5] omc
[5] avellino
[5] held
[5] online
[5] english

Top Words in Tweet in G7:
[14] part
[14] #digital
[14] #transformation
[14] join
[14] discussion
[14] digitalagrihub
[14] d4ag_
[14] tracks
[13] iapad

Top Words in Tweet in G8:
[7] great
[7] interaction
[7] addition
[7] demand
[7] govuganda
[7] thru'
[7] moict_ug
[7] initiate
[7] review
[7] existing

Top Words in Tweet in G9:
[9] infotechdev
[5] role
[5] ict
[5] effect
[5] national
[5] culture
[5] economic
[5] growth
[5] jayaprakash
[5] pillai

Top Words in Tweet in G10:
[4] internationale
[4] south
[3] taxation
[3] initiative
[3] version
[3] carbone
[2] evènement
[2] fiscalité
[2] selon
[2] grand

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[22] local,government
[21] government,revenue
[21] revenue,initiative
[20] tax,committee
[18] initiative,seeking
[18] committee,discusses
[16] digital,rights
[16] call,#expression
[16] #expression,#interest
[16] #interest,#researchers

Top Word Pairs in Tweet in G1:
[19] tax,committee
[17] local,government
[17] government,revenue
[17] revenue,initiative
[17] committee,discusses
[14] working,paper
[14] call,#expression
[14] #expression,#interest
[14] #interest,#researchers
[14] #researchers,wanted

Top Word Pairs in Tweet in G2:
[16] digital,rights
[12] african,digital
[10] rights,network
[10] network,collaboration
[10] collaboration,ids_uk
[10] ids_uk,produced
[10] produced,comparative
[10] comparative,analysis
[10] analysis,privacy
[10] privacy,rights

Top Word Pairs in Tweet in G3:
[6] #blockchain,smart
[6] smart,#sustainable
[6] #sustainable,cities
[6] cities,#womenintech
[6] #womenintech,#sdgs
[6] #sdgs,#smartcities
[6] #smartcities,#govtech
[6] #govtech,#cybersecurity
[5] join,sidwashington
[5] sidwashington,usaid

Top Word Pairs in Tweet in G4:
[10] #globaldev,links
[10] links,feat
[7] aidnography,#globaldev
[7] many,more
[6] feat,ruth_staylor
[6] ruth_staylor,faineg
[6] faineg,yashjournals
[6] yashjournals,giuliowolfe
[6] giuliowolfe,many
[3] designers,power

Top Word Pairs in Tweet in G5:
[9] #universityofmanchester,#ict4d
[2] سـي,ـفـى
[2] gt,gt
[2] wind,turbines
[2] digital,governance
[2] ict4d,sed
[2] #ict4d,#learning

Top Word Pairs in Tweet in G6:
[5] last,call
[5] call,tique's
[5] tique's,omc
[5] omc,event
[5] event,avellino
[5] avellino,held
[5] held,online
[5] online,english
[5] english,tomorrow
[5] tomorrow,miss

Top Word Pairs in Tweet in G7:
[14] part,#digital
[14] #digital,#transformation
[14] #transformation,join
[14] join,discussion
[14] discussion,digitalagrihub
[14] digitalagrihub,d4ag_
[14] d4ag_,tracks
[13] iapad,part

Top Word Pairs in Tweet in G8:
[7] great,interaction
[7] interaction,addition
[7] addition,demand
[7] demand,govuganda
[7] govuganda,thru'
[7] thru',moict_ug
[7] moict_ug,initiate
[7] initiate,review
[7] review,existing
[7] existing,legal

Top Word Pairs in Tweet in G9:
[5] infotechdev,role
[5] role,ict
[5] ict,effect
[5] effect,national
[5] national,culture
[5] culture,economic
[5] economic,growth
[5] growth,jayaprakash
[5] jayaprakash,pillai
[5] pillai,online

Top Word Pairs in Tweet in G10:
[2] evènement,fiscalité
[2] fiscalité,internationale
[2] internationale,selon
[2] selon,grand
[2] grand,sud
[2] sud,13
[2] 13,oct
[2] oct,1600
[2] 1600,1730
[2] 1730,gmt

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ictdtax
@ids_uk
@adrnorg
@phat_controller
@maxgallien
@d4ag_
@iapad
@vvandenboogaard
@martinhearson
@esoko

Top Mentioned in G1:
@ictdtax
@maxgallien
@vvandenboogaard
@martinhearson
@tatfalcao
@santoro_fab
@ataftax
@ids_uk
@zeithistoriker
@climatemegan

Top Mentioned in G2:
@adrnorg
@ids_uk
@phat_controller
@wayan_vota
@ict_works
@fortuny
@cipesaug
@readeroy
@tc_africa
@a4a_internet

Top Mentioned in G3:
@daiglobal
@sidwashington
@usaid
@cloudflare
@devresults
@lochoffs
@sesameworkshop
@sun_movement
@fcdodigital
@fcdogovuk

Top Mentioned in G4:
@aidnography
@ruth_staylor
@faineg
@yashjournals
@giuliowolfe
@decolonline
@mahcomdev
@rosafurneaux
@kaamilahmed
@mukeshkapila

Top Mentioned in G6:
@tiquepcp
@hospitalsantpau
@mpc11666
@ticsalut
@aquascat
@eu_h2020
@athikaproject
@regionvbtn
@niclasforsling
@jeraltd

Top Mentioned in G7:
@d4ag_
@iapad

Top Mentioned in G8:
@govuganda
@moict_ug
@ugcommonwealth
@kiapikfreddie76
@ug_lawsociety
@lawsocietymak
@ucc_ed
@ucc_official

Top Mentioned in G9:
@infotechdev
@ifip_94
@silviahedley
@saraksha
@thisis_cw
@ayushitandon
@aoir_org

Top Mentioned in G10:
@ictdtax
@mathiascormann
@africaportal
@south_centre
@policycenterns
@soukaremmal
@oecdtax
@charlie__lawrie
@dianaszpotowicz
@g20org

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@chidambara09
@fabriciosx
@botcybersec
@tichitsinde
@caring_mobile
@scroll_in
@the404code
@ft
@cruellaisdevine

Top Tweeters in G1:
@fakepelirroja
@umairjav
@dinapomeranz
@jwpaller
@zeithistoriker
@n_pushkareva
@phdskat
@climatemegan
@nyuiilj
@martinhearson

Top Tweeters in G2:
@caring_mobile
@technojeder
@evronia
@privacymatters
@anandstweets
@fortuny
@info_activism
@junub_bot
@paradigmhq
@balancingactafr

Top Tweeters in G3:
@cybersec_feeds
@botcybersec
@smartecocity
@vishne0
@fcdogovuk
@cloudflare
@usaid
@daiglobal
@lochoffs
@sun_movement

Top Tweeters in G4:
@faineg
@jfcrisp
@suvojitc
@giuliowolfe
@kmoeti
@kaamilahmed
@justinsandefur
@mukeshkapila
@sallyhayd
@anjalikdayal

Top Tweeters in G5:
@tendersngo
@uplantatree
@diario_comercio
@timunwin
@techladylaura
@lcptuk
@randomchititles
@participatory
@w94ishiken
@amosdoornbos

Top Tweeters in G6:
@aquascat
@ticsalut
@eu_h2020
@hospitalsantpau
@realessandrello
@regionvbtn
@mpc11666
@assuta
@niclasforsling
@athikaproject

Top Tweeters in G7:
@rob_kib
@grameenfdn
@iapad
@uav4ag
@marionvanboven1
@d4ag_
@kirucodo
@wurcgi
@youthsintechug
@net2uganda

Top Tweeters in G8:
@estherbirungi4
@kiapikfreddie76
@ugcommonwealth
@ucc_official
@ug_lawsociety
@govuganda
@shillonge911
@moict_ug
@lawsocietymak
@womenprobono

Top Tweeters in G9:
@mapc
@silviahedley
@akinnaija
@saraksha
@ayushitandon
@aoir_org
@ifip_94
@infotechdev
@s_hamdoun
@thisis_cw

Top Tweeters in G10:
@policycenterns
@oecdtax
@mathiascormann
@south_centre
@g20org
@correa_ceidie
@dianaszpotowicz
@abdelaazizali
@ictd_fr
@charlie__lawrie