ICTD OR ICT4D, Twitter, 5/9/2022 3:35:03 AM, 275884


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ICTD OR ICT4D_2022-05-08_20-30-00.xlsx
ICTD OR ICT4D_2022-05-08_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 09, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3sls8ln
@ict_works
@caring_mobile
@wayan_vota
@pj_wall
@cddmanchester
@k_louisiane
@techchange
@ict4dconference
@chidambara09
@ifip_94

Top hashtags:
#ict4d
#gddf2022
#malaria
#opensource
#digital
#ict
#podcast
#webdevelopment

Description:
Description
The graph represents a network of 572 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, 09 May 2022 at 03:31 UTC.

The requested start date was Monday, 09 May 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 13-day, 1-hour, 25-minute period from Monday, 25 April 2022 at 06:50 UTC to Sunday, 08 May 2022 at 08:15 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 : 572
Unique Edges : 507
Edges With Duplicates : 1010
Total Edges : 1517
Number of Edge Types : 5
Retweet : 366
MentionsInRetweet : 589
Mentions : 379
Tweet : 143
Replies to : 40
Self-Loops : 150
Reciprocated Vertex Pair Ratio : 0.0801033591731266
Reciprocated Edge Ratio : 0.148325358851675
Connected Components : 67
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 289
Maximum Edges in a Connected Component : 1062
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.544091
Graph Density : 0.00255961201670484
Modularity : 0.491256
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 572 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, 09 May 2022 at 03:31 UTC.

The requested start date was Monday, 09 May 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 13-day, 1-hour, 25-minute period from Monday, 25 April 2022 at 06:50 UTC to Sunday, 08 May 2022 at 08:15 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:
[22] https://www.ict-pulse.com/2022/04/ictp-201-the-cost-of-web-and-app-development-and-access-the-holy-grail-of-ict-development/
[12] https://digitaldevforum.course.tc/
[11] https://digitaldevforum.course.tc
[8] https://www.ict4dconference.org/ict4d-malaria/
[8] https://carnegieendowment.org/files/El_Kadi_China_North_Africa1.pdf
[5] https://www.ictworks.org/ethical-artificial-intelligence-frameworks/
[5] https://www.ict4dconference.org/resources/podcast/
[4] https://techcrunch.com/2022/04/19/google-opens-product-development-center-in-nairobi-the-first-in-africa/
[4] https://a4ai.org/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[4] https://www.ictd.ac/blog/uncertainty-still-dogs-ghanas-electronic-transfer-levy/

Top URLs in Tweet in G1:
[11] https://digitaldevforum.course.tc
[7] https://digitaldevforum.course.tc/
[5] https://www.ictworks.org/ethical-artificial-intelligence-frameworks/
[3] https://www.ictworks.org/gddf-2022-happening-now/
[3] https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fvideo%2Fevent%2Furn%3Ali%3AugcPost%3A6925473772137246720%2F
[2] https://a4ai.org/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[2] https://digitaldevforum.com/gddf22-agenda/
[2] https://digitaldevforum.com/
[2] https://www.ictworks.org/gddf-2022-continues/#.YnNx70lj5Kg.twitter
[2] https://www.ictworks.org/constraints-youth-internet-services-usage/

Top URLs in Tweet in G2:
[3] https://twitter.com/katherine_wyers/status/1521857068868775941
[2] https://www.dsaireland.org/updates/events/ethics-ai-and-digital-innovation-in-the-global-south-an-evol/
[2] https://ifip.ue.edu.pe/
[1] https://techcrunch.com/2022/04/19/google-opens-product-development-center-in-nairobi-the-first-in-africa/
[1] https://extensia-ltd.com
[1] http://www.cbcgdf.org
[1] https://ict4d.org.uk/desc/
[1] https://ict4d.org.uk/2022/04/26/unesco-chair-in-ict4d-signs-partnership-with-the-university-of-canberra/
[1] https://twitter.com/wcrifoundation/status/1520358803341991937
[1] https://onlinelibrary.wiley.com/doi/full/10.1002/isd2.12215?cookieSet=1

Top URLs in Tweet in G3:
[8] https://www.ict4dconference.org/ict4d-malaria/
[5] https://www.ict4dconference.org/resources/podcast/
[3] https://thisisamos.com/2022/05/07/for-inspiration-and-exploration/
[3] https://www.connectiveimpact.com/blog/member-spotlight
[2] https://thisisamos.com/2022/02/03/collect-data-things-to-ensure-consider-and-do/
[2] https://thisisamos.com/2022/04/26/inclusion-bias/
[2] https://thisisamos.com/2022/04/28/and-then-what/
[2] https://thisisamos.com/2022/05/05/have-an-idea-lose-the-jargon/
[2] https://www.ict4dconference.org/ict4d-malaria/recordings/
[1] https://www.crs.org/our-work-overseas/research-publications/digitizing-health-campaigns-improves-outcomes

Top URLs in Tweet in G4:
[2] https://www.linkedin.com/newsletters/the-ravit-show-newsletter-6861729397574033408/
[2] https://t.me/theravitshow
[1] https://www.namanzoor.com/
[1] https://instagram.com/theravitshow?utm_medium=copy_link
[1] https://bit.ly/3LwOmrT

Top URLs in Tweet in G5:
[2] https://dai-global-digital.com/q-and-a-drone-technology-climate-adaptation-and-aerobotics-an-interview-with-benji-meltzer.html
[1] https://twitter.com/UNDPAfrica/status/1522453040757985282

Top URLs in Tweet in G6:
[3] https://www.ictd.ac/blog/uncertainty-still-dogs-ghanas-electronic-transfer-levy/
[2] https://www.ictd.ac/news/job-opportunity-senior-communications-consultant-digitax/
[1] https://www.ictd.ac/theme/gender-and-tax/
[1] https://www.ictd.ac/publication/taxing-informal-economy-not-silver-bullet-financing-development-covid-19-recovery/
[1] https://twitter.com/melindagates/status/1516489812022337536
[1] https://www.ictd.ac/fr/news/responsable-de-projet-digitax/
[1] https://www.ictd.ac/fr/blog/taxation-tabac-affiche-progres-insuffisants-pays-africains/

Top URLs in Tweet in G7:
[3] https://aidnography.blogspot.com/2022/04/development-ict4d-digital-communication-academia-link-review-442.html
[2] https://aidnography.blogspot.com/2022/04/development-ict4d-digital-communication-academia-link-review-443.html

Top URLs in Tweet in G8:
[3] https://digitaldevforum.course.tc/
[2] https://a4ai.org/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[2] https://www.asce-ictd.org/registration
[2] https://www.jobzilla.ng/jobs/ict4d-specialist-nigeria-nationals-only-at-catholic-relief-services-227595
[1] https://justjobset.com/jobs/senior-project-officer-ict4d-digital-data-device-management-re-advertisement/
[1] https://www.jobsinict.com/job/consultancy-identity-and-access-management-associate-ictd-digital-core-550245-remote-unicef/
[1] https://www.nippyo.co.jp/shop/book/8765.html
[1] https://www.ictd.ac/blog/uncertainty-still-dogs-ghanas-electronic-transfer-levy/
[1] https://mailchi.mp/farmradio/soybean-inoculants-a-potato-selling-cooperative-and-baobab-fruits-for-profit-2643904
[1] https://www.earthday.org/study-links-air-pollution-to-higher-coronavirus-death-rates/

Top URLs in Tweet in G9:
[1] https://www.lpi.org/Zfv

Top URLs in Tweet in G10:
[8] https://carnegieendowment.org/files/El_Kadi_China_North_Africa1.pdf

Top Domains
Top Domains in Tweet in Entire Graph:
[31] ictworks.org
[27] course.tc
[22] twitter.com
[22] ict-pulse.com
[17] ict4dconference.org
[11] thisisamos.com
[11] ictd.ac
[8] linkedin.com
[8] carnegieendowment.org
[7] webmo.info

Top Domains in Tweet in G1:
[31] ictworks.org
[22] course.tc
[4] a4ai.org
[4] digitaldevforum.com
[4] mailchi.mp
[4] linkedin.com
[4] twitter.com
[1] sciencedirect.com
[1] coindesk.com
[1] cointelegraph.com

Top Domains in Tweet in G2:
[6] twitter.com
[2] org.uk
[2] dsaireland.org
[2] edu.pe
[1] techcrunch.com
[1] extensia-ltd.com
[1] cbcgdf.org
[1] wiley.com
[1] mailchi.mp
[1] facebook.com

Top Domains in Tweet in G3:
[17] ict4dconference.org
[11] thisisamos.com
[3] connectiveimpact.com
[2] twitter.com
[1] crs.org
[1] developmentaid.org

Top Domains in Tweet in G4:
[2] linkedin.com
[2] t.me
[1] namanzoor.com
[1] instagram.com
[1] bit.ly

Top Domains in Tweet in G5:
[2] dai-global-digital.com
[1] twitter.com

Top Domains in Tweet in G6:
[9] ictd.ac
[1] twitter.com

Top Domains in Tweet in G7:
[5] blogspot.com

Top Domains in Tweet in G8:
[7] webmo.info
[3] course.tc
[3] asce-ictd.org
[2] a4ai.org
[2] twitter.com
[2] linkedin.com
[2] youtube.com
[2] jobzilla.ng
[1] justjobset.com
[1] jobsinict.com

Top Domains in Tweet in G9:
[1] lpi.org

Top Domains in Tweet in G10:
[8] carnegieendowment.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[274] ict4d
[85] gddf2022
[48] malaria
[39] opensource
[33] digital
[24] ict
[23] podcast
[21] webdevelopment
[21] appdevelopment
[21] internetaccess



Top Hashtags in Tweet in G1:
[90] ict4d
[72] gddf2022
[11] digitaldev
[11] gddf
[6] digital
[6] ai4good
[6] connectivity
[6] sdg
[6] climatechange
[6] globaldev

Top Hashtags in Tweet in G2:
[35] ict4d
[14] ifip942022
[9] mhealth
[9] postdoc
[9] digitalhealth
[8] ethics
[8] ai
[7] knowledgegraph
[6] queer
[5] researchintegrity

Top Hashtags in Tweet in G3:
[48] ict4d
[47] malaria
[14] ict4d2022
[11] worldmalariaday
[11] digital
[11] endmalaria
[9] digitaltransformation
[9] icymi
[9] digitalhealth
[5] gambia

Top Hashtags in Tweet in G4:
[3] ai
[3] machinelearning
[2] letsconnect
[2] datasecurity
[2] datascientist
[2] dataanalytics
[2] pythonprogramming
[2] rstats
[2] reactjs
[2] iiot

Top Hashtags in Tweet in G5:
[6] ict4d
[6] digitaldai
[6] drone
[5] digital
[5] digitalacceleration
[4] gddf2022
[4] climate
[1] sids
[1] tech4good
[1] techforgood

Top Hashtags in Tweet in G6:
[12] digitax
[5] elevy
[3] job
[2] covid
[2] tax
[2] informal
[1] ghana
[1] communications
[1] commsjob
[1] remotework

Top Hashtags in Tweet in G7:
[7] globaldev

Top Hashtags in Tweet in G8:
[16] ict4d
[7] monitoring
[5] webmo
[4] technology
[3] gddf2022
[3] ictd22
[3] development
[2] tech
[2] ict
[2] donor

Top Hashtags in Tweet in G9:
[17] opensource
[1] lpi
[1] ict4d

Top Words
Top Words in Tweet in Entire Graph:
[274] #ict4d
[158] digital
[147] development
[96] join
[83] #gddf2022
[68] conference
[63] global
[48] #malaria
[45] more
[44] research

Top Words in Tweet in G1:
[90] #ict4d
[70] #gddf2022
[55] digital
[53] development
[32] join
[32] global
[29] usaid
[27] forum
[21] chemonics
[19] ict_works

Top Words in Tweet in G2:
[35] #ict4d
[30] pj_wall
[26] paper
[24] silviahedley
[23] research
[23] adaptcentre
[21] work
[18] iâ
[16] global
[14] #ifip942022

Top Words in Tweet in G3:
[48] #ict4d
[47] #malaria
[37] conference
[35] elimination
[28] ict4dconference
[23] crs_expertise
[19] week
[17] data
[17] digital
[17] malaria

Top Words in Tweet in G4:
[13] nai
[7] python
[7] ho
[6] arslan_ict4d
[5] ap
[5] aammar_tufail
[5] machine
[5] learning
[5] jhanday
[4] kr

Top Words in Tweet in G5:
[7] technology
[6] #ict4d
[6] daiglobal
[6] #digitaldai
[6] interviews
[6] benjimeltzer
[6] aerobotics_intl
[6] #drone
[6] impact
[5] #digital

Top Words in Tweet in G6:
[12] #digitax
[9] ictdtax
[8] communications
[8] programme
[7] looking
[7] senior
[7] consultant
[7] join
[7] lead
[6] blog

Top Words in Tweet in G7:
[7] #globaldev
[7] links
[7] feat
[5] many
[5] more
[4] 442
[3] 443
[2] lmmuelli
[2] riannedekker_
[2] dr_lata_n

Top Words in Tweet in G8:
[16] digital
[16] #ict4d
[9] ict4d
[9] rights
[8] ãƒ
[7] ç
[7] #monitoring
[5] ideas
[5] use
[5] #webmo

Top Words in Tweet in G9:
[17] interested
[17] #opensource
[17] education
[17] training
[17] join
[17] linux
[17] professional
[17] institute
[17] lpi
[17] east

Top Words in Tweet in G10:
[8] piece
[8] brilliant
[8] tinhinanel
[8] huawei
[8] investment
[8] north
[8] africa
[8] lse_id
[8] roapejournal
[7] balootiful

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[68] digital,development
[31] #ict4d,#malaria
[29] global,digital
[28] development,forum
[28] #malaria,elimination
[28] elimination,conference
[24] web,app
[24] app,development
[24] ict,development
[23] cost,web

Top Word Pairs in Tweet in G1:
[41] digital,development
[24] global,digital
[24] development,forum
[14] community,driven
[13] #gddf2022,begins
[13] wonâ,miss
[13] miss,moment
[13] moment,community
[13] usaid,chemonics
[13] chemonics,deloitte

Top Word Pairs in Tweet in G2:
[12] adaptcentre,tcddublin
[10] looking,forward
[10] #ict4d,research
[9] amazing,work
[9] cathyroc,ikwunneari
[9] re,reading
[9] reading,excellent
[9] excellent,paper
[9] paper,silviahedley
[9] silviahedley,whether

Top Word Pairs in Tweet in G3:
[31] #ict4d,#malaria
[28] #malaria,elimination
[28] elimination,conference
[14] conference,week
[11] virtual,#ict4d
[9] #ict4d,#digitaltransformation
[9] listen,keynote
[9] keynote,speeches
[9] speeches,sonachi
[9] sonachi,ezeiru

Top Word Pairs in Tweet in G4:
[5] machine,learning
[4] pti,jhanday
[3] arslan_ict4d,student
[3] student,aammar_tufail
[3] aammar_tufail,learned
[3] learned,python
[3] python,machine
[3] learning,90
[3] 90,days
[3] days,competing

Top Word Pairs in Tweet in G5:
[6] interviews,benjimeltzer
[6] benjimeltzer,aerobotics_intl
[6] aerobotics_intl,#drone
[6] #drone,technology
[6] technology,impact
[4] impact,#digital
[4] #digital,tools
[4] tools,#climate
[3] #ict4d,#digitaldai
[3] #digitaldai,interviews

Top Word Pairs in Tweet in G6:
[7] looking,senior
[7] senior,communications
[7] communications,consultant
[7] consultant,join
[7] join,#digitax
[7] #digitax,programme
[7] programme,lead
[5] lead,design
[5] closing,soon
[5] soon,looking

Top Word Pairs in Tweet in G7:
[7] #globaldev,links
[5] many,more
[4] links,442
[4] 442,feat
[3] links,443
[3] 443,feat
[2] feat,lmmuelli
[2] lmmuelli,riannedekker_
[2] riannedekker_,dr_lata_n
[2] dr_lata_n,cinveen

Top Word Pairs in Tweet in G8:
[9] digital,rights
[5] ãƒ,ãƒ
[3] interested,protect
[3] protect,uphold
[3] uphold,digital
[3] rights,research
[3] research,digital
[3] rights,framework
[3] framework,using
[3] using,digital

Top Word Pairs in Tweet in G9:
[17] interested,#opensource
[17] #opensource,education
[17] education,training
[17] training,join
[17] join,linux
[17] linux,professional
[17] professional,institute
[17] institute,lpi
[17] lpi,east
[17] east,africa

Top Word Pairs in Tweet in G10:
[8] piece,brilliant
[8] brilliant,tinhinanel
[8] tinhinanel,huawei
[8] huawei,investment
[8] investment,north
[8] north,africa
[8] africa,lse_id
[8] lse_id,roapejournal
[7] balootiful,piece

Top Replied-To
Top Replied-To in Entire Graph:
@divy93t
@h_hammad83
@umarsaif
@icsgirona
@maulana_ghayas
@dyaalrhmn14
@kamiakmal23
@najamkh62215611
@ptikhurshidalam
@zakawaqar

Top Replied-To in G1:
@berkozler12
@usaid

Top Replied-To in G2:
@harperhillglobl

Top Replied-To in G3:
@noorabdisalan

Top Replied-To in G4:
@umarsaif
@h_hammad83
@maulana_ghayas
@asadrehman7989
@hareemmalik3
@nadeem_burcha
@imranriazkhan
@saba51500798
@zakawaqar
@ptikhurshidalam

Top Replied-To in G5:
@pnud_comores

Top Replied-To in G6:
@luciar2
@vvandenboogaard

Top Mentioned
Top Mentioned in Entire Graph:
@pj_wall
@ict4dconference
@usaid
@silviahedley
@crs_expertise
@adaptcentre
@wayan_vota
@chemonics
@ict_works
@marcelheyne

Top Mentioned in G1:
@usaid
@chemonics
@ict_works
@wayan_vota
@deloitte
@techchange
@usaid_digital
@a4a_internet
@palladiumimpact
@fortuny

Top Mentioned in G2:
@pj_wall
@silviahedley
@adaptcentre
@ifip_94
@tcddublin
@cathyroc
@ikwunneari
@unioslo
@katherine_wyers
@irelanddsa

Top Mentioned in G3:
@ict4dconference
@crs_expertise
@catholicrelief
@tdrnews
@joyphumaphi_
@akros_global
@medsformalaria
@amosdoornbos
@sonja_ict4d
@who

Top Mentioned in G4:
@aammar_tufail
@arslan_ict4d
@siasatpk
@arslanchaos
@waqas_amjaad
@haseeb_sebi
@imranriazkhan
@anacondainc
@yuhelenyu

Top Mentioned in G5:
@daiglobal
@benjimeltzer
@aerobotics_intl
@techchange
@bissauundp
@uncaboverde
@undpmauritius
@usaid
@palladiumimpact
@care

Top Mentioned in G6:
@ictdtax
@ids_uk
@marynabhan
@luisa_scarcella
@irmamosquerav
@news_ghana
@modernghanaweb
@3news_com
@graphicgh
@theghanaweb

Top Mentioned in G7:
@lmmuelli
@riannedekker_
@dr_lata_n
@cinveen
@jamesozoz
@froghwazhma
@katarinah
@fredharter
@rodmenaf
@ncsullivan

Top Mentioned in G9:
@lpiconnect
@maddoghall
@joesevilla
@ilabafrica

Top Mentioned in G10:
@tinhinanel
@lse_id
@roapejournal
@balootiful
@cgfoz
@tom_swing
@nanjala1
@karishma_banga
@bantigito
@itforchange

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@jfsebastian146
@ml_tweet_bot
@opensource_orgs
@modernghanaweb
@codewithtwitchi
@caring_mobile
@botfemale
@jane__eden
@blkhwk0ps

Top Tweeters in G1:
@jfsebastian146
@jane__eden
@codeforpdx
@madhavanpallan
@fortuny
@undp
@marcalainb
@awatila
@worldresources
@usaidgh

Top Tweeters in G2:
@caring_mobile
@evronia
@iurisfriki
@madanrao
@_jakashi
@iamgabbarson
@heatherleson
@giuliowolfe
@tcddublin
@ideas4a

Top Tweeters in G3:
@chidambara09
@gambia_bot
@_estalindalamar
@who
@sergelaurens_
@savethechildren
@precisionmedbot
@psiimpact
@ifrc
@idcobot

Top Tweeters in G4:
@ml_tweet_bot
@blkhwk0ps
@ptiofficial
@siasatpk
@insafpk
@waqas_amjaad
@yuhelenyu
@umarsaif
@zakawaqar
@ptikhurshidalam

Top Tweeters in G5:
@care
@daiglobal
@pnudfr
@undpafrica
@anudpa
@uncaboverde
@one_un_comoros
@undpacclabs
@aerobotics_intl
@fa7306

Top Tweeters in G6:
@modernghanaweb
@news_ghana
@theghanaweb
@graphicgh
@bftghana
@ids_uk
@3news_com
@marcozaps
@luciar2
@maxgallien

Top Tweeters in G7:
@jadaliyya
@fp2p
@dr_lata_n
@ingridharvold
@aidnography
@ilyagridneff
@a_m_nassar
@foodiescience
@ianmacquillin
@ncsullivan

Top Tweeters in G8:
@jobzillanigeria
@uplantatree
@nippyo
@innocentuss
@a
@justjobset
@randomchititles
@uzma_nisar
@esoko
@africaictright

Top Tweeters in G9:
@ashioyajotham
@mnjoben
@omonsoanasi
@meesekse
@ilabafrica
@mwananishi
@wanjar
@demaitech
@theasthmaticdev
@lpiconnect

Top Tweeters in G10:
@nanjala1
@isiafrica
@bantigito
@itforchange
@lse_id
@balootiful
@tom_swing
@cramerchristoph
@antoandreoni
@roapejournal


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