ICTD OR ICT4D, Twitter, 7/4/2022 6:18:46 AM, 278991


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ICTD OR ICT4D_2022-07-03_20-30-00.xlsx
ICTD OR ICT4D_2022-07-03_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 04, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3uokurb
@dorotheakleine
@ifip_94
@cddmanchester
@silviahedley
@ictdtax
@uttam_geopd
@wayan_vota
@ictd2022
@fortuny
@sajdaq

Top hashtags:
#ict4d
#ictd2022
#tax
#digital
#development
#nigeria
#seminar
#intersectional
#ghana

Description:
Description
The graph represents a network of 267 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, 04 July 2022 at 03:30 UTC.

The requested start date was Monday, 04 July 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, 4-hour, 7-minute period from Monday, 20 June 2022 at 02:27 UTC to Sunday, 03 July 2022 at 06:34 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 : 267
Unique Edges : 227
Edges With Duplicates : 398
Total Edges : 625
Number of Edge Types : 5
Retweet : 149
MentionsInRetweet : 225
Tweet : 84
Mentions : 155
Replies to : 12
Self-Loops : 85
Reciprocated Vertex Pair Ratio : 0.0977198697068404
Reciprocated Edge Ratio : 0.178041543026706
Connected Components : 53
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 65
Maximum Edges in a Connected Component : 259
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.19597
Graph Density : 0.00474500858888795
Modularity : 0.497078
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 267 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, 04 July 2022 at 03:30 UTC.

The requested start date was Monday, 04 July 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, 4-hour, 7-minute period from Monday, 20 June 2022 at 02:27 UTC to Sunday, 03 July 2022 at 06:34 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".

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://www.tandfonline.com/doi/full/10.1080/02681102.2022.2062291?cookieSet=1
[7] https://ictd.org/schedule/
[5] https://ict4dblog.wordpress.com/2020/07/13/context-and-digital-start-ups-in-the-global-south/
[4] https://www.researchgate.net/publication/361102212_ICT4D_and_Critical_Data_Studies_A_Joint_Research_Agenda
[3] https://www.ictd.ac/event/webinar-ghanas-e-levy-two-months-in-what-do-we-know/
[3] https://www.ictworks.org/6-digital-competency-areas-for-mobile-phone-usage/
[3] https://www.ictworks.org/usaid-digital-literacy-primer/
[2] https://ifip94.wordpress.com/2022/06/30/rethinking-ict4d-research-through-the-pillars-of-context-resilience-and-sustainability/
[2] https://ictd.org/accepted-notes/
[2] https://www.ictd.ac/blog/taxes-collateral-risk-de-risk/

Top URLs in Tweet in G1:
[2] https://www.ictd.ac/blog/taxes-collateral-risk-de-risk/
[1] https://mailchi.mp/ictd/june22
[1] https://www.ictd.ac/news/ictd-research-tax-development-course-2022-2023/
[1] https://zoom.us/j/98961186321
[1] https://www.ictd.ac/event/seminar-digitalisation-tax-administration-nigeria/
[1] https://www.ictd.ac/publication/likely-fiscal-public-health-effects-excise-tax-sugar-sweetened-beverages-kenya/
[1] https://www.ictd.ac/event/webinar-ghanas-e-levy-two-months-in-what-do-we-know/
[1] https://www.ictd.ac/publication/enablers-barriers-and-impacts-of-digital-financial-services-insights-from-an-evidence-gap-map-and-implications-for-taxation/
[1] https://twitter.com/ICTDTax/status/1539566078212411393
[1] https://www.ictd.ac/blog/increasing-collection-income-taxes-property-ownership-borno/?utm_source=Nigerian+Tax+Research+Network&utm_campaign=b3b45a939f-NTRN_oct_COPY_01&utm_medium=email&utm_term=0_830a0be739-b3b45a939f-532007737&mc_cid=b3b45a939f&mc_eid=a49182e128

Top URLs in Tweet in G2:
[6] https://ictd.org/schedule/
[4] https://www.researchgate.net/publication/361102212_ICT4D_and_Critical_Data_Studies_A_Joint_Research_Agenda
[2] https://ictd.org/accepted-notes/
[1] https://twitter.com/ishtiaquesia/status/1529476625578004480
[1] https://twitter.com/ifip_94/status/1542602640181395458
[1] https://twitter.com/w_agahari/status/1539490791340625920
[1] https://ifip94.wordpress.com/
[1] https://ictd.org/
[1] https://twitter.com/ishtiaquesia/status/1529475878186778624
[1] https://ict4dblog.wordpress.com/2020/07/13/context-and-digital-start-ups-in-the-global-south/

Top URLs in Tweet in G3:
[1] https://ict4dmalaria.pathable.co/meetings/virtual/q3aLv5KPEYPcZ9tvk
[1] https://ict4dmalaria.pathable.co/meetings/virtual/kxAmM6ndXfcDKmMqK
[1] https://untalent.org/jobs/ict-officer-abap-developer-p-2-fixed-term-post-no-116857-ictd-digital-core-valencia-spain-1?utm_source=twitter

Top URLs in Tweet in G4:
[2] https://kickbrain.kic.ac.jp/topic/%e3%80%8cict4d%e6%95%99%e7%a7%91%e6%9b%b8%e7%bf%bb%e8%a8%b3%e3%83%97%e3%83%ad%e3%82%b8%e3%82%a7%e3%82%af%e3%83%88%e3%80%8d-%e3%83%87%e3%82%b8%e3%82%bf%e3%83%ab%e6%8a%80%e8%a1%93%e3%81%a8%e5%9b%bd/
[1] https://twitter.com/AfricaLics/status/1538784157886709762
[1] https://twitter.com/Dr_S_Jefferson/status/1539380746682568705
[1] https://dai-global-digital.com/how-four-awardees-are-paving-the-way-for-a-more-equitable-ai-powered-future.html
[1] https://ngotenders.net/job/senior-budget-associate-g-7-fixed-term-post-no-115568-ictd-digital-core-valencia-spain/?feed_id=187937&_unique_id=62b3c0a3bd4cb
[1] https://ngotenders.net/job/consultancy-quality-assurance-analyst-ictd-digital-core-valencia-spain-remote-based/?feed_id=187922&_unique_id=62b3b91a31f75
[1] https://www.notice24.net/2022/06/ictd-job-circular-2022-ictd-job-apply.html
[1] https://www.banglanewsexpress.com/ictd-job-circular-apply-2022-job-circular-ictd-2022-ictd-job-circular-apply-2022-job-circular-of-ictd-2022-ictd-job-circular-2022-ictd-job-apply-job-circular-2022-published-in-ictd/
[1] https://www.banglanewsexpress.com/ictd-job-circular-apply-2022-job-circular-ictd-2022-ictd-job-circular-apply-2022-job-circular-of-ictd-2022-ictd-job-circular-2022-ictd-job-apply-job-circular-2022-published-in-ictd/?utm_source=rss&utm_medium=rss&utm_campaign=ictd-job-circular-apply-2022-job-circular-ictd-2022-ictd-job-circular-apply-2022-job-circular-of-ictd-2022-ictd-job-circular-2022-ictd-job-apply-job-circular-2022-published-in-ictd
[1] https://sha5r.com/ictd-ae/

Top URLs in Tweet in G5:
[6] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2062291?cookieSet=1
[4] https://ict4dblog.wordpress.com/2020/07/13/context-and-digital-start-ups-in-the-global-south/
[1] https://twitter.com/BasmaAlbanna/status/1542426607947767808
[1] https://ict4dblog.wordpress.com/2022/06/27/workshop-on-chinas-digital-expansion-in-the-global-south/
[1] https://zoom.us/meeting/register/tJAscu-pqTIqEtT-t6mRqxoE3K-nsFGS6Fwd
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2021.1951150?src=&cookieSet=1
[1] https://twitter.com/ictd2022/status/1527689293740658688

Top URLs in Tweet in G6:
[3] https://www.ictworks.org/6-digital-competency-areas-for-mobile-phone-usage/
[3] https://www.ictworks.org/usaid-digital-literacy-primer/
[2] https://opensource.com/article/22/6/equalify-open-internet-accessibility
[2] https://www.ictworks.org/last-mile-mobile-money-startup-idea/#.YrB-oef7JCo.twitter
[2] https://www.ictworks.org/digital-climate-change-adaptation-solution/#.Yrk6B4v6FFg.twitter
[2] http://www.ictworks.org/?p=14738
[1] https://a4ai.org/news/the-economic-costs-of-digital-exclusion-in-south-asia-7-takeaways/
[1] https://www.ipsnews.net/2022/06/across-asia-pacific-digitalization-rural-communities-leading-way-better-future-goal-leave-no-one-behind/
[1] https://www.ipsnews.net/2022/07/digital-divide-pending-issue-chiles-educational-system/
[1] https://equalify.app/

Top URLs in Tweet in G7:
[1] https://twitter.com/DirectorpdpoUG/status/1541401727978577920

Top URLs in Tweet in G8:
[2] https://aidnography.blogspot.com/2022/06/development-ict4d-digital-communication-academia-link-review-448.html

Top URLs in Tweet in G9:
[2] https://ictd.org/registration/
[1] https://twitter.com/ictd2022/status/1527689293740658688
[1] https://ictd.org/schedule/

Top URLs in Tweet in G10:
[1] https://www.universityworldnews.com/post.php?story=20220603115640789

Top Domains
Top Domains in Tweet in Entire Graph:
[15] ictworks.org
[14] twitter.com
[13] ictd.org
[11] ictd.ac
[10] wordpress.com
[8] tandfonline.com
[4] dai-global-digital.com
[4] researchgate.net
[3] a4ai.org
[3] mailchi.mp

Top Domains in Tweet in G1:
[8] ictd.ac
[1] mailchi.mp
[1] zoom.us
[1] twitter.com

Top Domains in Tweet in G2:
[9] ictd.org
[5] twitter.com
[4] researchgate.net
[3] wordpress.com

Top Domains in Tweet in G3:
[2] pathable.co
[1] untalent.org

Top Domains in Tweet in G4:
[2] ac.jp
[2] twitter.com
[2] ngotenders.net
[2] banglanewsexpress.com
[2] webmo.info
[2] thisisamos.com
[1] dai-global-digital.com
[1] notice24.net
[1] sha5r.com
[1] ict4d.jp

Top Domains in Tweet in G5:
[7] tandfonline.com
[5] wordpress.com
[2] twitter.com
[1] zoom.us

Top Domains in Tweet in G6:
[15] ictworks.org
[3] a4ai.org
[2] ipsnews.net
[2] opensource.com
[1] equalify.app
[1] medium.com
[1] wordpress.com
[1] dai-global-digital.com

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

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

Top Domains in Tweet in G9:
[3] ictd.org
[1] twitter.com

Top Domains in Tweet in G10:
[1] universityworldnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[110] ict4d
[41] ictd2022
[18] tax
[17] digital
[8] development
[8] nigeria
[8] seminar
[7] intersectional
[7] ghana
[6] icymi



Top Hashtags in Tweet in G1:
[13] tax
[8] nigeria
[8] digital
[8] seminar
[7] ghana
[5] research
[4] webinar
[3] development
[3] revenue
[3] collateral

Top Hashtags in Tweet in G2:
[36] ictd2022
[30] ict4d
[7] intersectional
[4] gender
[2] ecis2022
[2] datagaps
[2] datascience
[2] sustainability
[1] algorithmicbias
[1] resilience

Top Hashtags in Tweet in G3:
[7] ict4d
[6] icymi
[6] digital
[5] worldrefugeeday
[4] withrefugees
[3] malaria
[2] humanitarian
[2] response
[2] resilience
[1] nazid2020

Top Hashtags in Tweet in G4:
[9] ict4d
[2] webmo
[2] monitoring
[2] evaluation
[2] free
[2] developmentcooperation
[2] digitaltransformation
[1] デジタル
[1] 社会課題解決
[1] 大学院

Top Hashtags in Tweet in G5:
[17] ict4d
[5] infodev
[3] digitaldevelopment
[3] ictd2022
[2] data4dev
[1] chinadigital
[1] openaccess

Top Hashtags in Tweet in G6:
[24] ict4d
[2] opensource
[2] data
[2] dataanalysis
[2] datadrivendevelopment
[1] drones
[1] uav
[1] climate
[1] datamanagement

Top Hashtags in Tweet in G7:
[3] stem5girls
[3] ict5girls

Top Hashtags in Tweet in G8:
[2] globaldev

Top Hashtags in Tweet in G9:
[1] ictd2022

Top Hashtags in Tweet in G10:
[2] ict4d
[1] comm4dev

Top Words
Top Words in Tweet in Entire Graph:
[110] #ict4d
[64] research
[54] ictd
[47] digital
[41] #ictd2022
[30] ict4d
[24] join
[24] ত
[23] 2022
[22] ifip_94

Top Words in Tweet in G1:
[15] ictdtax
[13] join
[13] #tax
[8] levy
[8] mrollyowen
[8] bo_irs
[8] bornogovt
[8] #nigeria
[8] best
[8] leverage

Top Words in Tweet in G2:
[50] research
[36] #ictd2022
[30] #ict4d
[17] dorotheakleine
[16] ict4d
[16] gender
[15] ifip_94
[14] great
[14] session
[12] forward

Top Words in Tweet in G3:
[9] ict4dconference
[7] crs_expertise
[7] top
[7] #ict4d
[6] #icymi
[6] hear
[6] #digital
[5] happy
[5] #worldrefugeeday
[5] help

Top Words in Tweet in G4:
[21] ictd
[16] job
[13] circular
[13] 2022
[9] #ict4d
[7] apply
[5] development
[4] ict4d
[4] য
[4] practitioners

Top Words in Tweet in G5:
[20] digital
[17] #ict4d
[13] infotechdev
[10] transformation
[10] margins
[10] battle
[10] soul
[10] self
[10] sovereignty
[9] sajdaq

Top Words in Tweet in G6:
[24] #ict4d
[13] digital
[7] ict_works
[6] wayan_vota
[6] development
[6] introducing
[5] internet
[5] apply
[5] 000
[5] mobile

Top Words in Tweet in G7:
[3] great
[3] collabo
[3] #stem5girls
[3] #ict5girls
[3] initiatives
[3] future
[3] wougnet
[3] empowering
[3] girlchild
[2] kiapikfreddie76

Top Words in Tweet in G8:
[2] #globaldev
[2] links
[2] 448
[2] feat

Top Words in Tweet in G9:
[6] ictd
[4] ictd2022
[4] slouching_mags
[4] registration
[4] data
[3] cathwieczorek
[3] sachinpendse
[3] sign
[2] over
[2] wanted

Top Words in Tweet in G10:
[6] power
[5] radio
[5] reach
[5] hundreds
[5] millions
[5] african
[5] farmers
[5] life
[5] changing
[5] information

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[13] ict4d,research
[13] job,circular
[12] digital,transformation
[12] transformation,margins
[12] margins,battle
[12] battle,soul
[12] soul,self
[12] self,sovereignty
[10] #digital,tools
[10] look,forward

Top Word Pairs in Tweet in G1:
[8] bo_irs,bornogovt
[8] #nigeria,best
[8] best,leverage
[8] leverage,#digital
[8] #digital,tools
[8] tools,#tax
[8] #tax,administration
[8] administration,join
[8] join,today's
[8] today's,#seminar

Top Word Pairs in Tweet in G2:
[11] ict4d,research
[9] look,forward
[8] open,session
[7] #ict4d,research
[6] context,resilience
[6] resilience,sustainability
[6] ifip_94,blog
[6] #ictd2022,conference
[5] shared,research
[5] research,agenda

Top Word Pairs in Tweet in G3:
[6] #icymi,hear
[5] happy,#worldrefugeeday
[5] top,#ict4d
[5] help,better
[5] better,support
[5] support,engage
[4] engage,#withrefugees
[4] hear,unicef
[4] unicef,crs_expertise
[4] crs_expertise,gatesfoundation

Top Word Pairs in Tweet in G4:
[13] job,circular
[10] ictd,job
[7] 2022,ictd
[5] circular,2022
[4] circular,apply
[4] apply,2022
[4] 2022,job
[4] circular,ictd
[4] ictd,2022
[4] development,practitioners

Top Word Pairs in Tweet in G5:
[10] digital,transformation
[10] transformation,margins
[10] margins,battle
[10] battle,soul
[10] soul,self
[10] self,sovereignty
[8] global,south
[5] infotechdev,infotechdev
[5] infotechdev,digital
[5] sovereignty,sajdaq

Top Word Pairs in Tweet in G6:
[4] #ict4d,wayan_vota
[3] wayan_vota,ict_works
[3] digital,competency
[3] competency,areas
[3] areas,mobile
[3] mobile,phone
[3] phone,usage
[3] usage,#ict4d
[3] #ict4d,ict_works
[3] apply,100

Top Word Pairs in Tweet in G7:
[3] great,collabo
[3] collabo,#stem5girls
[3] #stem5girls,#ict5girls
[3] #ict5girls,initiatives
[3] initiatives,future
[3] future,wougnet
[3] wougnet,empowering
[3] empowering,girlchild
[2] kiapikfreddie76,great
[2] girlchild,throu

Top Word Pairs in Tweet in G8:
[2] #globaldev,links
[2] links,448
[2] 448,feat

Top Word Pairs in Tweet in G9:
[2] ictd2022,over
[2] over,wanted
[2] wanted,thank
[2] thank,slouching_mags
[2] slouching_mags,cathwieczorek
[2] cathwieczorek,sachinpendse
[2] sachinpendse,charming
[2] charming,dina
[2] reminder,ictd
[2] ictd,2022

Top Word Pairs in Tweet in G10:
[5] radio,power
[5] power,reach
[5] reach,hundreds
[5] hundreds,millions
[5] millions,african
[5] african,farmers
[5] farmers,life
[5] life,changing
[5] changing,information
[5] information,let's

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@dorotheakleine
@ictdtax
@ifip_94
@infotechdev
@sajdaq
@ict4dconference
@silviahedley
@cddmanchester
@bo_irs
@bornogovt

Top Mentioned in G1:
@ictdtax
@bo_irs
@bornogovt
@mrollyowen
@mikkyfaradd
@mustaphandajiwo
@wilsonprichard
@martinhearson
@ids_uk
@mabounabhan

Top Mentioned in G2:
@dorotheakleine
@ifip_94
@silviahedley
@mariaigarrido
@saraksha
@infoschoolsheff
@igsd_shef
@mulunehatinaf
@infotechdev
@ovus00

Top Mentioned in G3:
@ict4dconference
@crs_expertise
@unicef
@gatesfoundation
@unops
@medsformalaria
@ehealth_africa
@globalfund
@id2020
@ict4d2020

Top Mentioned in G5:
@sajdaq
@infotechdev
@cddmanchester
@ifip_94
@wayan_vota

Top Mentioned in G6:
@ict_works
@wayan_vota
@fortuny
@usaid
@opensourceway
@bbertucc
@a4a_internet
@ict

Top Mentioned in G7:
@wougnet
@kiapikfreddie76
@nitauganda1
@nitaugandaed
@uipe_uganda
@uncst_uganda
@upstu_2019
@faweuganda
@unwomenuganda
@ucc_ed

Top Mentioned in G8:
@anja_franck
@jasparssusanne
@sofie_lilli
@devpolicy
@martinscott2010
@abbystoddard
@steph_beasley
@fogginsophie
@dugganjr
@andypsumner

Top Mentioned in G9:
@ictd2022
@cathwieczorek
@sachinpendse
@slouching_mags
@fieldmarginalia
@dorotheakleine

Top Mentioned in G10:
@farmradio
@pj_wall

Top Tweeters
Top Tweeters in Entire Graph:
@slimchick1900
@designthinkbot
@dannywijnhoud
@theghanaweb
@pardoe_ai
@nordicgeo
@tendersngo
@prepaid_africa
@digitaltransf11
@junub_bot

Top Tweeters in G1:
@dannywijnhoud
@theghanaweb
@kracare
@mustaphandajiwo
@nonso2
@mschimezie
@danielagabor
@ids_uk
@wiegoglobal
@martinhearson

Top Tweeters in G2:
@pardoe_ai
@katypearce
@w_agahari
@giuliowolfe
@suoman
@infoschoolsheff
@afrochissy
@silviahedley
@dorotheakleine
@taschagroup

Top Tweeters in G3:
@refugees
@unicef
@untalentjobs
@idcobot
@mercycorps
@gatesfoundation
@globalfund
@crs_expertise
@unops
@liberoide

Top Tweeters in G4:
@tendersngo
@prepaid_africa
@kobedenshi
@raulza
@banglanewsexpr1
@amosdoornbos
@davidnemer
@fairly_fm
@epediaconsult
@chloemessenger

Top Tweeters in G5:
@digitaltransf11
@iamgabbarson
@globaldevinst
@paulnaish78
@nacikarkin
@stutisa66182326
@lukasschlogl
@cddmanchester
@uttam_geopd
@infotechdev

Top Tweeters in G6:
@scibot6
@fortuny
@opensourceway
@rosigener
@usaid
@wayan_vota
@ict_works
@a4a_internet
@janetcruzgr
@ishtiaque_ih

Top Tweeters in G7:
@kiapikfreddie76
@wougnet
@nitauganda1
@unwomenuganda
@ucc_ed
@nitaugandaed
@uipe_uganda
@faweuganda
@mujjuzidesmond
@uncst_uganda

Top Tweeters in G8:
@devpolicy
@aidnography
@dugganjr
@martinscott2010
@andypsumner
@steph_beasley
@fogginsophie
@abbystoddard
@sofie_lilli
@anja_franck

Top Tweeters in G9:
@nordicgeo
@sachinpendse
@akinnaija
@slouching_mags
@iameghnaa
@fieldmarginalia
@cathwieczorek
@ictd2022

Top Tweeters in G10:
@farmradio
@stephydaps
@itaryan
@ruforumsec
@lubaofm
@si_lorna
@pj_wall


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