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educhat_2022-02-21_03-01-35.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
February 21, 2022
Short Description:
educhat via NodeXL https://bit.ly/3LO0WUg
@rdene915
@education_24x7
@superteamup
@yesfutures
@jc_james_clark
@scalarhumanity
@letslocalise
@place2be
@mindfuldesserts
@thriveinedu

Top hashtags:
#educhat
#education
#edtech
#edutwitter
#k12
#sel
#edchat
#teaching

Description:
Description
The graph represents a network of 1,273 Twitter users whose tweets in the requested range contained "educhat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 21 February 2022 at 11:04 UTC.

The requested start date was Monday, 21 February 2022 at 01:01 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, 22-hour, 58-minute period from Monday, 07 February 2022 at 01:53 UTC to Monday, 21 February 2022 at 00:52 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 : 1273
Unique Edges : 850
Edges With Duplicates : 2954
Total Edges : 3804
Number of Edge Types : 5
Retweet : 1071
MentionsInRetweet : 1407
Tweet : 563
Mentions : 725
Replies to : 38
Self-Loops : 620
Reciprocated Vertex Pair Ratio : 0.0616583982990787
Reciprocated Edge Ratio : 0.116154873164219
Connected Components : 241
Single-Vertex Connected Components : 103
Maximum Vertices in a Connected Component : 483
Maximum Edges in a Connected Component : 2256
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.561095
Graph Density : 0.000925116226217473
Modularity : 0.378524
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,273 Twitter users whose tweets in the requested range contained "educhat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 21 February 2022 at 11:04 UTC.

The requested start date was Monday, 21 February 2022 at 01:01 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, 22-hour, 58-minute period from Monday, 07 February 2022 at 01:53 UTC to Monday, 21 February 2022 at 00:52 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 : educhat
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:
[82] https://www.rdene915.com/
[76] https://www.amazon.com/kindle-dbs/entity/author/B01N1WWDQA?_encoding=UTF8&node=283155&offset=0&pageSize=12&searchAlias=stripbooks&sort=author-sidecar-rank&page=1&langFilter=default#formatSelectorHeader
[26] https://anchor.fm/rdene915
[24] https://www.amazon.com/dp/1953852033/ref=sr_1_5?crid=1FIGGPW0ZWU66&dchild=1&keywords=rachelle+dene+poth&qid=1606592623&sprefix=rachelle+dene+p,stripbooks,167&sr=8-5
[23] https://www.amazon.com/gp/product/B08269NT8Y/ref=dbs_a_def_rwt_bibl_vppi_i8
[20] https://wordeys.com/
[19] https://www.gettingsmart.com/2022/02/18/nft-in-edu-what-does-the-future-hold/
[17] https://blog.neolms.com/exploring-virtual-reality-learning-experiences-in-the-classroom/
[16] https://docs.google.com/forms/d/e/1FAIpQLSdM8Xj0Hpqsdf9KzT2KfUbBbB60Fx_XAurE7EtsMsJIu9TuUg/viewform?usp=sf_link
[16] http://www.thequeermathematicsteacher.com/visions/

Top URLs in Tweet in G1:
[82] https://www.rdene915.com/
[76] https://www.amazon.com/kindle-dbs/entity/author/B01N1WWDQA?_encoding=UTF8&node=283155&offset=0&pageSize=12&searchAlias=stripbooks&sort=author-sidecar-rank&page=1&langFilter=default#formatSelectorHeader
[26] https://anchor.fm/rdene915
[24] https://www.amazon.com/dp/1953852033/ref=sr_1_5?crid=1FIGGPW0ZWU66&dchild=1&keywords=rachelle+dene+poth&qid=1606592623&sprefix=rachelle+dene+p,stripbooks,167&sr=8-5
[23] https://www.amazon.com/gp/product/B08269NT8Y/ref=dbs_a_def_rwt_bibl_vppi_i8
[19] https://www.gettingsmart.com/2022/02/18/nft-in-edu-what-does-the-future-hold/
[17] https://blog.neolms.com/exploring-virtual-reality-learning-experiences-in-the-classroom/
[16] https://docs.google.com/forms/d/e/1FAIpQLSdM8Xj0Hpqsdf9KzT2KfUbBbB60Fx_XAurE7EtsMsJIu9TuUg/viewform?usp=sf_link
[13] https://www.gettingsmart.com/author/rachelle/
[10] https://www.definedstem.com/blog/preparing-for-the-future-creating-supportive-digital-learning-spaces/

Top URLs in Tweet in G2:
[4] https://www.teacherspayteachers.com:443/Sellers-Im-Following/Add/Teachheath
[4] https://www.myedvantage.org/math-advantage-camp-program-and-registration
[2] https://teachboost.typeform.com/to/V8yFyCs4?utm_campaign=Coaching
[2] Impact
[2] Report
[2] https://cryptozoa.com/underpaid-uk-teachers-need-to-do-this-before-its-too-late-25ff8c21f30a
[1] https://www.inedusolutions.com/metacademy-devlp/immersive
[1] https://nowandbeyond.org.uk/
[1] https://docs.google.com/forms/d/e/1FAIpQLSfD5nhvJsvjrRHTLSQJzEF2Elr7A7tgixL-Rj-hTA3y4jtZ4A/viewform?usp=send_form
[1] https://savvas.com/SIOP2022

Top URLs in Tweet in G3:
[5] https://www.earlyyearseducator.co.uk/practical/article/communication-and-language-a-whole-lot-of-holes?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1645045465
[4] https://www.getfocusedstayfocused.org/conference
[3] https://teesside.onlinesurveys.ac.uk/early-years-2022
[2] https://sharemylesson.com/teaching-resource/sel-matters-sel-squiggle-320395
[2] https://sharemylesson.com/
[2] https://sharemylesson.com/teaching-resource/bend-and-breathe-yoga-and-pranayama-practices-thriving-329380
[2] https://www.linkedin.com/pulse/three-ways-help-teensplan-hopeful-future-mindy-bingham/?trackingId=eGj%2Btsr7SoOvyLyesBOjBQ%3D%3D
[2] https://twitter.com/AaronEarlyYears/status/1491139970110685185
[1] https://sharemylesson.com/teaching-resource/step-step-overview-zigazoo-app-324762
[1] https://sharemylesson.com/blog/salt-4-simple-steps-meditation

Top URLs in Tweet in G4:
[8] https://yesfutures.activehosted.com/f/3
[6] https://www.yesfutures.org/mental-health-resources
[5] https://yesfutures.org/mental-health-resources
[2] https://daisi.education/qla-concise/
[2] https://www.yesfutures.org/post/children-s-mental-health-week-how-to-support-your-students-personal-growth
[1] https://www.dreambeastpoems.com/post/the-slow-superhero
[1] https://mailchi.mp/daisi/qlacombined
[1] https://mailchi.mp/daisi/secondary
[1] https://www.childrensmentalhealthweek.org.uk/assembly
[1] https://mailchi.mp/daisi/febnews22

Top URLs in Tweet in G5:
[2] https://www.virgin.com/branson-family/holly-branson-blog/re-assessing-assessment?utm_medium=social&utm_source=twitter&utm_author=holly
[1] https://www.virgin.com/branson-family/holly-branson-blog/re-assessing-assessment?utm_medium=paid-social&utm_source=twitter&utm_author=holly
[1] https://edu.teacherwit.com/

Top URLs in Tweet in G6:
[19] https://wordeys.com/
[13] http://fluky.io/

Top URLs in Tweet in G7:
[1] https://twitter.com/showbie/status/1491468208766918658
[1] https://twitter.com/XpatEducator/status/1492419819408601088
[1] https://www.showbie.com/how-to-remain-prepared-for-hybrid-learning/?utm_source=showbie&utm_medium=twitter&utm_content=Blog&utm_campaign=RemoteLearningPlan
[1] https://www.showbie.com/stories-from-the-hybrid-learning-environment-supporting-social-and-emotional-development/
[1] https://b.socrative.com/teacher/#import-quiz/63002749
[1] https://twitter.com/joedale/status/1490583176212881412

Top URLs in Tweet in G8:
[1] https://www.letslocalise.co.uk/pap-campaign-details?pledgeCampaignId=11010

Top URLs in Tweet in G9:
[1] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/presentation/d/105iAJE7U2FA4C6KP2tk-NNueGpCbCJhTauXzDXaqTiE/copy&followup=https://docs.google.com/presentation/d/105iAJE7U2FA4C6KP2tk-NNueGpCbCJhTauXzDXaqTiE/copy<mpl=slides

Top Domains
Top Domains in Tweet in Entire Graph:
[124] amazon.com
[91] rdene915.com
[75] twitter.com
[50] co.uk
[32] gettingsmart.com
[28] blogspot.com
[26] anchor.fm
[26] edtechreview.in
[22] google.com
[22] youtube.com

Top Domains in Tweet in G1:
[123] amazon.com
[91] rdene915.com
[32] gettingsmart.com
[26] anchor.fm
[25] edtechreview.in
[19] google.com
[17] neolms.com
[11] k12prospects.com
[10] twitter.com
[10] pscp.tv

Top Domains in Tweet in G2:
[14] twitter.com
[7] educationcity.com
[5] youtube.com
[5] myedvantage.org
[4] teacherspayteachers.com
[4] blogspot.com
[2] google.com
[2] typeform.com
[2] cryptozoa.com
[2] co.uk

Top Domains in Tweet in G3:
[23] co.uk
[11] sharemylesson.com
[8] twitter.com
[4] getfocusedstayfocused.org
[3] ac.uk
[2] sparx-learning.com
[2] linkedin.com
[2] academicinnovations.com
[1] tes.com
[1] fastcompany.com

Top Domains in Tweet in G4:
[14] yesfutures.org
[8] activehosted.com
[6] daisi.education
[4] mailchi.mp
[3] youtube.com
[2] org.uk
[1] dreambeastpoems.com
[1] twitter.com

Top Domains in Tweet in G5:
[3] virgin.com
[1] teacherwit.com

Top Domains in Tweet in G6:
[19] wordeys.com
[13] fluky.io

Top Domains in Tweet in G7:
[3] twitter.com
[2] showbie.com
[1] socrative.com

Top Domains in Tweet in G8:
[1] co.uk

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1090] educhat
[488] education
[291] edtech
[240] edutwitter
[233] k12
[224] sel
[141] edchat
[111] teaching
[108] teachertwitter
[100] teachers



Top Hashtags in Tweet in G1:
[345] educhat
[313] education
[249] edtech
[213] k12
[213] sel
[83] ai
[71] teaching
[64] learning
[51] stem
[49] edutwitter

Top Hashtags in Tweet in G2:
[141] educhat
[43] edutwitter
[28] teachertwitter
[24] education
[22] edchat
[16] teachers
[11] edtech
[8] onlinelearning
[7] teaching
[6] learning

Top Hashtags in Tweet in G3:
[75] educhat
[50] earlyyears
[48] eybluk
[46] teamec
[45] eymatters
[41] eytalking
[40] keyu
[39] edchat
[38] eyshare
[34] eyfs

Top Hashtags in Tweet in G4:
[47] educhat
[18] mentalhealth
[17] childrensmentalhealthweek
[14] schools
[14] edutwitter
[13] wellbeinginschools
[12] teachers
[12] school
[11] schoolishome
[11] education

Top Hashtags in Tweet in G5:
[3] educhat
[2] education
[1] schools
[1] reform
[1] exams
[1] teachers

Top Hashtags in Tweet in G6:
[32] outildumercredi
[13] fluky
[2] edchat
[2] edtech
[2] edutech
[2] education
[2] educhat
[2] teacher
[2] profs
[2] edapp

Top Hashtags in Tweet in G7:
[10] educhat
[5] edutwitter
[4] edtech
[4] teachertwitter
[4] mfltwitterati
[4] langchat
[3] mfl
[2] feedback
[2] remotelearning
[2] digitalclassroom

Top Hashtags in Tweet in G8:
[27] letslocalise
[19] educhat
[18] ukedchat
[14] education
[13] business
[11] schools
[10] students
[9] ukeducation
[9] support
[8] future

Top Hashtags in Tweet in G9:
[21] iteachmath
[21] elemmathchat
[21] educhat
[21] math4all

Top Hashtags in Tweet in G10:
[18] online
[18] tnpsc
[16] onlinetraining
[16] ios
[3] 21sparksacademy
[3] onlinelearning
[3] edutech
[3] educhat
[3] cv
[3] coaching

Top Words
Top Words in Tweet in Entire Graph:
[1090] #educhat
[488] #education
[332] rdene915
[291] #edtech
[240] #edutwitter
[233] #k12
[224] #sel
[203] more
[177] book
[175] learn

Top Words in Tweet in G1:
[345] #educhat
[330] rdene915
[313] #education
[249] #edtech
[213] #k12
[213] #sel
[129] book
[121] thriveinedu
[108] guest
[104] stories

Top Words in Tweet in G2:
[141] #educhat
[43] #edutwitter
[28] #teachertwitter
[24] #education
[24] duties
[22] #edchat
[20] school
[20] edxamine
[18] time
[16] being

Top Words in Tweet in G3:
[75] #educhat
[50] #earlyyears
[48] #eybluk
[46] #teamec
[45] #eymatters
[41] #eytalking
[40] #keyu
[39] #edchat
[38] #eyshare
[34] #eyfs

Top Words in Tweet in G4:
[47] #educhat
[39] school
[26] resources
[19] free
[19] mental
[19] health
[18] dreambeastpoems
[18] #mentalhealth
[17] #childrensmentalhealthweek
[17] wellbeing

Top Words in Tweet in G5:
[29] already
[29] sign
[29] free
[29] join
[29] brand
[29] global
[29] community
[29] worldwide
[29] educators
[29] connect

Top Words in Tweet in G6:
[38] wordeys
[32] #outildumercredi
[32] découvrez
[32] co
[32] façon
[32] originale
[30] etwinningfrance
[19] issmx9vfcn
[19] ludique
[19] créer

Top Words in Tweet in G7:
[12] showbie
[10] #educhat
[10] sharing
[9] right
[8] socrative
[8] going
[8] live
[8] jamesmgarnett
[8] 10
[8] minutes

Top Words in Tweet in G8:
[27] #letslocalise
[19] #educhat
[18] #ukedchat
[18] students
[15] choosing
[15] chosen
[15] empower
[15] school
[15] staff
[15] fundraising

Top Words in Tweet in G9:
[21] math
[21] puzzles
[21] month
[21] march
[21] help
[21] yourself
[21] #iteachmath
[21] #elemmathchat
[21] #educhat
[21] #math4all

Top Words in Tweet in G10:
[49] online
[31] app
[31] tests
[28] 21sparks
[26] im_perseverance
[18] training
[18] resume
[18] builder
[18] #online
[18] #tnpsc

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[162] #education,#educhat
[95] #sel,#edtech
[89] #edutwitter,#educhat
[82] educator,stories
[68] #education,#sel
[60] #educhat,#k12
[54] guest,blogs
[53] #edchat,#educhat
[51] books,available
[51] available,amazon

Top Word Pairs in Tweet in G1:
[110] #education,#educhat
[95] #sel,#edtech
[82] educator,stories
[68] #education,#sel
[57] #educhat,#k12
[54] guest,blogs
[51] books,available
[51] available,amazon
[49] #edtech,#k12
[48] things,wish

Top Word Pairs in Tweet in G2:
[20] #edutwitter,#educhat
[14] break,time
[14] time,lunchtime
[12] #educhat,#edutwitter
[12] lunchtime,duties
[12] duty,being
[12] being,defined
[12] defined,supervising
[10] #teachertwitter,#educhat
[7] supervising,running

Top Word Pairs in Tweet in G3:
[46] #earlyyears,#teamec
[45] #teamec,#eybluk
[45] #eybluk,#eymatters
[40] #eymatters,#eytalking
[38] #keyu,#eyshare
[36] #eytalking,#keyu
[33] #educhat,#eyfs
[32] #eyshare,#educhat
[26] #eyfs,#eysharing
[23] #eysharing,#edchat

Top Word Pairs in Tweet in G4:
[19] mental,health
[15] health,wellbeing
[14] wellbeing,resources
[13] #wellbeinginschools,#educhat
[11] children,school
[11] school,home
[11] home,#schoolishome
[11] #schoolishome,#childrensmentalhealthweek
[11] #childrensmentalhealthweek,place2be
[11] place2be,#mentalhealth

Top Word Pairs in Tweet in G5:
[29] already,sign
[29] sign,free
[29] free,join
[29] join,brand
[29] brand,global
[29] global,community
[29] community,worldwide
[29] worldwide,educators
[29] educators,connect
[29] connect,learn

Top Word Pairs in Tweet in G6:
[32] #outildumercredi,découvrez
[30] etwinningfrance,#outildumercredi
[19] découvrez,wordeys
[19] wordeys,co
[19] co,issmx9vfcn
[19] issmx9vfcn,wordeys
[19] wordeys,façon
[19] façon,ludique
[19] ludique,originale
[19] originale,créer

Top Word Pairs in Tweet in G7:
[8] going,live
[8] live,jamesmgarnett
[8] jamesmgarnett,right
[8] right,10
[8] 10,minutes
[8] minutes,james
[8] james,sharing
[8] sharing,expertise
[8] expertise,school
[8] school,wide

Top Word Pairs in Tweet in G8:
[17] #educhat,#ukedchat
[15] choosing,#letslocalise
[15] #letslocalise,chosen
[15] chosen,empower
[15] empower,school
[15] school,students
[15] students,staff
[15] staff,fundraising
[15] fundraising,community
[12] #letslocalise,#educhat

Top Word Pairs in Tweet in G9:
[21] math,puzzles
[21] puzzles,month
[21] month,march
[21] march,help
[21] help,yourself
[21] yourself,#iteachmath
[21] #iteachmath,#elemmathchat
[21] #elemmathchat,#educhat
[21] #educhat,#math4all
[20] pearse_margie,math

Top Word Pairs in Tweet in G10:
[31] app,online
[31] online,tests
[18] tests,online
[18] online,training
[18] training,resume
[18] resume,builder
[18] #online,#tnpsc
[17] mentor,app
[16] #tnpsc,#onlinetraining
[16] #onlinetraining,#ios

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@rdene915
@thriveinedu
@edumatchbooks
@eyeearlyed
@mjmcalliwrites
@getting_smart
@etwinningfrance
@ica_learning
@im_perseverance
@buncee

Top Mentioned in G1:
@rdene915
@thriveinedu
@edumatchbooks
@mjmcalliwrites
@getting_smart
@buncee
@neolms
@nearpod
@k12prospects
@capstonepub

Top Mentioned in G2:
@edxamine
@teachheath
@caffein8edsoul
@edtechenergy
@think2speak
@siopmodel
@onenoteteachers
@inspiradora_la
@msstearns54

Top Mentioned in G3:
@eyeearlyed
@sharemylesson
@aftunion
@aftteach
@angelica22ac
@anthemawards
@academicinn
@kinderly
@msamberchandler
@tokens_for

Top Mentioned in G4:
@dreambeastpoems
@place2be
@yesfutures
@headteacherchat
@jacksonronelle
@minds_ahead
@welbeeuk
@afharrold
@michaelrosenyes
@moses_brian

Top Mentioned in G5:
@ica_learning
@hollybranson
@bigchange_
@richardbranson

Top Mentioned in G6:
@etwinningfrance
@wordeys

Top Mentioned in G7:
@showbie
@jamesmgarnett
@socrative
@xpateducator
@mr_l_edu
@joedale
@simonemonique28
@lancslassrach
@abdulchohan

Top Mentioned in G8:
@letslocalise
@cognizant
@computer_aid
@pymkathryn
@torrisholmecps
@build_vantage
@boothstownhf
@hughmyddelton
@boutchercofe
@primleywoodps

Top Mentioned in G9:
@pearse_margie

Top Mentioned in G10:
@im_perseverance
@kanavugal1000

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@coder_487
@john_siracusa
@britonanddane
@birdwriter7
@patricklee6669
@ajgma
@marksandspencer
@humanre41270855
@education_24x7

Top Tweeters in G1:
@education_24x7
@kathleerowlands
@richardhdent
@alicekeeler
@getiftech
@superteamup
@iamdrwill
@scalarhumanity
@tamraraven
@rdene915

Top Tweeters in G2:
@techtia
@ellenfweber
@mrbridge204
@geekysquad
@joanneleejacobs
@mrtasby
@hazelmpinner
@diegoojeda66
@sarahjaddicott
@uopeople

Top Tweeters in G3:
@sammysettanni
@lseefeldt3
@rweingarten
@sue_cowley
@eytalking
@aftunion
@distancelrnbot
@100daysofwriter
@mindfuldesserts
@emmadee77

Top Tweeters in G4:
@birdwriter7
@mentalhealthbo5
@michaelrosenyes
@philippa_writer
@tes
@decormoores
@teacherglitter
@schoolsweek
@moses_brian
@toriaclaire

Top Tweeters in G5:
@oldlady12345
@john_siracusa
@ajgma
@helen504
@tomy2875
@keenensparrow
@loismil91809392
@judywoods8
@ladylisadcantu1
@drvshsjeep

Top Tweeters in G6:
@wagjuer
@yannpoirson
@cmelladoalvarez
@etwinningfrance
@etwterp
@jhermosog
@college56
@canope_83
@ch_minetto
@annelavigne5

Top Tweeters in G7:
@joedale
@veverettmfl
@lancslassrach
@leoacademies
@abdulchohan
@socrative
@sorensensci
@showbie
@simonemonique28
@rsaholdings

Top Tweeters in G8:
@chrisdysonht
@paulgarvey4
@cognizant
@mrsp512
@waleshigh
@computer_aid
@boutchercofe
@boothstownhf
@baronessuddin
@letslocalise

Top Tweeters in G9:
@gregbcurran
@r_cilr
@pearse_margie
@atkauffman
@jberlingeri
@mutchmormath
@trudeaulisa
@supriyavasu
@sueoconnellmath
@marthatbarrett

Top Tweeters in G10:
@coder_487
@lala35539674
@hiringcare
@dkp_0fficial
@kubernetz
@iamlisuda
@rsuhendiran
@snashiva
@kumarsudalai777
@jack_khan_ezhil


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