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scienceed_2021-09-03_17-42-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 04, 2021
Short Description:
scienceed via NodeXL https://bit.ly/3jFJTHU
@vmcc_scienceed
@drjohnodonoghue
@thenasem
@edtechne
@openscied
@celebratepicbks
@scicommbot
@scienergetic
@drjanewalsh
@chemistryed

Top hashtags:
#scienceed
#stem
#backtoschool
#science
#stemed
#edchat
#scichat
#scied

Description:
Description
The graph represents a network of 525 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 04 September 2021 at 00:43 UTC.

The requested start date was Saturday, 04 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 93-day, 18-hour, 18-minute period from Tuesday, 01 June 2021 at 03:42 UTC to Thursday, 02 September 2021 at 22:00 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 : 525
Unique Edges : 456
Edges With Duplicates : 764
Total Edges : 1220
Number of Edge Types : 5
Mentions : 291
Tweet : 135
Retweet : 294
MentionsInRetweet : 474
Replies to : 26
Self-Loops : 137
Reciprocated Vertex Pair Ratio : 0.0564885496183206
Reciprocated Edge Ratio : 0.106936416184971
Connected Components : 92
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 90
Maximum Edges in a Connected Component : 294
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.83412
Graph Density : 0.00251544892766267
Modularity : 0.538325
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 525 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 04 September 2021 at 00:43 UTC.

The requested start date was Saturday, 04 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 93-day, 18-hour, 18-minute period from Tuesday, 01 June 2021 at 03:42 UTC to Thursday, 02 September 2021 at 22:00 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 : scienceed
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:
[11] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[8] http://stemteachingtools.org/brief/58
[8] http://www.dyslexiakit.net/homeschool-science-education/
[5] https://www.braintasticscience.com/curiositycorner
[4] https://theconversation.com/einstein-was-wrong-not-your-science-teacher-165532?utm_source=twitter&utm_medium=twitterbutton
[3] https://www.storycollider.org/onlineworkshops/2021/8/30/seminar-becoming-a-storylistener
[3] https://www.xientifica.com/
[3] https://docs.google.com/document/d/1_14mt5LyFjWGzXXefV30pSawK7CWeTxHbbjWaF6-Nkc/edit
[3] https://twitter.com/jgvanides/status/1420019671785426959
[3] https://edu.cospaces.io/HML-QVE

Top URLs in Tweet in G1:
[2] https://mailchi.mp/eef30de9478d/research-school-of-education-spring2021
[2] https://twitter.com/ElaineARoche/status/1406537632922939397
[2] https://twitter.com/scienceonstage/status/1423270069983928323
[1] https://twitter.com/jfcryan/status/1419906894056116229
[1] https://www.mdpi.com/2227-7102/11/6/286
[1] https://twitter.com/sarahlrcarroll/status/1404794960768032772
[1] https://bit.ly/2TUlZi0
[1] https://docs.google.com/document/d/11qCmOqm4PnLlklr5lb7ufCh-38xF0LHt2ZzTjSYVDZs/edit?usp=sharing
[1] https://docs.google.com/spreadsheets/d/1bIOh3S-bN0LCjVWrfpnhkaIapZKwtbAr5Z1gJQ_KGEY/edit
[1] https://bit.ly/PDSTresources

Top URLs in Tweet in G2:
[8] http://stemteachingtools.org/brief/58
[2] https://twitter.com/thenasem/status/1414994327080669195
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=c642a590-abfc-4cc5-be5b-59aa96b20770&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=02fd4679-e472-4fc9-9a74-9b81c8b1b399&utm_campaign=hootsuite
[1] http://ow.ly/e7TL50FINxz?utm_source=twitter&utm_medium=social&utm_term=nasem_dbasse&utm_content=35bd5fd5-5645-43d4-b0d2-57ab07940d1b&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=nasem_dbasse&utm_content=6c9f6ad8-4dbd-4080-9433-23cf09c870fa&utm_campaign=hootsuite
[1] https://twitter.com/theNASEM/status/1414994327080669195
[1] https://twitter.com/drjinrussell/status/1429945207273910276
[1] https://www.youtube.com/watch?v=mOlPnOm3Ycg

[1] https://www.nationalacademies.org/news/2021/07/science-education-should-be-national-priority-new-report-calls-on-federal-government-to-encourage-focusing-resources-on-high-quality-science-for-all-students

Top URLs in Tweet in G3:
[1] https://celebratepicturebooks.com/2021/08/04/august-3-international-owl-awareness-day/
[1] https://celebratepicturebooks.com/i-am-the-shark-giveaway/
[1] https://celebratepicturebooks.com/2021/07/15/june-15-its-national-shark-week/
[1] https://celebratepicturebooks.com/2021/07/19/july-19-celebrating-the-perseid-meteor-showers-with-sandra-nickel/
[1] https://celebratepicturebooks.com/2021/07/21/july-21-ask-an-archaeologist-day/

Top URLs in Tweet in G4:
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DLxM9PhcY_90&q=EgS4SO-bGP3zoYYGIhC8p15fTp5ZZWeKbNxAeiifMgFy
[1] https://twitter.com/drhowardliu/status/1405555997180104714
[1] https://ssec.si.edu/event/smithsonian-science-action-planning-institute
[1] https://twitter.com/drbenspencer/status/1409547413535309826
[1] https://asteroidday.org/
[1] https://www.stem.org.uk/cpd/495361/secondary-heads-science-network-curriculum-planning
[1] https://www.potomacriver.org/resources/educator-resources/environmentalresourcedirectory/
[1] https://twitter.com/alexpetrovnia/status/1415665948355403778
[1] https://www.whizzpopbang.com/subscribe
[1] https://stpetecatalyst.com/with-3-5-million-in-federal-and-state-money-the-science-center-to-rise-again/

Top URLs in Tweet in G5:
[3] https://www.storycollider.org/onlineworkshops/2021/8/30/seminar-becoming-a-storylistener
[1] https://twitter.com/AdamMGrant/status/1431602821036716035
[1] https://twitter.com/rskudesia/status/1431275057863561223
[1] https://twitter.com/lapubliclibrary/status/1408451133497090053
[1] https://books.apple.com/book/id1576147726
[1] https://twitter.com/cinehead/status/1412825727951466499

Top URLs in Tweet in G6:
[5] https://www.braintasticscience.com/curiositycorner
[4] https://theconversation.com/einstein-was-wrong-not-your-science-teacher-165532?utm_source=twitter&utm_medium=twitterbutton
[3] https://docs.google.com/document/d/1_14mt5LyFjWGzXXefV30pSawK7CWeTxHbbjWaF6-Nkc/edit
[2] https://www.braintasticscience.com/schools
[1] https://www.braintasticscience.com/freebies
[1] https://twitter.com/FindingAda/status/1411897688094699523
[1] https://www.mathforamerica.org/model/impact/teaching-science-behind-covid-19-vaccines-creating-ripple-effect-beyond-classroom
[1] https://docs.google.com/document/d/1f7vjf2dMij-Hc625pCIDjWqQryoGuz49oBT0Ngz5-7Y/edit

Top URLs in Tweet in G7:
[3] https://www.xientifica.com/
[2] https://twitter.com/SpaceKidzIndia/status/1428648479232905217
[2] https://www.cbsnews.com/pictures/space-pitures-planets-photos/
[1] https://www.reddit.com/r/explainlikeimfive/comments/oh7vc6/eli5_why_do_galaxies_look_like_they_spread_out_in/?utm_source=share&utm_medium=mweb

Top URLs in Tweet in G8:
[1] https://twitter.com/Miss_Khan868/status/1404910726876221446

Top URLs in Tweet in G9:
[1] https://go2scienceblog.weebly.com/blog/wonderful-words?utm_content=bufferbafdc&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top Domains
Top Domains in Tweet in Entire Graph:
[45] twitter.com
[19] dyslexiakit.net
[9] google.com
[8] braintasticscience.com
[8] stemteachingtools.org
[5] celebratepicturebooks.com
[4] theconversation.com
[3] youtube.com
[3] nap.edu
[3] storycollider.org

Top Domains in Tweet in G1:
[9] twitter.com
[2] mailchi.mp
[2] bit.ly
[2] google.com
[1] mdpi.com
[1] showyourstripes.info

Top Domains in Tweet in G2:
[8] stemteachingtools.org
[4] twitter.com
[3] nap.edu
[1] ow.ly
[1] youtube.com
[1] nationalacademies.org
[1] ngsnavigators.com

Top Domains in Tweet in G3:
[5] celebratepicturebooks.com

Top Domains in Tweet in G4:
[4] twitter.com
[1] google.com
[1] si.edu
[1] asteroidday.org
[1] org.uk
[1] potomacriver.org
[1] whizzpopbang.com
[1] stpetecatalyst.com
[1] sciencedaily.com
[1] nejm.org

Top Domains in Tweet in G5:
[4] twitter.com
[3] storycollider.org
[1] apple.com

Top Domains in Tweet in G6:
[8] braintasticscience.com
[4] google.com
[4] theconversation.com
[1] twitter.com
[1] mathforamerica.org

Top Domains in Tweet in G7:
[3] xientifica.com
[2] twitter.com
[2] cbsnews.com
[1] reddit.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[246] scienceed
[63] stem
[36] backtoschool
[32] science
[29] stemed
[22] edchat
[19] scichat
[17] scied
[17] family
[15] homeschooling



Top Hashtags in Tweet in G1:
[2] showyourstripesday
[2] fantasticdnainabox
[2] warmingstripes
[2] jcscience
[2] biology
[2] ucg
[2] nuig
[2] galway
[1] edchatie
[1] scienceed

Top Hashtags in Tweet in G2:
[20] scienceed
[10] scied
[9] ngss
[2] education
[2] stem
[2] stemed
[1] scienceeducation
[1] beyondthelecture
[1] science
[1] culturallyresponsive

Top Hashtags in Tweet in G3:
[35] backtoschool
[6] scienceed
[5] askanarchaeologistday
[5] suethetrex
[5] dinosaur
[3] internationalowlawarenessday
[3] sharkweek
[2] homeschooling
[2] perseid
[1] bookaday

Top Hashtags in Tweet in G4:
[32] scienceed
[8] stem
[5] science
[4] scichat
[3] stemed
[3] education
[2] steam
[2] bisdscience
[2] edchat
[2] scienceteacher

Top Hashtags in Tweet in G5:
[9] scienceed
[4] datavisualization
[4] edchat
[3] storytelling
[3] scicomm
[2] sschat
[2] literacy
[2] appleeduchat
[2] teachers
[2] journalists

Top Hashtags in Tweet in G6:
[22] scienceed
[6] scichat
[4] scienceteachers
[4] science
[3] sciencematters
[3] scied
[3] curiositycorner
[3] stemlearning
[3] covid19
[3] vaccines

Top Hashtags in Tweet in G7:
[9] scienceed
[4] space
[4] stem
[3] science
[3] fb
[2] xientifica
[1] eureka
[1] stemeducation
[1] archimedes
[1] childrensbooks

Top Hashtags in Tweet in G8:
[11] scienceed
[7] ks3
[2] unsdgs
[1] geographyed
[1] cardiacmuscle
[1] chemistry
[1] connectingclassrooms
[1] globallearning

Top Hashtags in Tweet in G9:
[7] paemst
[7] nbct
[7] edchat
[7] pblchat
[7] scienceed
[6] scichat
[6] stem
[5] elemchat
[5] homeschooling
[5] printables

Top Hashtags in Tweet in G10:
[2] scienceed
[2] chemistry
[2] biology
[2] geoscience
[1] scied
[1] science
[1] scicomm
[1] blackinscicomm
[1] blackinstem
[1] physics

Top Words
Top Words in Tweet in Entire Graph:
[246] #scienceed
[205] science
[99] students
[63] #stem
[50] day
[44] last
[44] celebratepicbks
[42] more
[41] week
[41] thinking

Top Words in Tweet in G1:
[23] vmcc_scienceed
[19] edtechne
[18] cellexplorers
[17] sarahlrcarroll
[17] murielgrenon
[17] congrats
[16] nuigalway
[15] researchatnuig
[14] editors
[14] editor_ies

Top Words in Tweet in G2:
[75] science
[49] students
[33] scientific
[33] those
[32] report
[32] thenasem
[31] thinking
[31] essential
[31] pursuing
[30] careers

Top Words in Tweet in G3:
[44] celebratepicbks
[37] joanholub
[36] shark
[36] lkellerbooks
[35] last
[35] day
[35] swimming
[35] toward
[35] #backtoschool
[35] enter

Top Words in Tweet in G4:
[32] #scienceed
[8] #stem
[7] science
[6] learn
[5] learning
[5] more
[5] #science
[5] year
[4] planning
[4] #scichat

Top Words in Tweet in G5:
[13] more
[9] #scienceed
[9] week
[9] seminar
[9] facilitating
[9] storytelling
[8] sign
[8] storycollider's
[7] storycollider
[7] starting

Top Words in Tweet in G6:
[22] #scienceed
[14] lesson
[12] brains
[12] work
[11] free
[10] thinking
[9] students
[9] science
[9] today's
[9] question

Top Words in Tweet in G7:
[9] #scienceed
[4] #space
[4] #stem
[3] xientifica
[3] #science
[3] #fb
[3] class
[3] novel
[3] science
[3] read

Top Words in Tweet in G8:
[11] #scienceed
[9] year
[7] balancing
[7] equations
[7] molymods
[7] make
[7] much
[7] easier
[7] chatchemistry
[7] #ks3

Top Words in Tweet in G9:
[7] #paemst
[7] #nbct
[7] #edchat
[7] #pblchat
[7] #scienceed
[6] #scichat
[6] #stem
[5] #elemchat
[5] #homeschooling
[5] #printables

Top Words in Tweet in G10:
[7] memorizing
[6] scienergetic
[6] threw
[6] together
[6] lil
[6] graphic
[6] last
[6] night
[6] represent
[6] inherent

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[37] last,day
[36] joanholub,lkellerbooks
[35] day,swimming
[35] swimming,toward
[35] toward,#backtoschool
[35] #backtoschool,enter
[35] enter,win
[35] win,shark
[35] shark,bookplate
[35] bookplate,signed

Top Word Pairs in Tweet in G1:
[16] cellexplorers,nuigalway
[14] nuigalway,murielgrenon
[14] murielgrenon,vmcc_scienceed
[14] edtechne,congrats
[14] congrats,editors
[14] editors,editor_ies
[14] editor_ies,gen
[14] gen,ed
[14] ed,drtonyhall
[14] drtonyhall,esai_irl

Top Word Pairs in Tweet in G2:
[31] scientific,thinking
[31] thinking,essential
[30] report,recommends
[30] recommends,actions
[29] essential,students
[29] students,those
[29] those,pursuing
[29] pursuing,science
[29] science,careers
[29] careers,report

Top Word Pairs in Tweet in G3:
[36] joanholub,lkellerbooks
[35] last,day
[35] day,swimming
[35] swimming,toward
[35] toward,#backtoschool
[35] #backtoschool,enter
[35] enter,win
[35] win,shark
[35] shark,bookplate
[35] bookplate,signed

Top Word Pairs in Tweet in G4:
[3] #scichat,#scienceed
[2] #stemed,#scienceed
[2] #education,#scienceed
[2] science,education
[2] #stem,#scienceed
[2] learn,more
[2] #scienceed,#bisdscience
[2] use,prizes

Top Word Pairs in Tweet in G5:
[9] facilitating,storytelling
[8] sign,storycollider's
[7] week,seminar
[7] seminar,starting
[7] starting,aug
[7] aug,30
[7] 30,facilitating
[6] few,more
[6] more,days
[6] days,sign

Top Word Pairs in Tweet in G6:
[11] brains,work
[11] free,lesson
[9] work,today's
[9] today's,question
[7] children's,clean
[7] clean,water
[7] water,festival
[5] braintasticsci,brains
[4] #scienceed,more
[4] more,11am

Top Word Pairs in Tweet in G7:
[4] #scienceed,#stem
[2] #space,#science
[2] #science,#scienceed
[2] #stem,#xientifica
[2] 50,gorgeous
[2] gorgeous,photos
[2] photos,outer
[2] outer,space
[2] space,cbsnews
[2] cbsnews,#scienceed

Top Word Pairs in Tweet in G8:
[7] balancing,equations
[7] equations,year
[7] year,molymods
[7] molymods,make
[7] make,much
[7] much,easier
[7] easier,chatchemistry
[7] chatchemistry,#ks3
[7] #ks3,#scienceed
[6] intoshms,balancing

Top Word Pairs in Tweet in G9:
[7] #paemst,#nbct
[7] #nbct,#edchat
[7] #edchat,#pblchat
[6] #scienceed,#stem
[5] #elemchat,#scichat
[5] #stem,#homeschooling
[5] brooke_teller,nbctsue
[5] #scichat,#edtechchat
[5] #edtechchat,#scienceed
[4] #printables,#lessonplans

Top Word Pairs in Tweet in G10:
[6] threw,together
[6] together,lil
[6] lil,graphic
[6] graphic,last
[6] last,night
[6] night,represent
[6] represent,inherent
[6] inherent,connections
[6] connections,sometimes
[6] sometimes,consider

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@celebratepicbks
@joanholub
@lkellerbooks
@thenasem
@openscied
@edtechne
@vmcc_scienceed
@nuigalway
@cellexplorers
@murielgrenon

Top Mentioned in G1:
@vmcc_scienceed
@edtechne
@cellexplorers
@nuigalway
@murielgrenon
@researchatnuig
@editor_ies
@esai_irl
@sarahlrcarroll
@drjohnodonoghue

Top Mentioned in G2:
@thenasem
@openscied
@stemteachtools
@ngsnavigators
@sci_project
@fabiolagianotti
@nasem_dbasse
@mizteaches
@ngss_tweeps
@magda_skipper

Top Mentioned in G3:
@celebratepicbks
@joanholub
@lkellerbooks
@penguinrandom
@senickel
@abramskids
@annettewhipple
@reycraftbooks
@lauriekeller
@tonibuzzeo

Top Mentioned in G5:
@storycollider
@llacrosse
@cinehead
@nisse_greenberg
@nationaljea
@natgeoeducation
@pegkeiner
@jdeinhammer
@willcottjulie
@techclassrocks

Top Mentioned in G6:
@ecology4kids
@braintasticsci
@hull_libraries
@buckinghamsch
@physicshigh
@gordeauz
@nsjhull
@simoncrook
@conv
@oaklodgewater

Top Mentioned in G7:
@cbsnews
@xientifica
@jgates513
@agittner
@davechurch_
@newmanphysics
@katesutton70
@sklchem
@drjoscience
@physicsjo

Top Mentioned in G8:
@chatchemistry
@intoshms
@bbctwo
@chatphysics
@pa_schools
@crestawards

Top Mentioned in G9:
@brooke_teller
@nbctsue
@msoskil
@mrs_smoke
@margiebg
@drfurman
@jenjkesler
@hachen2nd
@go2science
@mdoenews

Top Mentioned in G10:
@scienergetic
@drjohnodonoghue
@blackinscicomm
@blackinstemed
@mchammer

Top Tweeters
Top Tweeters in Entire Graph:
@jfsebastian146
@fabriciosx
@godfrey_g_
@pekkalooking
@alicekeeler
@cbsnews
@education_24x7
@akamalaccas1
@rtenews
@askgerbil

Top Tweeters in G1:
@rtenews
@wiringthebrain
@iainmacl
@catherinecronin
@meteireann
@jfcryan
@kieranmcc_ss
@michaelhogannui
@gilesmeehan
@scienceirel

Top Tweeters in G2:
@paleophile
@fluxcapdoodah
@xeno_lith
@sciencecat222
@dtcampbe
@thenasem
@philiplbell
@tksciguy
@nasemtrb
@williamfranzell

Top Tweeters in G3:
@akamalaccas1
@sandrain2nd
@penguinrandom
@weisscenter
@tmlusby
@marylynnheller
@twosmartbunnies
@temporarywaffle
@abramskids
@spedteacheriam

Top Tweeters in G4:
@mommyofpommies
@tbinnovates
@coachxcpayne
@idbdeb
@whizzpopbangmag
@doctormanker
@potomaccommis
@anchalmanocha
@aebaeder
@juliecwikla

Top Tweeters in G5:
@askgerbil
@b0tsci
@ichnologist
@scienceborealis
@klbeasley
@llacrosse
@cinehead
@ckklynen
@_ehughes_
@natgeoeducation

Top Tweeters in G6:
@hull_libraries
@garym
@conversationedu
@praxismedhat
@findingada
@wasimofnazareth
@nycschools
@simoncrook
@mathforamerica
@gordeauz

Top Tweeters in G7:
@cbsnews
@astropotamus
@imascientist
@needhaml56
@agittner
@jgates513
@physicsjo
@newmanphysics
@drjoscience
@katesutton70

Top Tweeters in G8:
@bbctwo
@mrsjmasters
@deanschultzchem
@crestawards
@sheryled94
@chatphysics
@pa_schools
@intoshms
@margare59987560
@chemistryella

Top Tweeters in G9:
@msoskil
@drfurman
@mrs_smoke
@hachen2nd
@mdoenews
@margiebg
@jenjkesler
@go2science
@brooke_teller
@nbctsue

Top Tweeters in G10:
@scicommbot
@mchammer
@tykee_james
@scienergetic
@belyeabrinn
@blackinstemed
@blackinscicomm
@fungalevodevo
@investigaria
@teacher_sid


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