scienceed, Twitter, 11/19/2022 3:03:19 AM, 284707


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scienceed_2022-11-18_18-14-24.xlsx
scienceed_2022-11-18_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 19, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3OhNCJv
@stemteachtools
@vmcc_scienceed
@flinnscientific
@this0499154500
@marlowordybird
@ctskeeley
@drjohnodonoghue
@cellexplorers
@sorchaniaodh
@scienceirel

Top hashtags:
#scienceed
#scied
#stemed
#ngss
#coding
#onted
#ngsschat

Description:
Description
The graph represents a network of 663 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, 19 November 2022 at 02:16 UTC.

The requested start date was Saturday, 19 November 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 94-day, 15-hour, 34-minute period from Monday, 01 August 2022 at 08:18 UTC to Thursday, 03 November 2022 at 23:53 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 : 663
Unique Edges : 453
Edges With Duplicates : 1688
Total Edges : 2141
Number of Edge Types : 5
Retweet : 693
MentionsInRetweet : 860
Tweet : 191
Mentions : 370
Replies to : 27
Self-Loops : 196
Reciprocated Vertex Pair Ratio : 0.0695121951219512
Reciprocated Edge Ratio : 0.129988597491448
Connected Components : 71
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 377
Maximum Edges in a Connected Component : 1597
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.884946
Graph Density : 0.00199814994554643
Modularity : 0.362709
NodeXL Version : 1.0.1.507
Data Import : The graph represents a network of 663 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, 19 November 2022 at 02:16 UTC.

The requested start date was Saturday, 19 November 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 94-day, 15-hour, 34-minute period from Monday, 01 August 2022 at 08:18 UTC to Thursday, 03 November 2022 at 23:53 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:
[27] https://stemteachingtools.org/brief/66
[10] https://stemteachingtools.org/brief/65
[10] https://stemteachingtools.org/brief/62
[9] https://stemteachingtools.org/brief/8
[9] https://stemteachingtools.org/brief/69
[8] https://stemteachingtools.org/brief/77
[6] https://stemteachingtools.org/brief/7
[6] https://stemteachingtools.org/brief/6
[6] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[5] https://www.flinnsci.com/science-and-art-with-acids-and-bases/dc10886/

Top URLs in Tweet in G1:
[25] https://stemteachingtools.org/brief/66
[9] https://stemteachingtools.org/brief/62
[9] https://stemteachingtools.org/brief/8
[8] https://stemteachingtools.org/brief/65
[8] https://stemteachingtools.org/brief/69
[8] https://stemteachingtools.org/brief/77
[6] https://stemteachingtools.org/brief/6
[6] https://stemteachingtools.org/brief/7
[5] https://stemteachingtools.org/brief/68
[5] https://stemteachingtools.org/brief/10

Top URLs in Tweet in G2:
[2] https://www.eventbrite.ie/e/keeping-what-worked-best-living-and-learning-beyond-covid-19-tickets-402295786527
[1] https://twitter.com/cned/status/1584805405481631747
[1] https://twitter.com/TiernanSandra/status/1562446261768560642
[1] https://twitter.com/physicsireland/status/1578474568867422208
[1] https://twitter.com/ellenolan/status/1572508639906398209
[1] https://twitter.com/thegalwegian/status/1576531922716688386
[1] https://twitter.com/DrJohnODonoghue/status/1577697742402555912
[1] https://twitter.com/DrJohnODonoghue/status/1565298080768991240
[1] https://twitter.com/CURAMdevices/status/1569957075240861702
[1] https://twitter.com/VMcC_ScienceEd/status/1572116376185147393

Top URLs in Tweet in G3:
[1] https://outreach.tvolearn.com/coding-in-the-classroom-primary-science-and-technology/
[1] https://outreach.tvolearn.com/coding-in-the-classroom-junior-science-and-technology/
[1] https://outreach.tvolearn.com/coding-in-the-classroom-intermediate-science-and-technology/
[1] https://docs.google.com/document/d/1a8vHk5bSTiYL6S-GpOnbuTw3NRPBEJ3yNJbeAu1wAzw/edit?usp=sharing

Top URLs in Tweet in G4:
[4] https://www.flinnsci.com/science-and-art-with-acids-and-bases/dc10886/
[2] https://www.forgetlab.com/game-card
[2] https://www.flinnsci.com/flow-of-genetic-information-kit/
[2] https://www.flinnsci.com/mole-plush/ap7797/
[1] https://twitter.com/UL/status/1577973597947285504
[1] https://twitter.com/RSC_EiC/status/1587421697963163649
[1] https://twitter.com/deptoffhed/status/1572597131134869507
[1] https://labsafety.flinnsci.com/app/
[1] https://www.flinnsci.com/two-potato-clock/dc1939/
[1] https://www.flinnsci.com/plasmolyzed-purple-onion/dc10791/

Top URLs in Tweet in G5:
[1] https://twitter.com/thegalwegian/status/1539300596133527555
[1] https://www.routledge.com/Diversifying-the-Teaching-Profession-Dimensions-Dilemmas-and-Directions/Keane-Heinz-Daid/p/book/9781032037349
[1] https://twitter.com/speediecelt/status/1576312471513550848
[1] https://forms.office.com/Pages/ResponsePage.aspx?id=hrHjE0bEq0qcbZq5u3aBbO0MOU-AXOZHvhwt8NdgSVNURVQ2VFZGUzdDVzE4RzRFRzkzSDZKQjg0MC4u
[1] http://www.universityofgalway.ie/access/
[1] https://twitter.com/GalwayMuseum/status/1580518442335375360
[1] https://twitter.com/GalwayNPC/status/1584614063883321344
[1] https://twitter.com/insight_centre/status/1576309732989702145
[1] https://twitter.com/Cellexplorers/status/1560919818055950338
[1] https://r.socialstudio.radian6.com/3bec5e09-04bd-444d-9aa2-d2aa080da86c

Top URLs in Tweet in G6:
[2] https://science.education.nih.gov
[1] https://www.helpteaching.com/lessons/478/science-lab-reports
[1] https://twitter.com/khanacademy/status/1559188305199112193
[1] https://he.kendallhunt.com/blog/kendall-hunt-and-beyond-labz-partner-offer-custom-lab-manuals-integrated-virtual-labs
[1] https://twitter.com/rchids/status/1566470798080196610
[1] https://twitter.com/tamucet/status/1570786831394021377
[1] https://classtechtips.com/2022/09/08/steam-activities/
[1] https://calendly.com/gfhii/nutritioned
[1] https://foodniche-ed.com/
[1] https://twitter.com/KatmaiNPS/status/1577101410193244160

Top URLs in Tweet in G7:
[1] https://twitter.com/SSPCentre/status/1580472577394241536

Top URLs in Tweet in G8:
[2] https://stemteachingtools.org/brief/65
[1] https://stemteachingtools.org/brief/62
[1] https://www.flinnsci.com/science-and-art-with-acids-and-bases/dc10886/
[1] https://www.ctvnews.ca/health/students-less-stressed-taking-classes-online-than-in-person-study-finds-1.6036591?utm_source=Social&utm_medium=Twitter&utm_campaign=7015W0000009B8CQAU
[1] https://stemteachingtools.org/brief/69

Top URLs in Tweet in G9:
[1] https://www.youtube.com/watch?v=7W3X4RbDL-A&feature=youtu.be

[1] https://dcu-ie.zoom.us/meeting/register/tJIvduugqTsvG9XD5My0RuhC-jgwXP3zGald
[1] https://www.youtube.com/watch?v=mYchYX_cYxE&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://twitter.com/NYSEDNews/status/1569715803192233984

Top Domains
Top Domains in Tweet in Entire Graph:
[147] stemteachingtools.org
[63] twitter.com
[17] flinnsci.com
[9] ppic.org
[6] umsystem.edu
[6] dyslexiakit.net
[5] nih.gov
[4] youtube.com
[4] go2science.com
[3] tvolearn.com

Top Domains in Tweet in G1:
[141] stemteachingtools.org
[3] twitter.com
[1] youtube.com
[1] improvethengss.org
[1] overingstudentideas.org
[1] project2061.org
[1] nsela.org

Top Domains in Tweet in G2:
[28] twitter.com
[2] eventbrite.ie
[1] routledge.com
[1] galwayscience.ie

Top Domains in Tweet in G3:
[3] tvolearn.com
[1] google.com

Top Domains in Tweet in G4:
[16] flinnsci.com
[3] twitter.com
[2] forgetlab.com
[2] nodexlgraphgallery.org
[1] prescientist.org

Top Domains in Tweet in G5:
[6] twitter.com
[1] routledge.com
[1] office.com
[1] universityofgalway.ie
[1] radian6.com

Top Domains in Tweet in G6:
[8] twitter.com
[2] nih.gov
[1] helpteaching.com
[1] kendallhunt.com
[1] classtechtips.com
[1] calendly.com
[1] foodniche-ed.com
[1] washington.edu
[1] amazon.com

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

Top Domains in Tweet in G8:
[4] stemteachingtools.org
[1] flinnsci.com
[1] ctvnews.ca

Top Domains in Tweet in G9:
[2] youtube.com
[1] zoom.us

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[304] scienceed
[122] scied
[76] stemed
[75] ngss
[71] coding
[71] onted
[57] ngsschat
[56] stem
[38] edchat
[26] scichat



Top Hashtags in Tweet in G1:
[108] scied
[76] scienceed
[69] ngss
[61] stemed
[53] ngsschat
[7] invertebrates
[7] mollusks
[7] biology
[7] nsta
[2] nsela

Top Hashtags in Tweet in G2:
[5] numeracy
[4] access
[3] science
[2] conference
[2] stint2022
[2] interns
[2] threesis
[2] mathsweek2022
[2] teachersinresidence
[2] juniorcycle

Top Hashtags in Tweet in G3:
[71] coding
[71] onted
[2] scienceed
[1] mpact
[1] destreaming
[1] science
[1] onscience
[1] staochat
[1] scichat
[1] hsscience

Top Hashtags in Tweet in G4:
[51] scienceed
[9] chemed
[7] scied
[5] scicomm
[5] stemed
[5] biochat
[4] realtimechem
[3] chemistry
[3] polymer
[2] polymerscience

Top Hashtags in Tweet in G5:
[5] teachersinresidence
[1] groundedtheory
[1] education
[1] leavingcert2022
[1] ceer
[1] galway
[1] curam
[1] citizenscience
[1] jobfairy
[1] universityofgalway

Top Hashtags in Tweet in G6:
[23] scienceed
[4] science
[3] scienceteacher
[2] steam
[2] scichat
[2] education
[2] nutritioned
[2] stem
[2] njtoy
[2] nasa

Top Hashtags in Tweet in G7:
[3] chemedire22
[3] scienceed
[1] drpeterchilds
[1] chemed
[1] estaproject
[1] eoghanobrien

Top Hashtags in Tweet in G8:
[14] edchat
[14] k12
[14] scienceed
[10] artsintegration
[10] teaching
[10] scichat
[7] learning
[7] teachertwitter
[7] steam
[7] scienceteacher

Top Hashtags in Tweet in G9:
[2] stint2022
[2] interns
[2] shapingsharedfutures
[2] inspiringinnovativelearning
[1] stem

Top Hashtags in Tweet in G10:
[7] scienceed
[7] teacherprep
[1] teachereducation

Top Words
Top Words in Tweet in Entire Graph:
[366] science
[304] #scienceed
[290] stemteachtools
[212] students
[126] learning
[122] #scied
[103] teachers
[88] curriculum
[76] #stemed
[76] insight

Top Words in Tweet in G1:
[273] stemteachtools
[148] science
[114] students
[108] #scied
[101] learning
[76] #scienceed
[70] teachers
[69] #ngss
[61] #stemed
[53] #ngsschat

Top Words in Tweet in G2:
[36] edtechne
[33] science
[30] uniofgalway
[28] great
[20] vmcc_scienceed
[16] team
[15] first
[15] research
[14] carmenkealy1
[13] teachers

Top Words in Tweet in G3:
[73] science
[71] insight
[71] direction
[71] #coding
[71] technology
[71] implementation
[71] #onted
[71] articles
[70] lisaannefloyd
[69] curriculum

Top Words in Tweet in G4:
[51] #scienceed
[42] drjohnodonoghue
[24] currentchemirl
[20] flinnscientific
[19] re
[18] back
[16] time
[14] engagement
[14] huge
[14] workshops

Top Words in Tweet in G5:
[8] uniofgalway
[7] delighted
[7] conference
[6] mini
[6] morning
[6] 1st
[5] #teachersinresidence
[5] kicked
[5] edtechne
[4] schools

Top Words in Tweet in G6:
[23] #scienceed
[10] science
[4] #science
[4] great
[3] inquiry
[3] #scienceteacher
[3] teacher
[3] students
[2] grade
[2] make

Top Words in Tweet in G7:
[6] hear
[5] epistem_ul
[5] euerasmusplus
[5] kicking
[5] estaprojecteu
[5] wonderful
[4] gmooneysimmie
[4] meeting
[4] dr
[4] sorchaniaodh

Top Words in Tweet in G8:
[16] plant
[15] structures
[14] #k12
[14] #edchat
[14] #scienceed
[11] based
[11] pbl
[11] science
[10] animal
[10] 2seetheglobe

Top Words in Tweet in G9:
[3] special
[3] hosting
[2] delivered
[2] thanks
[2] #inspiringinnovativelearning
[2] graduation
[2] industry
[2] experience
[2] dcu
[2] #shapingsharedfutures

Top Words in Tweet in G10:
[7] billy
[7] education
[7] tc_mst
[7] #scienceed
[7] congratulations
[7] #teacherprep
[7] phd
[7] teacherscollege
[7] green
[7] science

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[71] #scied,#scienceed
[71] insight,direction
[71] direction,implementation
[71] #coding,#onted
[71] #onted,science
[71] implementation,#coding
[71] science,technology
[71] articles,insight
[70] lisaannefloyd,articles
[69] technology,curriculum

Top Word Pairs in Tweet in G1:
[71] #scied,#scienceed
[61] #scienceed,#stemed
[61] #stemed,#ngss
[53] #ngss,#ngsschat
[50] stemteachtools,teachers
[33] leverage,students
[28] help,students
[28] science,learning
[25] value,leverage
[25] identify,value

Top Word Pairs in Tweet in G2:
[8] edtechne,uniofgalway
[7] looking,forward
[6] uniofgalway,edtechne
[6] science,project
[6] watch,space
[5] science,survey
[5] exciting,times
[5] authors,'perspectives
[5] education,research'
[5] edtechne,'s

Top Word Pairs in Tweet in G3:
[71] articles,insight
[71] insight,direction
[71] direction,implementation
[71] science,technology
[71] implementation,#coding
[71] #onted,science
[71] #coding,#onted
[70] lisaannefloyd,articles
[69] technology,curriculum
[2] support,group

Top Word Pairs in Tweet in G4:
[17] drjohnodonoghue,re
[12] lindadoyle,visiting
[12] public,engagement
[12] europe,largest
[12] morning,#scienceed
[12] dawn,morning
[12] visiting,currentchemirl
[12] thank,tcddublin
[12] tcddublin,provost
[12] drjohnodonoghue,huge

Top Word Pairs in Tweet in G5:
[6] mini,conference
[5] uniofgalway,delighted
[5] kicked,morning
[5] conference,kicked
[5] 1st,#teachersinresidence
[5] #teachersinresidence,mini
[5] morning,uniofgalway
[4] curamdevices,1st
[4] delighted,icragcâ
[3] scientists,young

Top Word Pairs in Tweet in G6:
[2] year,#scienceed
[2] 2023,nj
[2] #science,#scienceed
[2] #scienceed,#stem
[2] #scienceed,#scichat
[2] #scienceed,#nutritioned
[2] #scienceed,#steam
[2] 2022,2023
[2] #scienceteacher,#scienceed
[2] science,education

Top Word Pairs in Tweet in G7:
[4] dr,gmooneysimmie
[4] epistem_ul,hear
[4] meeting,wonderful
[4] euerasmusplus,meeting
[4] kicking,estaprojecteu
[4] gmooneysimmie,kicking
[4] estaprojecteu,euerasmusplus
[4] wonderful,epistem_ul
[3] sorchaniaodh,dr
[2] showcasing,scifest4stem

Top Word Pairs in Tweet in G8:
[11] based,plant
[10] animal,structures
[10] #artsintegration,#edchat
[10] plant,animal
[10] #edchat,#teaching
[10] #teaching,#k12
[9] science,pbl
[8] structures,science
[8] gr4s,begin
[7] #learning,#teachertwitter

Top Word Pairs in Tweet in G9:
[2] insight,industry
[2] experience,delivered
[2] special,thanks
[2] story,special
[2] asked,#stint2022
[2] give,insight
[2] #stint2022,#interns
[2] team,hosting
[2] #interns,give
[2] delivered,check

Top Word Pairs in Tweet in G10:
[7] science,education
[7] tc_mst,science
[7] billy,green
[7] teacherscollege,tc_mst
[7] green,teacherscollege
[7] student,#scienceed
[7] #scienceed,#teacherprep
[7] education,phd
[7] phd,student
[7] congratulations,billy

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@drjohnodonoghue
@ckiatnuig
@this0499154500
@jl_scienceed
@murielgrenon
@theoceancleanup
@iainmacl
@kathyosull
@stemteachintern

Top Replied-To in G2:
@vmcc_scienceed
@drjohnodonoghue
@theoceancleanup
@iainmacl
@kathyosull
@bubamaratk
@marshallmary82
@carmenkealy1
@ellenolan
@ambiewy

Top Replied-To in G4:
@this0499154500
@murielgrenon
@vmcc_scienceed
@drjohnodonoghue

Top Replied-To in G5:
@ckiatnuig

Top Replied-To in G9:
@stemteachintern

Top Mentioned
Top Mentioned in Entire Graph:
@stemteachtools
@lisaannefloyd
@ctskeeley
@drjohnodonoghue
@edtechne
@vmcc_scienceed
@currentchemirl
@flinnscientific
@scienceirel

Top Mentioned in G1:
@stemteachtools
@ctskeeley
@chrisemdin
@mss4science
@steam_
@steam_sccoe

Top Mentioned in G2:
@edtechne
@vmcc_scienceed
@carmenkealy1
@claregalwaycoll
@coppernuigalway
@flynndpaul
@unesco_cfrc
@curamdevices
@stemteachintern

Top Mentioned in G3:
@lisaannefloyd
@kelleymaharaj
@tvo
@thementoree

Top Mentioned in G4:
@drjohnodonoghue
@currentchemirl
@flinnscientific
@scienceirel
@tcddublin
@lindadoyle
@rsc_eic
@vmcc_scienceed
@stemteachtools
@letterspresci

Top Mentioned in G5:
@edtechne
@speediecelt
@vmcc_scienceed
@curamdevices
@educationarena
@galwayaccess
@presidentcmlog
@nuigsu

Top Mentioned in G7:
@estaprojecteu
@epistem_ul
@euerasmusplus
@gmooneysimmie
@sorchaniaodh
@scifest4stem
@chemicalsciul
@1mariewalsh
@tus_midwest
@sspcentre

Top Mentioned in G8:
@2seetheglobe
@stemteachtools
@pblworks
@thespacegal
@anatscieduc
@juliettescience
@d2l_emea
@maclachlan_ca
@flinnscientific
@ruhrunibochum

Top Mentioned in G9:
@dcu
@dcuphysics
@castel_dcu
@maynoothuni
@ul
@ucddublin
@ucc
@scienceirel
@cwitirl

Top Mentioned in G10:
@teacherscollege
@tc_mst
@tc_ote
@lwyjr_
@estuaryqueen
@jess_riccio
@nycschools
@nysutevp

Top Tweeters
Top Tweeters in Entire Graph:
@fabriciosx
@calcaware
@kaleidoscopet0
@hephaistos_ai
@hlthiskrieger
@ctvnews
@alicekeeler
@b0tsci
@stem_nastics
@melanielybarger

Top Tweeters in G1:
@hlthiskrieger
@stem_nastics
@melanielybarger
@coachgoodman
@xeno_lith
@freereed59
@krsciencelady
@sciencecat222
@chrisemdin
@aftteach

Top Tweeters in G2:
@tattooedselkie
@iainmacl
@tansuyegen
@connachtrugby
@bpsnuigalway
@roysocchem
@phd_genie
@jcforteachers
@irishresearch
@aoibhinn_ni_s

Top Tweeters in G3:
@fabriciosx
@calcaware
@stpstservices
@thomlynn101
@rolat
@ulilokshin
@hear_our_roar
@iamnoadaniel
@the_mulc
@mjtlbarrie

Top Tweeters in G4:
@kaleidoscopet0
@b0tsci
@markj_ohnson
@scicommbot
@jayaisales
@martleyscoaches
@francis81286836
@spiderdaynight
@tcddublin
@marlowordybird

Top Tweeters in G5:
@nuigsu
@jjsanderson
@drdav
@blackrockcastle
@scientix_eu
@educationarena
@nuigalway
@cellexplorers
@unigalwayalive
@insight_centre

Top Tweeters in G6:
@vincelius
@kaleidoscopesci
@mrmorenoedu
@karenconnaghan
@njctl
@helpteaching
@kendallhunthe
@ldimitrov
@raider_katy
@braintasticsci

Top Tweeters in G7:
@euerasmusplus
@1mariewalsh
@scifest4stem
@sspcentre
@tus_midwest
@schoolofed_ul
@ulglobal
@sorchaniaodh
@erasmusireland
@drofitzmaurice

Top Tweeters in G8:
@ctvnews
@jc_james_clark
@garym
@jenniferagates
@praxismedhat
@pblworks
@theresagray
@thespacegal
@ruhrunibochum
@d2l_emea

Top Tweeters in G9:
@ucc
@dcu
@irishwater
@ucddublin
@maynoothuni
@ul
@30percentclubie
@dcufsh
@bostonsci
@dcu_ioe

Top Tweeters in G10:
@teacherscollege
@nycschools
@nysutevp
@tc_ote
@wptapresidents
@estuaryqueen
@ericanwalker
@amrasabicphd
@tc_mst
@kimmce1


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