scienceed, Twitter, 5/21/2022 1:20:17 AM, 276730


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scienceed_2022-05-20_18-14-24.xlsx
scienceed_2022-05-20_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 21, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3GdH0YI
@vmcc_scienceed
@andrewsinst_tcu
@nigms
@nimhgov
@nsta
@this0499154500
@nassimretiere
@garciascihawk
@isaachieves
@garym

Top hashtags:
#scienceed
#stem
#ngss
#phylogeny
#easterbunnies
#prideandexcellence
#exp390
#phearce

Description:
Description
The graph represents a network of 945 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, 21 May 2022 at 01:15 UTC.

The requested start date was Saturday, 21 May 2022 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 107-day, 2-hour, 21-minute period from Tuesday, 01 February 2022 at 09:53 UTC to Thursday, 19 May 2022 at 12:15 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 : 945
Unique Edges : 834
Edges With Duplicates : 1792
Total Edges : 2626
Number of Edge Types : 5
Mentions : 769
Retweet : 626
MentionsInRetweet : 903
Tweet : 194
Replies to : 134
Self-Loops : 201
Reciprocated Vertex Pair Ratio : 0.0731517509727626
Reciprocated Edge Ratio : 0.13633067440174
Connected Components : 115
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 528
Maximum Edges in a Connected Component : 1957
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.375212
Graph Density : 0.00154582548650345
Modularity : 0.458312
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 945 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, 21 May 2022 at 01:15 UTC.

The requested start date was Saturday, 21 May 2022 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 107-day, 2-hour, 21-minute period from Tuesday, 01 February 2022 at 09:53 UTC to Thursday, 19 May 2022 at 12:15 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 : 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:
[10] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[9] https://www.kickstarter.com/projects/geniusgames/human-anatomy-floor-puzzles-for-kids?ref=project_tweet
[6] https://science.education.nih.gov
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[5] https://edtechteacher.org/summer
[4] https://openschoolingnavigator.eu/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[4] https://sharemylesson.com/webinars/climate-emergency
[3] https://www.edweek.org/teaching-learning/how-to-make-ap-stem-classes-more-diverse-and-inclusive/2022/04
[3] https://prescientist.org/for-teachers/

Top URLs in Tweet in G1:
[2] https://www.atee2022.it/
[2] https://www.irishtimes.com/news/social-affairs/travellers-celebrate-as-30-year-campaign-for-recognition-ends-1.2994386
[2] https://twitter.com/MearaNiamh/status/1506377770200453135
[2] https://twitter.com/corneliathinks/status/1488079795326009347
[1] https://twitter.com/edtechne/status/1521807236594606080
[1] https://twitter.com/edtechne/status/1498273043344470020
[1] https://twitter.com/jimlenaghan/status/1510943868199522304
[1] https://twitter.com/thegalwegian/status/1511457433151016961
[1] https://twitter.com/thegalwegian/status/1521889433485725697
[1] https://twitter.com/ml_mcn/status/1521842029310976003

Top URLs in Tweet in G2:
[6] https://science.education.nih.gov
[1] https://go.usa.gov:443/xdDph
[1] https://nigms.nih.gov/education/pathways
[1] http://www.scholastic.com/pathways

Top URLs in Tweet in G3:
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274156
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=274845
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273752
[1] https://twitter.com/NassimRETIERE/status/1507042121525698560?s=20&t=iDl-8NiyN_uIf7tzlzmw3g
[1] https://twitter.com/i/moment_maker/preview/974019781492903936
[1] https://www.youtube.com/watch?v=jxptIpCYAJA&feature=youtu.be

[1] https://twitter.com/middleweb/status/1511489360050466816
[1] https://www.middleweb.com/46864/digital-book-talks-in-middle-grades-science/
[1] https://www.edweek.org/teaching-learning/how-to-make-ap-stem-classes-more-diverse-and-inclusive/2022/04
[1] https://www.youtube.com/watch?v=ZXL3fky1m8Q


Top URLs in Tweet in G4:
[9] https://www.kickstarter.com/projects/geniusgames/human-anatomy-floor-puzzles-for-kids?ref=project_tweet

Top URLs in Tweet in G5:
[3] https://www.odu.edu/news/2022/3/narst
[1] https://twitter.com/chrisemdin/status/1526726391999381505
[1] http://researchandpractice.org/toolkit/
[1] https://diversity.ucdavis.edu/news/alexis-patterson-williams-receives-place-post-tenure-award
[1] https://twitter.com/garciascihawk/status/1515379122528153606
[1] https://link.springer.com/10.1007/s11422-022-10105-8

Top URLs in Tweet in G6:
[2] https://twitter.com/jdeinhammer/status/1504575118537805826
[2] https://making-school-matter-the-university-liggett-school-podcast.simplecast.com/episodes/making-school-matter-podcast-episode-2-science-modeling
[1] https://twitter.com/llacrosse/status/1500457798827753473
[1] https://twitter.com/llacrosse/status/1522307558538719233
[1] https://twitter.com/dopelabspodcast/status/1501860514737098752
[1] https://www.anthemawards.com/winners/list/entry/
[1] https://youtu.be/U_aiUJ_kTIw
[1] https://twitter.com/liggettcitl/status/1516507038918103042
[1] https://twitter.com/mr_amidon/status/1499170607568670721

Top URLs in Tweet in G7:
[1] https://joidesresolution.org/about-the-jr/live-video-events-with-the-joides-resolution/
[1] https://twitter.com/PaleoBlueDot/status/1519039849340100608
[1] https://joidesresolution.org/expedition/390/
[1] https://joidesresolution.org/exp-390-ocean-literacy/

Top URLs in Tweet in G8:
[2] https://www.mdwfp.com/museum/learn-teach/for-teachers/
[2] https://hunterswoodsph.com/montessori-leaf-shapes-worksheets/
[2] https://schooldepot.co.uk/item/9781510462564/dp/
[1] https://vimeo.com/271417783
[1] https://www.amazon.com/STEM-STEAM-Make-Dream-Reimagining/dp/1328034283/ref=mp_s_a_1_3?crid=2WWZRTUN8XPEQ&keywords=stem+steam+make+dream&qid=1643234055&sprefix=stem+steam%2Caps%2C149&sr=8-3
[1] https://mailchi.mp/ab7706457b93/s4s-week-half-term
[1] https://linktr.ee/kitesintheclassroom
[1] https://twitter.com/steedie1980/status/1502231856577720321
[1] https://serpmedia.org/scigen/l7.2.html
[1] https://plattebasintimelapse.com/ed/chapter/activities-food-chain-food-web/

Top URLs in Tweet in G9:
[3] https://prescientist.org/for-teachers/

Top URLs in Tweet in G10:
[2] https://www.edweek.org/teaching-learning/how-to-make-ap-stem-classes-more-diverse-and-inclusive/2022/04
[1] https://www.teachthought.com/learning/learn-science/
[1] https://www.edutopia.org/article/using-simple-outdoor-science-lessons-inspire-students
[1] https://www.flinnsci.com/balloon-rocket-blastoff
[1] https://www.edutopia.org/article/using-family-interviews-increase-equity-and-engagement-science
[1] https://www.edutopia.org/video/fostering-inclusion-student-designed-sensory-path
[1] https://twitter.com/sksleasman/status/1496625436989685761

Top Domains
Top Domains in Tweet in Entire Graph:
[85] twitter.com
[11] nodexlgraphgallery.org
[11] braintasticscience.com
[10] youtube.com
[10] dyslexiakit.net
[9] kickstarter.com
[7] nih.gov
[5] edtechteacher.org
[4] openschoolingnavigator.eu
[4] co.uk

Top Domains in Tweet in G1:
[48] twitter.com
[3] eventbrite.ie
[2] atee2022.it
[2] irishtimes.com
[2] bit.ly
[1] doi.org
[1] rnyobservatory.eu
[1] sagepub.com
[1] nuigalway.ie
[1] lepetitjournal.com

Top Domains in Tweet in G2:
[7] nih.gov
[1] usa.gov
[1] scholastic.com

Top Domains in Tweet in G3:
[11] nodexlgraphgallery.org
[5] twitter.com
[5] youtube.com
[1] middleweb.com
[1] edweek.org
[1] google.com
[1] mun.ca
[1] drwendybohon.com
[1] heemstralab.com
[1] nsta.org

Top Domains in Tweet in G4:
[9] kickstarter.com

Top Domains in Tweet in G5:
[3] odu.edu
[2] twitter.com
[1] researchandpractice.org
[1] ucdavis.edu
[1] springer.com

Top Domains in Tweet in G6:
[7] twitter.com
[2] simplecast.com
[1] anthemawards.com
[1] youtu.be

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

Top Domains in Tweet in G8:
[3] twitter.com
[3] hunterswoodsph.com
[3] co.uk
[2] mdwfp.com
[1] vimeo.com
[1] amazon.com
[1] mailchi.mp
[1] linktr.ee
[1] serpmedia.org
[1] plattebasintimelapse.com

Top Domains in Tweet in G9:
[3] prescientist.org

Top Domains in Tweet in G10:
[3] edutopia.org
[2] edweek.org
[1] teachthought.com
[1] flinnsci.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[370] scienceed
[186] stem
[55] ngss
[35] phylogeny
[35] easterbunnies
[34] prideandexcellence
[33] exp390
[33] phearce
[32] science
[28] education



Top Hashtags in Tweet in G1:
[8] phd
[6] pgrs2022
[5] erasmusplus
[4] idea
[4] nuigalway
[4] biodiversity
[3] stepsengineersweek
[2] holisticeducation
[2] thirdlevel
[2] education

Top Hashtags in Tweet in G2:
[89] stem
[7] scienceed
[1] nigmspathways
[1] anesthesia
[1] stemeducation
[1] stemed
[1] nidaed

Top Hashtags in Tweet in G3:
[83] scienceed
[34] prideandexcellence
[33] phearce
[29] stem
[27] ngss
[20] mathed
[19] womenshistorymonth
[10] steam
[10] womeninscience
[9] scichat

Top Hashtags in Tweet in G4:
[35] phylogeny
[35] easterbunnies
[12] anatomy
[9] puzzle
[6] scienceed
[4] medart
[4] science
[3] medtwitter
[3] sciart
[3] puzzles

Top Hashtags in Tweet in G5:
[34] scienceed
[8] ngss
[6] ngsschat
[4] nsta
[3] edresearch
[3] narst2022
[3] narst22
[3] phdlife
[1] teacherleader
[1] cosci

Top Hashtags in Tweet in G6:
[10] scienceed
[8] edchat
[7] podcast
[4] thankyou
[2] stem
[2] edtech
[2] ngss
[1] pbl
[1] assessment
[1] steam

Top Hashtags in Tweet in G7:
[33] exp390
[13] exp390story
[5] scienceed
[4] nsffunded
[4] sciencetwitter
[2] stem
[1] stemed
[1] steam
[1] geology
[1] oceanography

Top Hashtags in Tweet in G8:
[38] scienceed
[9] stem
[6] science
[5] scienceteacher
[4] scichat
[3] pbl
[3] mssciencemuseum
[3] semuseums
[3] ngss
[3] worksheets

Top Hashtags in Tweet in G9:
[15] stempenpals
[13] teacher
[6] scienceed
[6] stem
[5] middleschool
[3] stemeducation
[3] stemed
[2] ngss
[1] ruraled
[1] ngsschat

Top Hashtags in Tweet in G10:
[18] scienceed
[14] k12
[14] stem
[12] inquiry
[9] steam
[9] ngss
[4] stemeducation
[3] onekis
[2] science
[2] scichat

Top Words
Top Words in Tweet in Entire Graph:
[370] #scienceed
[223] science
[186] #stem
[143] vmcc_scienceed
[140] edtechne
[138] students
[117] free
[116] teaching
[116] nuigalway
[108] use

Top Words in Tweet in G1:
[139] edtechne
[117] vmcc_scienceed
[116] nuigalway
[64] congratulations
[56] thanks
[48] ml_mcn
[30] research
[29] great
[24] many
[24] today

Top Words in Tweet in G2:
[94] resources
[93] teaching
[91] website
[90] nigms
[90] free
[89] #stem
[88] materials
[86] ve
[86] launched
[86] collection

Top Words in Tweet in G3:
[83] #scienceed
[54] whittlescience
[39] openscied
[36] meet
[34] #prideandexcellence
[33] #phearce
[30] andrewsinst_tcu
[29] #stem
[27] #ngss
[23] this0499154500

Top Words in Tweet in G4:
[35] created
[35] several
[35] years
[35] ago
[35] explain
[35] concept
[35] #phylogeny
[35] class
[35] #easterbunnies
[35] come

Top Words in Tweet in G5:
[34] #scienceed
[16] patterson
[16] williams
[15] prof
[15] alexis
[15] drapw15
[15] won
[15] start
[15] award
[15] ucd_diversity

Top Words in Tweet in G6:
[17] teachers
[16] cinehead
[16] episode
[13] storytelling
[13] natgeoeducation
[13] impact
[12] honored
[12] part
[12] team
[12] created

Top Words in Tweet in G7:
[36] thejr
[33] #exp390
[27] ocean
[21] south
[21] atlantic
[21] transect
[20] read
[13] following
[13] icymi
[13] here's

Top Words in Tweet in G8:
[38] #scienceed
[10] students
[9] #stem
[9] work
[8] science
[6] #science
[5] #scienceteacher
[5] learning
[4] #scichat
[4] teachers

Top Words in Tweet in G9:
[22] students
[19] letterspresci
[15] #stempenpals
[14] help
[13] tag
[13] one
[13] #teacher
[13] interested
[13] having
[13] paired

Top Words in Tweet in G10:
[18] #scienceed
[16] kispride
[15] researching
[14] #k12
[14] highly
[14] recommend
[14] #stem
[14] ngss
[14] ls
[13] grade

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[92] teaching,resources
[92] resources,website
[89] #stem,teaching
[88] ve,launched
[88] launched,#stem
[88] website,collection
[88] collection,free
[88] free,easy
[88] easy,access
[88] access,materials

Top Word Pairs in Tweet in G1:
[68] vmcc_scienceed,nuigalway
[57] edtechne,vmcc_scienceed
[37] ml_mcn,edtechne
[27] nuigalway,congratulations
[20] many,thanks
[16] vmcc_scienceed,edtechne
[15] well,done
[13] congratulations,dr
[13] looking,forward
[11] research,project

Top Word Pairs in Tweet in G2:
[90] teaching,resources
[90] resources,website
[87] #stem,teaching
[86] ve,launched
[86] launched,#stem
[86] website,collection
[86] collection,free
[86] free,easy
[86] easy,access
[86] access,materials

Top Word Pairs in Tweet in G3:
[26] #prideandexcellence,#phearce
[22] #phearce,#scienceed
[22] openscied,#prideandexcellence
[19] #scienceed,#ngss
[14] book,talks
[14] #mathed,#scienceed
[12] andrewsinst_tcu,meet
[11] scienceed,nodexl
[11] nodexl,vmcc_scienceed
[10] #scienceed,#stem

Top Word Pairs in Tweet in G4:
[35] created,several
[35] several,years
[35] years,ago
[35] ago,explain
[35] explain,concept
[35] concept,#phylogeny
[35] #phylogeny,class
[35] class,#easterbunnies
[35] #easterbunnies,come
[34] el_bamforth,created

Top Word Pairs in Tweet in G5:
[16] patterson,williams
[15] prof,alexis
[15] alexis,patterson
[15] williams,drapw15
[15] drapw15,won
[15] won,start
[15] start,award
[15] award,ucd_diversity
[15] ucd_diversity,fund
[15] fund,project

Top Word Pairs in Tweet in G6:
[12] honored,part
[12] part,natgeoeducation
[12] natgeoeducation,team
[12] team,created
[12] created,online
[12] online,course
[12] course,teachers
[12] teachers,storytelling
[12] storytelling,impact
[11] cinehead,honored

Top Word Pairs in Tweet in G7:
[21] south,atlantic
[21] atlantic,transect
[13] following,#exp390
[13] #exp390,south
[13] transect,icymi
[13] icymi,here's
[13] here's,#exp390story
[13] #exp390story,videos
[13] videos,created
[13] created,outreach

Top Word Pairs in Tweet in G8:
[4] #scienceed,#scichat
[3] #montessoribiology,#scienceed
[3] #scienceed,#lifesciences
[3] #lifesciences,#blendedlearning
[3] #blendedlearning,#elearning
[3] #elearning,#homeschool
[3] come,work
[2] #scienceed,#environmentalscience
[2] #science,#scienceed
[2] #scienceteacher,#scienceed

Top Word Pairs in Tweet in G9:
[13] help,tag
[13] tag,one
[13] one,#teacher
[13] #teacher,interested
[13] interested,having
[13] having,students
[13] students,paired
[13] paired,#stempenpals
[12] letterspresci,help
[5] calling,#middleschool

Top Word Pairs in Tweet in G10:
[14] highly,recommend
[14] ngss,ls
[11] biologists,kispride
[11] kispride,highly
[11] recommend,book
[10] book,researching
[10] internal,external
[9] #steam,#k12
[9] #k12,#ngss
[9] #ngss,#scienceed

Top Replied-To
Top Replied-To in Entire Graph:
@ml_mcn
@vmcc_scienceed
@edtechne
@this0499154500
@ultrajessamyn
@jimlenaghan
@acardinot
@ncar_science
@iaartcampaign
@leighann99_

Top Replied-To in G1:
@ml_mcn
@vmcc_scienceed
@edtechne
@jimlenaghan
@vygotskian
@president_mic
@ainemaried
@d_murphy89
@primedteacher
@pdpdonal

Top Replied-To in G3:
@this0499154500
@ncar_science
@nimhgov

Top Replied-To in G9:
@iaartcampaign

Top Mentioned
Top Mentioned in Entire Graph:
@edtechne
@vmcc_scienceed
@nuigalway
@nigms
@whittlescience
@thejr
@openscied
@el_bamforth
@andrewsinst_tcu
@letterspresci

Top Mentioned in G1:
@edtechne
@nuigalway
@vmcc_scienceed
@corneliathinks
@coppernuigalway
@ml_mcn
@tiernansandra
@researchatnuig
@drsaragartland
@flynndpaul

Top Mentioned in G2:
@nigms
@nihsepa

Top Mentioned in G3:
@whittlescience
@openscied
@andrewsinst_tcu
@vmcc_scienceed
@praxismedhat
@juliettescience
@nsta
@this0499154500
@nassimretiere
@stemteachtools

Top Mentioned in G4:
@el_bamforth
@mesabree
@cr_sci
@gotgeniusgames
@scienergetic
@curriemuseum
@blackinscicomm
@blackinstemed
@mchammer

Top Mentioned in G5:
@drapw15
@ucd_diversity
@ucdeducation
@philiplbell
@msrivera114
@nasem_dbasse
@garciascihawk
@narstorg
@epsodu
@lenoramcrabtree

Top Mentioned in G6:
@cinehead
@natgeoeducation
@liggettcitl
@spotify
@mr_amidon
@jdeinhammer
@mwmedvinsky
@edutopia
@anthemawards
@nysmtp

Top Mentioned in G7:
@thejr
@marlowordybird
@noaa
@nsta
@natlmarineed
@nmeamarineeduc
@guertin

Top Mentioned in G8:
@sja_jeju
@pburkevt

Top Mentioned in G9:
@letterspresci
@nigms

Top Mentioned in G10:
@kispride
@robzook1
@edutopia
@astaconnect
@authorjasonchin
@marni_landry
@teachthought
@selinakgun9
@emilyadah329
@isaachieves

Top Tweeters
Top Tweeters in Entire Graph:
@jfsebastian146
@raivoonet
@suestroud
@botfemale
@godelitsas
@vrretweeter
@eco1start
@iridescentashes
@imagine_garden
@getiftech

Top Tweeters in G1:
@johnbreslin
@glazgow
@sumingkhoo
@ucc
@urbanhobbit
@magsamond
@tcddublin
@engineerireland
@trentuni
@bpsnuigalway

Top Tweeters in G2:
@iridescentashes
@americanvendor
@rosario_strano
@elinsilveous
@renato_umeton
@peiferlabunc
@rfam
@uncrcu
@healthtypes
@addgene

Top Tweeters in G3:
@raivoonet
@suestroud
@thatmags
@irasocol
@in_stemm
@markj_ohnson
@stem_ai
@garym
@stemxicaned
@triketora

Top Tweeters in G4:
@botfemale
@b0tsci
@hnturtledove
@telehealthbot
@scicommbot
@mchammer
@spkr2managers
@mbowmanscience
@tomholtzpaleo
@iezeradd

Top Tweeters in G5:
@kristalturner
@iupui
@tdishelton
@traceyhabla
@philiplbell
@womeninhighered
@bpenuel
@odu
@shuchig
@bigdocenergy23

Top Tweeters in G6:
@maryjanekeao
@jag_____
@mcleod
@kirstenmacgreg2
@spotify
@thewebbyawards
@nbpts
@vidhyag12
@cinehead
@nysmtp

Top Tweeters in G7:
@godelitsas
@cornubiageol
@godporsiempre
@gbreakfield
@xeno_lith
@nicklilja
@marjien
@2lcrs6
@mariormx
@marlowordybird

Top Tweeters in G8:
@schooldepotcouk
@emtumilty
@pburkevt
@uf_ifas
@fromcanada_org
@kcollazo
@jeffoshields2
@thegreatsofmath
@steedie1980
@dalmainschool

Top Tweeters in G9:
@chabis_ch
@rose_d_luna
@cnicosiaanthro
@neurodrugdoc
@drsnowflack
@quantumcutie
@jennalaib
@fmtheweatherman
@letterspresci
@erin_dls

Top Tweeters in G10:
@educationweek
@metalsolter
@jc_james_clark
@alyscarnesi
@edutopia
@teachthought
@isaachieves
@marni_landry
@astaconnect
@flinnscientific


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