scienceed, Twitter, 9/17/2022 1:22:14 AM, 281951


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scienceed_2022-09-16_18-14-24.xlsx
scienceed_2022-09-16_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3S5V2A4
@stemteachtools
@vmcc_scienceed
@letterspresci
@flinnscientific
@this0499154500
@marlowordybird
@dtcampbe
@thejr
@uncschoolofed
@troydsadler

Top hashtags:
#scienceed
#scied
#stemed
#ngss
#ngsschat
#stem
#edchat

Description:
Description
The graph represents a network of 834 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, 17 September 2022 at 01:17 UTC.

The requested start date was Saturday, 17 September 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 106-day, 18-hour, 0-minute period from Wednesday, 01 June 2022 at 03:44 UTC to Thursday, 15 September 2022 at 21:45 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 : 834
Unique Edges : 537
Edges With Duplicates : 2190
Total Edges : 2727
Number of Edge Types : 5
Tweet : 270
Replies to : 30
Mentions : 404
Retweet : 917
MentionsInRetweet : 1106
Self-Loops : 275
Reciprocated Vertex Pair Ratio : 0.0429799426934097
Reciprocated Edge Ratio : 0.0824175824175824
Connected Components : 76
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 535
Maximum Edges in a Connected Component : 2141
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 4.094713
Graph Density : 0.00157185176228765
Modularity : 0.371666
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 834 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, 17 September 2022 at 01:17 UTC.

The requested start date was Saturday, 17 September 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 106-day, 18-hour, 0-minute period from Wednesday, 01 June 2022 at 03:44 UTC to Thursday, 15 September 2022 at 21:45 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/62
[10] https://stemteachingtools.org/brief/55
[10] https://stemteachingtools.org/brief/65
[9] https://stemteachingtools.org/brief/69
[9] https://stemteachingtools.org/brief/41
[9] https://stemteachingtools.org/brief/8
[8] https://stemteachingtools.org/brief/77
[8] https://stemteachingtools.org/brief/32
[8] https://stemteachingtools.org/brief/43

Top URLs in Tweet in G1:
[26] https://stemteachingtools.org/brief/66
[9] https://stemteachingtools.org/brief/41
[9] https://stemteachingtools.org/brief/55
[9] https://stemteachingtools.org/brief/62
[9] https://stemteachingtools.org/brief/8
[8] https://stemteachingtools.org/brief/43
[8] https://stemteachingtools.org/brief/65
[8] https://stemteachingtools.org/brief/69
[8] https://stemteachingtools.org/brief/77
[7] https://stemteachingtools.org/brief/32

Top URLs in Tweet in G2:
[2] https://www.viewbug.com/photo/2704009
[1] https://twitter.com/ciaranbish/status/1541548985080770563
[1] https://twitter.com/TiernanSandra/status/1562446261768560642
[1] https://twitter.com/deirdremoneill/status/1535587514974715904
[1] https://twitter.com/nss/status/1532404589517066241
[1] https://twitter.com/AKinsella607/status/1536752147395747843
[1] https://twitter.com/MearaNiamh/status/1562149018427334657
[1] https://twitter.com/DrJohnODonoghue/status/1565298080768991240
[1] https://twitter.com/niamhedpsych/status/1539940616574050305
[1] https://www.routledge.com/Perspectives-in-Contemporary-STEM-Education-Research-Research-Methodology/Delahunty-Ni-Riordain/p/book/9780367621360

Top URLs in Tweet in G3:
[1] https://prescientist.org/for-teachers/
[1] https://www.prescientist.org/register
[1] http://www.kemeteducation.com

Top URLs in Tweet in G4:
[6] https://www.flinnsci.com/science-and-art-with-acids-and-bases/dc10886/
[4] -
[4] https://www.flinnsci.com/germ-transmission/dc11000/
[3] https://www.flinnsci.com/two-potato-clock/dc1939/
[3] https://www.flinnsci.com/plasmolyzed-purple-onion/dc10791/
[3] https://www.flinnsci.com/hot-potato/dc10155/
[3] https://www.teachthought.com/learning/learn-science/
[2] https://www.flinnsci.com/balloon-rocket-blastoff/dc10869/?utm_term=Balloon
[2] Rocket
[2] Blastoff&utm_campaign=Welcome

Top URLs in Tweet in G5:
[1] https://stemteachingtools.org/brief/7
[1] https://unc.peopleadmin.com/postings/234730
[1] https://www.education.ox.ac.uk/programmes/msc-learning-teaching/

Top URLs in Tweet in G6:
[1] https://twitter.com/ChatPhysics/status/1533101273892827138

Top URLs in Tweet in G7:
[5] https://geoscienceinfo.com/scientific-ocean-drilling-with-the-joides-resolution-a-summary/
[1] https://joidesresolution.org/long-awaited-much-delayed-finally-on-our-way-jeff-ryans-jr-blog-rebooted/
[1] https://joidesresolution.org/the-persistence-of-note-taking/

Top URLs in Tweet in G8:
[1] https://twitter.com/VMcC_ScienceEd/status/1529858488872185861
[1] https://twitter.com/scientix_eu/status/1543860996997013506
[1] https://www.rte.ie/radio/radio1/clips/22103350/
[1] https://twitter.com/Cellexplorers/status/1560919818055950338
[1] https://twitter.com/Cellexplorers/status/1535203644886466560
[1] https://twitter.com/Cellexplorers/status/1537751418404216833
[1] https://twitter.com/DeptofFHed/status/1539224582741184512
[1] http://www.universityofgalway.ie/access/
[1] https://bit.ly/3yCnDoD
[1] https://bit.ly/3AJOuBR

Top URLs in Tweet in G9:
[1] https://twitter.com/lenemmadsen/status/1517204702320070656
[1] https://jobportal.ku.dk/alle-opslag/?show=156899
[1] https://www.ind.ku.dk/english/news/2022/new-phdmuseums-aquariums-and-zoos-have-a-unique-opportunity-to-teach-sustainability---but-the-potential-is-being-wasted/

Top URLs in Tweet in G10:
[1] https://www.scienceme.com/why-cant-you-divide-by-zero
[1] https://www.edutopia.org/article/outdoor-science-lessons-foster-environmental-stewardship
[1] https://innovations.theaste.org/curating-science-literacy-and-professional-identity-among-biology-and-science-education-majors/
[1] https://twitter.com/STEMEdGrads/status/1544652393299599361
[1] https://www.helpteaching.com/lessons/478/science-lab-reports
[1] https://www.helpteaching.com/lessons/423/earths-water
[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

Top Domains
Top Domains in Tweet in Entire Graph:
[232] stemteachingtools.org
[56] twitter.com
[35] flinnsci.com
[9] gifted-studies.com
[8] ppic.org
[8] dyslexiakit.net
[6] nih.gov
[5] geoscienceinfo.com
[4] go2science.com
[4] youtube.com

Top Domains in Tweet in G1:
[223] stemteachingtools.org
[2] twitter.com
[1] youtube.com
[1] improvethengss.org
[1] overingstudentideas.org
[1] project2061.org

Top Domains in Tweet in G2:
[22] twitter.com
[2] viewbug.com
[2] routledge.com
[2] tandfonline.com
[1] eventbrite.ie
[1] nuigalway.ie
[1] zoom.us
[1] donegaldaily.com
[1] libcal.com
[1] gofundme.com

Top Domains in Tweet in G3:
[2] prescientist.org
[1] kemeteducation.com

Top Domains in Tweet in G4:
[35] flinnsci.com
[5] twitter.com
[3] teachthought.com
[3] stemteachingtools.org
[2] edutopia.org
[2] nodexlgraphgallery.org
[1] ctvnews.ca
[1] biomedcentral.com
[1] nih.gov
[1] currentchemistryinvestigators.com

Top Domains in Tweet in G5:
[1] stemteachingtools.org
[1] peopleadmin.com
[1] ac.uk

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[5] geoscienceinfo.com
[2] joidesresolution.org

Top Domains in Tweet in G8:
[7] twitter.com
[3] bit.ly
[1] rte.ie
[1] universityofgalway.ie

Top Domains in Tweet in G9:
[2] ku.dk
[1] twitter.com

Top Domains in Tweet in G10:
[3] twitter.com
[2] helpteaching.com
[1] scienceme.com
[1] edutopia.org
[1] theaste.org
[1] kendallhunt.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[432] scienceed
[195] scied
[117] stemed
[101] ngss
[86] ngsschat
[79] stem
[43] edchat
[24] scienceteacher
[21] science
[21] steam



Top Hashtags in Tweet in G1:
[179] scied
[98] scienceed
[94] ngss
[90] stemed
[82] ngsschat
[4] nsta
[2] nsela
[1] inquiry
[1] teaching
[1] stem

Top Hashtags in Tweet in G2:
[3] galway
[3] edchat
[2] jobfairyirl
[2] transformativeagreement
[2] openaccess
[2] teacher
[2] summercamps
[2] summersolstice2022
[2] photography
[2] nuig

Top Hashtags in Tweet in G3:
[15] scienceed
[9] stemed
[8] stemforall
[7] steam
[4] stempenpals
[4] tbt
[4] followfriday
[3] whatascientistlookslike
[3] stemoutreach
[2] scicomm

Top Hashtags in Tweet in G4:
[77] scienceed
[19] scienceteacher
[10] biochat
[9] scienceteachers
[8] realtimechem
[7] scied
[7] chemed
[6] edchat
[5] artsintegration
[5] teaching

Top Hashtags in Tweet in G5:
[34] scienceed
[1] scied
[1] ukedchat
[1] edchatie
[1] edchat
[1] asechat

Top Hashtags in Tweet in G6:
[7] scienceed
[2] literacyforall
[2] schoolledtutoring
[1] geology
[1] wagoll
[1] celebratingsuccess
[1] anethicofexcellence
[1] directinstruction
[1] npqlt

Top Hashtags in Tweet in G7:
[13] exp393
[11] nsffunded
[7] scienceed
[5] collab
[4] rock
[4] chemistry
[2] geology
[2] science
[2] lab
[1] collaboration

Top Hashtags in Tweet in G8:
[3] purecork
[2] jobfairy
[2] fantasticdna
[1] postdocjob
[1] edresearch
[1] corkcarnivalofscience
[1] roadtrip
[1] corksciencefestival
[1] believeinscience
[1] scientixconf

Top Hashtags in Tweet in G9:
[3] sustainability
[3] scienceed
[1] academicjob
[1] ucph
[1] highered
[1] scicomm
[1] stem
[1] steam

Top Hashtags in Tweet in G10:
[21] scienceed
[2] chemistry
[2] pbl
[2] scienceteachers
[2] onlinelearning
[2] onlinelesson
[2] science
[2] scienceteacher
[1] flashback
[1] labtime

Top Words
Top Words in Tweet in Entire Graph:
[432] #scienceed
[397] science
[384] stemteachtools
[341] students
[195] #scied
[166] teachers
[153] learning
[136] school
[130] looking
[117] #stemed

Top Words in Tweet in G1:
[357] stemteachtools
[213] science
[179] #scied
[164] students
[116] learning
[98] #scienceed
[94] #ngss
[90] #stemed
[83] teachers
[82] #ngsschat

Top Words in Tweet in G2:
[26] vmcc_scienceed
[23] edtechne
[22] congratulations
[19] deirdremoneill
[16] eilishmclough
[16] dcu
[15] galway
[13] school
[13] great
[13] education

Top Words in Tweet in G3:
[76] stem
[75] letterspresci
[74] pen
[71] still
[70] looking
[43] students
[41] school
[41] pre
[39] teachers
[39] pal

Top Words in Tweet in G4:
[77] #scienceed
[56] flinnscientific
[39] students
[27] activity
[26] science
[19] #scienceteacher
[18] download
[16] one
[13] stemteachtools
[11] learn

Top Words in Tweet in G5:
[66] work
[34] #scienceed
[34] projects
[34] scientific
[33] hiring
[33] postdoc
[33] research
[33] uncschoolofed
[33] focuses
[33] socio

Top Words in Tweet in G6:
[23] intoshms
[22] few
[21] made
[20] hands
[20] guided
[20] reading
[20] tasks
[20] shared
[20] making
[20] more

Top Words in Tweet in G7:
[37] thejr
[16] sometimes
[16] sequels
[16] good
[16] excited
[16] expedition
[16] 393
[16] south
[16] atlantic
[16] transect

Top Words in Tweet in G8:
[5] science
[3] scientix_eu
[3] #purecork
[3] access
[3] schools
[2] ckiatnuig
[2] uniofgalway
[2] presidentcmlog
[2] nuigsu
[2] edtechne

Top Words in Tweet in G9:
[17] phd
[16] students
[16] looking
[10] calling
[10] scienceed
[10] free
[10] course
[10] qualitative
[10] methodologies
[10] fab

Top Words in Tweet in G10:
[21] #scienceed
[11] science
[3] lab
[3] questions
[3] summer
[3] great
[3] education
[3] based
[3] know
[3] looking

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[95] #scied,#scienceed
[95] #scienceed,#stemed
[91] #stemed,#ngss
[85] #ngss,#ngsschat
[76] still,looking
[61] stemteachtools,teachers
[48] middle,school
[44] science,learning
[41] stem,professionals
[41] pen,pals

Top Word Pairs in Tweet in G1:
[94] #scied,#scienceed
[90] #scienceed,#stemed
[89] #stemed,#ngss
[82] #ngss,#ngsschat
[57] stemteachtools,teachers
[42] science,learning
[34] leverage,students
[33] stemteachtools,science
[29] science,engineering
[26] key,equity

Top Word Pairs in Tweet in G2:
[14] vmcc_scienceed,dcu
[12] deirdremoneill,vmcc_scienceed
[12] dcu,eilishmclough
[7] looking,forward
[6] go,wan
[6] eilishmclough,congratulations
[5] enjoy,celebrations
[5] worth,end
[5] end,finally
[5] finally,came

Top Word Pairs in Tweet in G3:
[70] still,looking
[39] pen,pal
[37] middle,school
[36] re,still
[36] looking,middle
[36] school,stem
[36] stem,teachers
[36] teachers,host
[36] host,pen
[36] pal,program

Top Word Pairs in Tweet in G4:
[9] #scienceed,#scienceteachers
[8] #scienceteacher,#scienceed
[7] students,combine
[7] combine,scientific
[7] scientific,artistic
[7] artistic,skills
[7] fun,see
[7] see,those
[7] those,moments
[7] moments,classroom

Top Word Pairs in Tweet in G5:
[33] hiring,postdoc
[33] postdoc,work
[33] work,#scienceed
[33] #scienceed,research
[33] research,projects
[33] projects,uncschoolofed
[33] uncschoolofed,work
[33] work,focuses
[33] focuses,socio
[33] socio,scientific

Top Word Pairs in Tweet in G6:
[20] hands,made
[20] made,guided
[20] guided,reading
[20] reading,tasks
[20] tasks,shared
[20] shared,making
[20] making,more
[20] more,over
[20] over,next
[20] next,few

Top Word Pairs in Tweet in G7:
[16] sometimes,sequels
[16] sequels,good
[16] good,excited
[16] excited,expedition
[16] expedition,393
[16] 393,south
[16] south,atlantic
[16] atlantic,transect
[16] transect,ii
[16] ii,start

Top Word Pairs in Tweet in G8:
[2] presidentcmlog,nuigsu
[2] nuigsu,scientix_eu
[2] scientix_eu,edtechne
[2] vmcc_scienceed,ultrajessamyn
[2] ultrajessamyn,researchnuig
[2] researchnuig,speediecelt
[2] speediecelt,galwayaquarium
[2] galwayaquarium,galwayscience
[2] galwayscience,corkscience
[2] corkscience,lifetimelabcork

Top Word Pairs in Tweet in G9:
[16] phd,students
[10] calling,scienceed
[10] scienceed,phd
[10] students,looking
[10] looking,free
[10] free,course
[10] course,qualitative
[10] qualitative,methodologies
[10] methodologies,fab
[10] fab,teachers

Top Word Pairs in Tweet in G10:
[3] looking,forward
[2] #pbl,#scienceed
[2] science,education
[2] #scienceteacher,#scienceed

Top Replied-To
Top Replied-To in Entire Graph:
@deirdremoneill
@ckiatnuig
@this0499154500
@ambiewy
@imtabrendan
@vmcc_scienceed
@musicascience
@narst
@lifeologyapp
@stemconnector

Top Replied-To in G2:
@deirdremoneill
@ambiewy
@imtabrendan
@vmcc_scienceed
@rmoynihanphd

Top Replied-To in G3:
@lifeologyapp
@openscapes
@stemconnector

Top Replied-To in G4:
@this0499154500

Top Replied-To in G6:
@moona64433322

Top Replied-To in G7:
@tmbelgrano

Top Replied-To in G8:
@ckiatnuig

Top Mentioned
Top Mentioned in Entire Graph:
@stemteachtools
@letterspresci
@flinnscientific
@thejr
@uncschoolofed
@troydsadler
@vmcc_scienceed
@ctskeeley
@intoshms
@edtechne

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

Top Mentioned in G2:
@vmcc_scienceed
@edtechne
@eilishmclough
@dcu
@nuigalway
@unesco_cfrc
@flynndpaul
@deirdremoneill
@carmenkealy1
@gerryleadership

Top Mentioned in G3:
@letterspresci
@prescientist
@kemeteducation
@openscapes

Top Mentioned in G4:
@flinnscientific
@stemteachtools
@scienceirel
@redpenblackpen
@drjohnodonoghue
@letterspresci
@currentchemirl
@teachthought
@marlowordybird
@vmcc_scienceed

Top Mentioned in G5:
@uncschoolofed
@troydsadler
@oxforddeptofed
@stemteachtools
@liamdguilfoyle
@lenemmadsen

Top Mentioned in G6:
@intoshms
@adamboxer1
@edmunds_dr
@moona64433322
@stemybanda
@chatbiology

Top Mentioned in G7:
@thejr
@geoscienceinfo
@tmbelgrano
@marlowordybird

Top Mentioned in G8:
@scientix_eu
@presidentcmlog
@nuigsu
@edtechne
@vmcc_scienceed
@ultrajessamyn
@researchnuig
@speediecelt
@galwayaquarium

Top Mentioned in G9:
@lenemmadsen
@ind_ucph
@hholmegaard
@justindillonuoe
@annatdanielsson
@katiewadejaimes
@ulriksen_lars
@riemalm
@katiabnielsen

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@shitake_reverse
@godelitsas
@hlthiskrieger
@hephaistos_ai
@ctvnews
@cornubiageol
@b0tsci
@academicchatter
@needhibhalla

Top Tweeters in G1:
@hlthiskrieger
@stem_nastics
@melanielybarger
@coachgoodman
@xeno_lith
@imsouthern
@kmichellehowell
@krsciencelady
@freereed59
@sciencecat222

Top Tweeters in G2:
@edchateu
@iainmacl
@nasa
@johnbreslin
@ctribune
@dcu
@tansuyegen
@jjsanderson
@bpsnuigalway
@irishwater

Top Tweeters in G3:
@itativcs
@openscitalk
@spiderdaynight
@michellekellycw
@stemconnector
@susan_silver
@leafyericscott
@sophtalkssci
@markrause
@alygator18

Top Tweeters in G4:
@jurylady5
@ctvnews
@markj_ohnson
@scicommbot
@garym
@kevpluck
@edutopia
@praxismedhat
@biomedcentral
@nsta

Top Tweeters in G5:
@teknikpedagog
@dtcampbe
@brownellcassie
@cadrek12
@jeffgreenelearn
@jonathanplucker
@ehutt1
@lmartinhansen
@areejmws
@grayron

Top Tweeters in G6:
@adamboxer1
@benniekara
@ahmedkhattabuk
@emc2andallthat
@dwalkerdine
@mrsfj70
@stemybanda
@chatphysics
@edmunds_dr
@chatbiology

Top Tweeters in G7:
@shitake_reverse
@godelitsas
@cornubiageol
@randyroypatric2
@downwind62
@harvey01957
@april__abbott
@rmannhalter
@prof_clive_neal
@thejr

Top Tweeters in G8:
@nuigsu
@blackrockcastle
@scientix_eu
@cellexplorers
@unigalwayalive
@lifetimelabcork
@speediecelt
@scienceweek
@galwayaquarium
@ultrajessamyn

Top Tweeters in G9:
@jayaisales
@hholmegaard
@justindillonuoe
@hamid94618213
@henners181
@sazanajayadeva
@eemacleod
@anttileht
@biodidaktikerin
@jjlahdenpera

Top Tweeters in G10:
@teachbetterteam
@vincelius
@tadousay
@oupsecondary
@kgallagher_sci
@helpteaching
@kendallhunthe
@ldimitrov
@maclachlan_ca
@braintasticsci


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