scienceed, Twitter, 10/15/2022 1:20:25 AM, 282914


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scienceed_2022-10-14_18-14-24.xlsx
scienceed_2022-10-14_18-14-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 15, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3S2KIIT
@stemteachtools
@vmcc_scienceed
@this0499154500
@flinnscientific
@marlowordybird
@letterspresci
@dtcampbe
@ctskeeley
@troydsadler
@uncschoolofed

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

Description:
Description
The graph represents a network of 809 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, 15 October 2022 at 01:17 UTC.

The requested start date was Saturday, 15 October 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 104-day, 13-hour, 34-minute period from Friday, 01 July 2022 at 05:57 UTC to Thursday, 13 October 2022 at 19:31 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 : 809
Unique Edges : 503
Edges With Duplicates : 2174
Total Edges : 2677
Number of Edge Types : 5
Retweet : 925
MentionsInRetweet : 1128
Tweet : 237
Mentions : 359
Replies to : 28
Self-Loops : 243
Reciprocated Vertex Pair Ratio : 0.0574257425742574
Reciprocated Edge Ratio : 0.108614232209738
Connected Components : 71
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 489
Maximum Edges in a Connected Component : 2058
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.179
Graph Density : 0.00163384694464502
Modularity : 0.363482
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 809 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, 15 October 2022 at 01:17 UTC.

The requested start date was Saturday, 15 October 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 104-day, 13-hour, 34-minute period from Friday, 01 July 2022 at 05:57 UTC to Thursday, 13 October 2022 at 19:31 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/55
[10] https://stemteachingtools.org/brief/62
[9] https://stemteachingtools.org/brief/8
[9] https://stemteachingtools.org/brief/69
[9] https://stemteachingtools.org/brief/41
[8] https://stemteachingtools.org/brief/77
[8] https://stemteachingtools.org/brief/32
[8] https://stemteachingtools.org/brief/43

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

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/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/MearaNiamh/status/1562149018427334657
[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/
[3] https://www.flinnsci.com/germ-transmission/dc11000/
[2] https://www.flinnsci.com/nails-for-breakfast/dc10628/
[2] https://www.flinnsci.com/mole-plush/ap7797/
[1] https://www.flinnsci.com/germination-and-moisture/dc10382/
[1] https://www.flinnsci.com/polyspheres/dc19621/
[1] https://labsafety.flinnsci.com/app/
[1] https://www.flinnsci.com/ocean-water-properties/dc10386/
[1] https://www.flinnsci.com/ups-and-downs-of-grapes/dc10792/
[1] https://www.flinnsci.com/two-potato-clock/dc1939/

Top URLs in Tweet in G5:
[1] https://prescientist.org/for-teachers/
[1] https://www.prescientist.org/register
[1] https://stemteachingtools.org/brief/66

Top URLs in Tweet in G6:
[1] https://unc.peopleadmin.com/postings/234730
[1] https://stemteachingtools.org/brief/7
[1] https://www.education.ox.ac.uk/programmes/msc-learning-teaching/

Top URLs in Tweet in G8:
[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://twitter.com/FlinnScientific/status/1544529322526101504
[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

Top URLs in Tweet in G9:
[1] https://twitter.com/lenemmadsen/status/1517204702320070656
[1] https://jobportal.ku.dk/alle-opslag/?show=156899

Top URLs in Tweet in G10:
[2] https://stemteachingtools.org/brief/65
[1] https://www.flinnsci.com/science-and-art-with-acids-and-bases/dc10886/
[1] https://stemteachingtools.org/brief/32
[1] https://stemteachingtools.org/brief/62
[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://bmcmededuc.biomedcentral.com/articles/10.1186/s12909-022-03579-1
[1] https://www.flinnsci.com/germ-transmission/dc11000/
[1] https://stemteachingtools.org/brief/69

Top Domains
Top Domains in Tweet in Entire Graph:
[232] stemteachingtools.org
[60] twitter.com
[23] flinnsci.com
[9] ppic.org
[8] dyslexiakit.net
[6] umsystem.edu
[5] geoscienceinfo.com
[4] youtube.com
[4] gifted-studies.com
[4] go2science.com

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

Top Domains in Tweet in G2:
[27] twitter.com
[2] eventbrite.ie
[2] routledge.com
[2] bit.ly
[1] tandfonline.com
[1] donegaldaily.com
[1] radian6.com
[1] universityofgalway.ie

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

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

Top Domains in Tweet in G5:
[2] prescientist.org
[1] stemteachingtools.org

Top Domains in Tweet in G6:
[1] peopleadmin.com
[1] stemteachingtools.org
[1] ac.uk

Top Domains in Tweet in G8:
[9] twitter.com
[1] theaste.org
[1] helpteaching.com
[1] kendallhunt.com
[1] classtechtips.com
[1] calendly.com
[1] foodniche-ed.com
[1] washington.edu

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

Top Domains in Tweet in G10:
[5] stemteachingtools.org
[2] flinnsci.com
[1] ctvnews.ca
[1] biomedcentral.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[422] scienceed
[201] scied
[114] stemed
[107] ngss
[87] ngsschat
[72] stem
[68] coding
[68] onted
[43] edchat
[25] scichat



Top Hashtags in Tweet in G1:
[187] scied
[105] scienceed
[99] ngss
[91] stemed
[82] ngsschat
[7] nsta
[5] invertebrates
[5] mollusks
[5] biology
[2] nsela

Top Hashtags in Tweet in G2:
[7] teachersinresidence
[3] access
[3] edchatie
[3] scienceed
[2] conference
[2] stint2022
[2] interns
[2] greenways
[2] galway
[2] clifden

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

Top Hashtags in Tweet in G4:
[68] scienceed
[14] scienceteacher
[8] chemed
[7] biochat
[6] realtimechem
[6] stem
[4] scienceteachers
[4] iteachscience
[4] scied
[4] scicomm

Top Hashtags in Tweet in G5:
[14] scienceed
[9] urbaned
[8] stemed
[6] stemforall
[6] steam
[4] tbt
[3] whatascientistlookslike
[3] stemoutreach
[3] stempenpals
[3] followfriday

Top Hashtags in Tweet in G6:
[34] scienceed
[1] scied
[1] ukedchat
[1] edchatie
[1] edchat
[1] asechat

Top Hashtags in Tweet in G7:
[4] scienceed
[2] schoolledtutoring
[2] literacyforall
[1] directinstruction
[1] npqlt

Top Hashtags in Tweet in G8:
[23] scienceed
[3] science
[2] steam
[2] scienceteacher
[2] education
[2] scienceteachers
[2] nutritioned
[2] njtoy
[1] uiscied
[1] teachered

Top Hashtags in Tweet in G9:
[2] scienceed
[1] academicjob
[1] ucph
[1] highered

Top Hashtags in Tweet in G10:
[14] scienceed
[13] edchat
[13] k12
[9] artsintegration
[9] teaching
[9] scichat
[8] scied
[6] learning
[6] teachertwitter
[6] steam

Top Words
Top Words in Tweet in Entire Graph:
[451] science
[422] #scienceed
[387] stemteachtools
[269] students
[201] #scied
[148] learning
[132] teachers
[114] #stemed
[107] #ngss
[95] looking

Top Words in Tweet in G1:
[360] stemteachtools
[203] science
[187] #scied
[155] students
[113] learning
[105] #scienceed
[99] #ngss
[91] #stemed
[85] teachers
[82] #ngsschat

Top Words in Tweet in G2:
[33] edtechne
[29] science
[24] uniofgalway
[22] vmcc_scienceed
[17] great
[15] education
[15] teachers
[15] delighted
[14] conference
[13] looking

Top Words in Tweet in G3:
[74] science
[68] insight
[68] direction
[68] #coding
[68] technology
[68] implementation
[68] #onted
[68] articles
[67] lisaannefloyd
[67] curriculum

Top Words in Tweet in G4:
[68] #scienceed
[42] flinnscientific
[35] drjohnodonoghue
[24] currentchemirl
[20] students
[19] re
[16] thank
[16] activity
[14] one
[14] today

Top Words in Tweet in G5:
[47] still
[41] stem
[41] pen
[41] pre
[40] letterspresci
[38] during
[37] looking
[36] pals
[36] professionals
[36] scientists

Top Words in Tweet in G6:
[66] work
[34] projects
[34] #scienceed
[34] scientific
[33] uncschoolofed
[33] hiring
[33] socio
[33] issues
[33] research
[33] focuses

Top Words in Tweet in G7:
[22] few
[21] intoshms
[20] gift
[20] shared
[20] next
[20] reading
[20] guided
[20] made
[20] over
[20] tasks

Top Words in Tweet in G8:
[23] #scienceed
[12] science
[5] more
[4] education
[4] looking
[4] students
[3] check
[3] #science
[3] based
[3] learn

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

Top Words in Tweet in G10:
[16] plant
[15] science
[15] structures
[14] #scienceed
[13] stemteachtools
[13] #k12
[13] #edchat
[12] students
[11] based
[11] pbl

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[100] #scied,#scienceed
[93] #stemed,#ngss
[93] #scienceed,#stemed
[86] #ngss,#ngsschat
[68] insight,direction
[68] direction,implementation
[68] #coding,#onted
[68] #onted,science
[68] implementation,#coding
[68] science,technology

Top Word Pairs in Tweet in G1:
[100] #scied,#scienceed
[91] #stemed,#ngss
[91] #scienceed,#stemed
[82] #ngss,#ngsschat
[59] stemteachtools,teachers
[33] leverage,students
[30] stemteachtools,science
[29] science,learning
[29] science,engineering
[27] help,students

Top Word Pairs in Tweet in G2:
[9] looking,forward
[8] mini,conference
[8] morning,uniofgalway
[7] uniofgalway,delighted
[7] edtechne,uniofgalway
[7] kicked,morning
[7] conference,kicked
[7] 1st,#teachersinresidence
[7] #teachersinresidence,mini
[6] curamdevices,1st

Top Word Pairs in Tweet in G3:
[68] direction,implementation
[68] articles,insight
[68] implementation,#coding
[68] #onted,science
[68] #coding,#onted
[68] insight,direction
[68] science,technology
[67] technology,curriculum
[67] lisaannefloyd,articles
[6] kelleymaharaj,check

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:
[37] still,looking
[36] pre,scientists
[36] pen,pals
[36] stem,professionals
[35] scientists,during
[35] 400,stem
[35] professionals,pen
[35] looking,400
[35] pals,pre
[35] know,still

Top Word Pairs in Tweet in G6:
[33] hiring,postdoc
[33] work,focuses
[33] socio,scientific
[33] uncschoolofed,work
[33] focuses,socio
[33] postdoc,work
[33] projects,uncschoolofed
[33] scientific,issues
[33] #scienceed,research
[33] work,#scienceed

Top Word Pairs in Tweet in G7:
[20] few,days
[20] shared,making
[20] next,few
[20] hands,made
[20] over,next
[20] more,over
[20] guided,reading
[20] days,gift
[20] making,more
[20] reading,tasks

Top Word Pairs in Tweet in G8:
[3] looking,forward
[3] science,education
[2] #scienceteacher,#scienceed
[2] #scienceed,#steam
[2] #scienceed,#nutritioned
[2] 2022,2023
[2] learn,more
[2] 2023,nj
[2] year,#scienceed
[2] #science,#scienceed

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

Top Word Pairs in Tweet in G10:
[11] based,plant
[10] animal,structures
[10] plant,animal
[9] #artsintegration,#edchat
[9] science,pbl
[9] #edchat,#teaching
[9] #teaching,#k12
[8] structures,science
[8] gr4s,begin
[6] noisy,bet

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@drjohnodonoghue
@this0499154500
@jl_scienceed
@ckiatnuig
@stemteachintern
@marshallmary82
@lifeologyapp
@stemconnector
@murielgrenon

Top Replied-To in G2:
@vmcc_scienceed
@ckiatnuig
@marshallmary82
@bubamaratk
@carmenkealy1
@ellenolan
@ambiewy
@imtabrendan

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

Top Replied-To in G5:
@openscapes
@stemconnector
@lifeologyapp

Top Mentioned
Top Mentioned in Entire Graph:
@stemteachtools
@lisaannefloyd
@letterspresci
@flinnscientific
@ctskeeley
@drjohnodonoghue
@uncschoolofed
@troydsadler
@edtechne

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

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

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

Top Mentioned in G4:
@flinnscientific
@drjohnodonoghue
@currentchemirl
@scienceirel
@tcddublin
@lindadoyle
@vmcc_scienceed
@letterspresci
@redpenblackpen
@marlowordybird

Top Mentioned in G5:
@letterspresci
@dcstemspark
@prescientist
@stemteachtools
@openscapes

Top Mentioned in G6:
@uncschoolofed
@troydsadler
@stemteachtools
@oxforddeptofed
@liamdguilfoyle
@lenemmadsen

Top Mentioned in G7:
@intoshms
@edmunds_dr
@stemybanda
@chatbiology

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

Top Mentioned in G10:
@stemteachtools
@2seetheglobe
@pblworks
@thespacegal
@anatscieduc
@juliettescience
@flinnscientific
@d2l_emea
@maclachlan_ca
@ruhrunibochum

Top Tweeters
Top Tweeters in Entire Graph:
@fabriciosx
@calcaware
@shitake_reverse
@kaleidoscopet0
@godelitsas
@hephaistos_ai
@hlthiskrieger
@alicekeeler
@ctvnews
@cornubiageol

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

Top Tweeters in G2:
@nuigsu
@tansuyegen
@jjsanderson
@bpsnuigalway
@drdav
@blackrockcastle
@scientix_eu
@educationarena
@nuigalway
@jcforteachers

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
@martleyscoaches
@jayaisales
@tcddublin
@marlowordybird
@collieennis
@sallyr_islhe

Top Tweeters in G5:
@openscitalk
@ldublives
@spiderdaynight
@michellekellycw
@labyrinthdc
@stemconnector
@susan_silver
@leafyericscott
@dcmarlena
@sophtalkssci

Top Tweeters in G6:
@teknikpedagog
@dtcampbe
@brownellcassie
@jeffgreenelearn
@cadrek12
@jonathanplucker
@ehutt1
@lmartinhansen
@areejmws
@grayron

Top Tweeters in G7:
@benniekara
@ahmedkhattabuk
@dwalkerdine
@mrsfj70
@stemybanda
@edmunds_dr
@chatbiology
@2_infinity
@intoshms
@drshetalao

Top Tweeters in G8:
@vincelius
@kaleidoscopesci
@tadousay
@lnichleirigh
@karenconnaghan
@njctl
@helpteaching
@kendallhunthe
@ldimitrov
@leonigroup

Top Tweeters in G9:
@hholmegaard
@justindillonuoe
@hamid94618213
@sazanajayadeva
@eemacleod
@anttileht
@biodidaktikerin
@jjlahdenpera
@jalexisnielsen
@lenemmadsen

Top Tweeters in G10:
@ctvnews
@jc_james_clark
@garym
@jenniferagates
@praxismedhat
@biomedcentral
@pblworks
@theresagray
@thespacegal
@ruhrunibochum


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