scienceed, Twitter, 3/7/2021 9:47:31 AM, 250270


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scienceed_2021-03-06_17-27-13.xlsx
scienceed_2021-03-06_17-27-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 07, 2021
Short Description:
scienceed via NodeXL https://bit.ly/3kS0OpK
@vmcc_scienceed
@drjohnodonoghue
@braintasticsci
@wrbdb
@snotlady5
@irishsciteach
@chemistryed
@flynndpaul
@katesutton70
@mrspasssci

Top hashtags:
#scienceed
#stem
#science
#edchat
#scichat
#paemst
#nbct
#stao
#stemed
#ngss

Description:
Description
The graph represents a network of 527 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 Sunday, 07 March 2021 at 01:27 UTC.

The requested start date was Saturday, 06 March 2021 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 62-day, 17-hour, 22-minute period from Friday, 01 January 2021 at 23:38 UTC to Friday, 05 March 2021 at 17:00 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 : 527
Unique Edges : 472
Edges With Duplicates : 793
Total Edges : 1265
Number of Edge Types : 5
Mentions : 504
Tweet : 130
Retweet : 222
MentionsInRetweet : 356
Replies to : 53
Self-Loops : 131
Reciprocated Vertex Pair Ratio : 0.0654205607476635
Reciprocated Edge Ratio : 0.12280701754386
Connected Components : 107
Single-Vertex Connected Components : 27
Maximum Vertices in a Connected Component : 111
Maximum Edges in a Connected Component : 388
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.259268
Graph Density : 0.00246751466439636
Modularity : 0.508071
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 527 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 Sunday, 07 March 2021 at 01:27 UTC.

The requested start date was Saturday, 06 March 2021 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 62-day, 17-hour, 22-minute period from Friday, 01 January 2021 at 23:38 UTC to Friday, 05 March 2021 at 17:00 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:
[15] https://vanmeterlibraryvoice.blogspot.com/2021/02/lets-follow-nasas-rover-mission-to-mars.html
[9] http://www.go2science.com/
[7] https://www.uncoveringstudentideas.org/blog
[4] http://www.schoolyardfilms.org/
[4] https://www.uncoveringstudentideas.org/blog/blog-post-considerations-for-using-probes
[2] https://www.braintasticscience.com/freebies
[2] https://alumni.towson.edu/s/event/a394u000004ssaqAAA/beyond-the-classroom
[2] http://www.nuigalway.ie/about-us/jobs/researchjobs/
[2] https://us02web.zoom.us/meeting/register/tZYvfuugrzoiHNGd0IHmMnzNA17Ps2tiUeDX
[2] https://go2scienceblog.weebly.com/blog/scientific-process?utm_content=buffer42acd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[2] https://twitter.com/PEgeekscorner/status/1361223233224253443
[2] http://www.nuigalway.ie/about-us/jobs/researchjobs/
[1] https://twitter.com/cellexplorers/status/1361420919797817344
[1] https://dx.doi.org/10.1002/sce.21614
[1] https://twitter.com/tiernansandra/status/1361405469613559815
[1] https://about.imascientist.org.uk/2018/using-im-a-scientist-to-increase-participation-in-higher-education/
[1] https://www.scientificamerican.com/article/scientists-need-to-be-kinder-to-one-another
[1] https://www.colormephd.org/coloring-pages/free-pdf-vol-2?platform=hootsuite&utm_campaign=HSCampaign
[1] https://twitter.com/VMcC_ScienceEd/status/1351878206249443331
[1] https://www.nuigalway.ie/courses/taught-postgraduate-courses/education-professional-master.html#course_overview

Top URLs in Tweet in G2:
[15] https://vanmeterlibraryvoice.blogspot.com/2021/02/lets-follow-nasas-rover-mission-to-mars.html
[2] https://us02web.zoom.us/meeting/register/tZYvfuugrzoiHNGd0IHmMnzNA17Ps2tiUeDX
[1] https://twitter.com/NASAPersevere/status/1363927269505261571
[1] https://us02web.zoom.us/meeting/register/tZYvfuugrzoiHNGd0IHmMnzNA17Ps2tiUeDX?fbclid=IwAR3OaSegmahWoZWJNtKZUc3pCjH9XE8YjE1G5f-iCOL77BvxdrcXm8NpajM
[1] https://twitter.com/NASAPersevere/status/1363929492138254340
[1] https://www.youtube.com/watch?v=gYQwuYZbA6o&feature=youtu.be

[1] https://www.youtube.com/watch?v=gm0b_ijaYMQ&feature=youtu.be


Top URLs in Tweet in G3:
[1] https://stao.ca/events/university-of-ottawa-using-tinkercard-english-elem/
[1] https://stao.ca/events/lab-x-change-amgen-biotech-experience/
[1] https://stao.ca/11-best-science-websites-for-interactive-learning-submitted-by-amy-gorecki/
[1] https://stao.ca/event-directory/
[1] https://stao.ca/events/stao-live-keeping-science-hands-on/
[1] https://twitter.com/umicheducation/status/1359611995524374531
[1] https://twitter.com/katemcneill6/status/1364272393838034945
[1] https://twitter.com/MamaDoctorJones/status/1358620880654524417

Top URLs in Tweet in G4:
[2] https://alumni.towson.edu/s/event/a394u000004ssaqAAA/beyond-the-classroom
[1] https://www.youtube.com/channel/UC-QcZISbFb9EiIEQ41cVhxw?app=desktop
[1] https://twitter.com/SPPS_Richardson/status/1352793901481029632
[1] https://twitter.com/TuftsCEEO/status/1354167804136747008
[1] https://www.ddcoatings.co.uk/2906/chalking-fading-steel-cladding
[1] https://www.youtube.com/watch?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com&v=lAul2K8_yLc&feature=youtu.be
[1] https://www.womeninhorticulture.com/post/woman-of-firsts-marie-clark-taylor
[1] https://blackbotanistsweek.weebly.com/
[1] https://www.dreamup.org/shop-online/
[1] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/posts/3602194986513693

Top URLs in Tweet in G5:
[2] https://www.braintasticscience.com/freebies
[1] https://www.braintasticscience.com/blog
[1] https://www.braintasticscience.com/schools

Top URLs in Tweet in G6:
[1] https://twitter.com/RSPB_Learning/status/1358756108115070977
[1] https://twitter.com/RSPB_Learning/status/1355133748392710147
[1] https://twitter.com/PepperSci/status/1346433018626514944

Top URLs in Tweet in G7:
[1] https://portal.btyoungscientist.com/teacher-registration/
[1] https://www.researchgate.net/publication/348416078_%27A_Scientist_Knows_What_She%27s_Doing%27_Exploring_the_Effect_of_Scientist-led_Outreach_on_Primary_Children%27s_Science_Self-Efficacy_Beliefs
[1] https://www.dropbox.com/s/ipl2oaspuyamocv/Strand%2016.pdf?dl=0
[1] https://twitter.com/cellexplorers/status/1361420919797817344
[1] http://www.nuigalway.ie/hardiman-scholarships/?fbclid=IwAR0FjAH-3arkRE-fcMCdoUaaqvzjMVTNvyn5r0vL1wDVWS65zwub6brClY0
[1] https://twitter.com/scienceirel/status/1366353005679886345

Top URLs in Tweet in G8:
[9] http://www.go2science.com/
[2] https://www.go2science.com/?utm_content=buffer0c94f&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://go2scienceblog.weebly.com/blog/mission-penguins-bonus-materials?utm_content=buffer14215&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://go2scienceblog.weebly.com/blog/scientific-process?utm_content=buffer42acd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://allsaintsmaine.org/
[1] https://www.youtube.com/watch?v=QPg7i9nIEf0&feature=youtu.be&utm_content=buffer06a47&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

[1] https://go2scienceblog.weebly.com/blog/quality-questions?utm_content=buffer31972&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://m.youtube.com/watch?v=sO25Hr0PJqU&feature=youtu.be&utm_content=buffere33b6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

[1] http://go2scienceblog.weebly.com/blog/mission-penguin-week-1-vote?utm_content=buffere190c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://go2scienceblog.weebly.com/blog/mission-penguins-bonus-materials?utm_content=buffer14a29&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G10:
[7] https://www.uncoveringstudentideas.org/blog
[4] https://www.uncoveringstudentideas.org/blog/blog-post-considerations-for-using-probes

Top Domains
Top Domains in Tweet in Entire Graph:
[64] twitter.com
[15] blogspot.com
[11] uncoveringstudentideas.org
[11] go2science.com
[8] weebly.com
[7] youtube.com
[5] stao.ca
[4] braintasticscience.com
[4] schoolyardfilms.org
[4] zoom.us

Top Domains in Tweet in G1:
[6] twitter.com
[3] nuigalway.ie
[1] doi.org
[1] org.uk
[1] scientificamerican.com
[1] colormephd.org
[1] co.uk
[1] esera.org
[1] rnyobservatory.eu
[1] cdmcd.co

Top Domains in Tweet in G2:
[15] blogspot.com
[3] zoom.us
[2] twitter.com
[2] youtube.com

Top Domains in Tweet in G3:
[5] stao.ca
[3] twitter.com

Top Domains in Tweet in G4:
[9] twitter.com
[4] com.au
[2] youtube.com
[2] facebook.com
[2] towson.edu
[1] co.uk
[1] womeninhorticulture.com
[1] weebly.com
[1] dreamup.org
[1] tandfonline.com

Top Domains in Tweet in G5:
[4] braintasticscience.com

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

Top Domains in Tweet in G7:
[2] twitter.com
[1] btyoungscientist.com
[1] researchgate.net
[1] dropbox.com
[1] nuigalway.ie

Top Domains in Tweet in G8:
[11] go2science.com
[7] weebly.com
[2] youtube.com
[1] allsaintsmaine.org

Top Domains in Tweet in G10:
[11] uncoveringstudentideas.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[256] scienceed
[65] stem
[48] science
[43] edchat
[26] scichat
[25] paemst
[25] nbct
[22] stao
[18] stemed
[15] ngss



Top Hashtags in Tweet in G1:
[2] openaccess
[2] qrbdiscovery
[2] womeninstem
[1] researchassistant
[1] copper
[1] creativityinscience
[1] dilemmamethodology
[1] dialecticalreflection
[1] formal
[1] informalscienceed

Top Hashtags in Tweet in G2:
[9] scienceed
[7] perseverancerover
[4] steam
[4] edchat
[3] stem
[3] csk8
[3] edtech
[2] coding
[2] pvbravesproud
[2] stemed

Top Hashtags in Tweet in G3:
[22] stao
[13] stem
[12] scienceed
[5] sciencewebsites
[3] ngss
[2] curiosty
[2] criticalthinking
[1] covid
[1] teaching
[1] ngsschat

Top Hashtags in Tweet in G4:
[32] scienceed
[6] stem
[5] science
[3] k12
[3] stemeducation
[3] fb
[2] scienceeducation
[2] steam
[2] chemistry
[2] scichat

Top Hashtags in Tweet in G5:
[10] scienceed
[7] science
[3] schools
[2] homeschooling
[2] homelearning
[2] teachers
[2] curiositycorner
[2] teachertwitter
[2] prisci
[1] primaryrocks

Top Hashtags in Tweet in G6:
[9] scienceed
[4] mondaymotivation
[4] mmmonday
[3] science
[3] stem
[3] edutwitter
[3] scienceteacher
[3] ecosystems
[3] scichat
[1] naturephotography

Top Hashtags in Tweet in G7:
[5] scienceed
[3] teach180
[3] chemed
[2] biochat
[2] chemchat
[2] outreach
[1] handsonscience
[1] biology30
[1] pbl
[1] pblchat

Top Hashtags in Tweet in G8:
[25] paemst
[25] nbct
[22] edchat
[19] scienceed
[16] stem
[14] elemchat
[14] scichat
[14] disted
[12] pblchat
[12] homeschooling

Top Hashtags in Tweet in G9:
[1] scienceed

Top Hashtags in Tweet in G10:
[8] nsta
[8] nsta21
[6] formative
[5] scienceed
[3] ngss
[2] stem
[2] teaching
[2] asechat
[1] phenomena
[1] medomak

Top Words
Top Words in Tweet in Entire Graph:
[256] #scienceed
[127] science
[66] #stem
[48] #science
[45] education
[44] great
[43] #edchat
[41] learning
[41] students
[39] free

Top Words in Tweet in G1:
[29] nuigalway
[26] edtechne
[25] vmcc_scienceed
[17] eilishmclough
[17] dcu
[16] ul
[11] great
[10] science
[9] teachers
[9] thanks

Top Words in Tweet in G2:
[28] rover
[22] nasa
[21] mars
[16] mission
[16] week
[15] let's
[15] follow
[15] resources
[15] choice
[15] board

Top Words in Tweet in G3:
[24] staoapso
[22] #stao
[18] workshop
[14] interactive
[14] join
[14] feb
[13] #stem
[12] #scienceed
[11] learning
[11] science

Top Words in Tweet in G4:
[32] #scienceed
[17] science
[6] #stem
[6] students
[5] more
[5] #science
[4] online
[4] learn
[4] register
[3] #k12

Top Words in Tweet in G5:
[10] #scienceed
[9] free
[8] more
[8] braintasticsci
[7] #science
[7] learning
[7] help
[7] during
[7] latest
[7] lockdown

Top Words in Tweet in G6:
[9] #scienceed
[7] gladwinprimary
[6] stemlearninguk
[5] rspb_ribble
[5] tes
[4] fabulous
[4] photo
[4] taken
[4] year
[4] photographer

Top Words in Tweet in G7:
[9] scienceirel
[8] teacher
[8] murielgrenon
[8] cellexplorers
[8] vmcc_scienceed
[8] esera2019
[6] drjohnodonoghue
[6] btyste
[6] kicked
[6] today

Top Words in Tweet in G8:
[25] #paemst
[24] #nbct
[22] #edchat
[19] #scienceed
[16] #stem
[15] mrs_smoke
[15] margiebg
[14] #elemchat
[14] #scichat
[14] #disted

Top Words in Tweet in G9:
[2] auntjennoelle

Top Words in Tweet in G10:
[19] blog
[16] ctskeeley
[13] usi
[12] please
[11] using
[8] #nsta
[7] probes
[6] check
[6] year
[6] blogging

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[29] #scienceed,#stem
[24] #paemst,#nbct
[20] science,education
[19] #nbct,#edchat
[17] #science,#scienceed
[16] edtechne,eilishmclough
[16] eilishmclough,nuigalway
[16] nuigalway,dcu
[16] dcu,ul
[15] mrs_smoke,margiebg

Top Word Pairs in Tweet in G1:
[16] edtechne,eilishmclough
[16] eilishmclough,nuigalway
[16] nuigalway,dcu
[16] dcu,ul
[11] vmcc_scienceed,edtechne
[5] edtechne,nuigaccess
[4] fantastic,see
[4] see,book
[4] book,print
[4] print,manual

Top Word Pairs in Tweet in G2:
[15] let's,follow
[15] follow,nasa
[15] nasa,rover
[15] rover,mission
[15] mission,mars
[15] mars,week
[15] week,resources
[15] resources,choice
[15] choice,board
[14] shannonmmiller,let's

Top Word Pairs in Tweet in G3:
[14] join,#stao
[12] staoapso,join
[9] #stem,#scienceed
[8] #stao,uottawa
[8] uottawa,feb
[8] feb,24th
[8] 24th,interactive
[8] interactive,workshop
[8] workshop,participants
[8] participants,introduced

Top Word Pairs in Tweet in G4:
[3] learn,more
[3] #stem,#scienceed
[2] #scienceed,#scienceeducation
[2] space,farmer
[2] online,#stem
[2] crafty,science
[2] virtual,event
[2] event,maryland
[2] maryland,science
[2] science,center

Top Word Pairs in Tweet in G5:
[7] find,more
[6] we've,made
[6] made,lots
[6] lots,#science
[6] #science,learning
[6] learning,free
[6] free,help
[6] help,families
[6] families,schools
[6] schools,during

Top Word Pairs in Tweet in G6:
[5] stemlearninguk,tes
[4] fabulous,photo
[4] photo,taken
[4] taken,year
[4] year,photographer
[4] photographer,gladwinprimary
[4] gladwinprimary,captured
[4] captured,amazing
[4] amazing,snowflake
[4] snowflake,using

Top Word Pairs in Tweet in G7:
[8] murielgrenon,cellexplorers
[8] cellexplorers,vmcc_scienceed
[8] vmcc_scienceed,scienceirel
[8] scienceirel,esera2019
[6] btyste,kicked
[6] kicked,today
[6] today,find
[6] find,smartphone
[6] smartphone,spectroscopy
[6] spectroscopy,sessions

Top Word Pairs in Tweet in G8:
[24] #paemst,#nbct
[19] #nbct,#edchat
[16] #scienceed,#stem
[15] mrs_smoke,margiebg
[14] msoskil,mrs_smoke
[12] #edchat,#pblchat
[12] #elemchat,#scichat
[12] #stem,#homeschooling
[12] #homeschooling,#disted
[11] jenjkesler,hachen2nd

Top Word Pairs in Tweet in G10:
[7] usi,probes
[6] blogging,started
[6] started,blog
[6] blog,usi
[6] usi,web
[6] web,site
[6] site,please
[6] please,visit
[6] visit,follow
[6] follow,blog

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@sarahlrcarroll
@lindabiesty
@thequalreport
@tiernansandra
@nevenmaguire
@shanedbergin
@fondantfan
@msdowdsci
@misstierney1

Top Replied-To in G1:
@vmcc_scienceed
@sarahlrcarroll
@yurgospolitis
@misstierney1
@msdowdsci
@fondantfan
@shanedbergin
@tiernansandra
@lindabiesty
@thequalreport

Top Replied-To in G5:
@katesutton70

Top Replied-To in G6:
@mrcstjames

Top Replied-To in G7:
@sarahlrcarroll
@tinaoverton
@drjohnodonoghue
@sylvialeatham

Top Replied-To in G9:
@auntjennoelle

Top Mentioned
Top Mentioned in Entire Graph:
@nuigalway
@edtechne
@staoapso
@nasa
@vmcc_scienceed
@dcu
@eilishmclough
@ul
@ctskeeley
@mrs_smoke

Top Mentioned in G1:
@nuigalway
@edtechne
@eilishmclough
@dcu
@ul
@vmcc_scienceed
@flynndpaul
@nuigaccess
@cellexplorers
@tiernansandra

Top Mentioned in G2:
@nasa
@shannonmmiller
@wonderworkshop
@edtechneighbor
@blockscad
@fluxspace_io

Top Mentioned in G3:
@staoapso
@uottawa
@uoft
@harvard
@labxchange
@doc_b_brown
@calabresebarton
@stem4real
@ffaruqi16

Top Mentioned in G5:
@braintasticsci
@ginnyfbsmith
@mrspasssci
@cosmicshambles
@headteacherchat
@the_school_run
@mrsslearns
@katesutton70
@wrbdb
@dr_castelino

Top Mentioned in G6:
@stemlearninguk
@rspb_ribble
@tes
@gladwinprimary
@grahambm
@stemclubs
@mrhtheteacher
@ilovemcuk
@mrcstjames
@educatemag

Top Mentioned in G7:
@scienceirel
@murielgrenon
@cellexplorers
@vmcc_scienceed
@esera2019
@btyste
@drjohnodonoghue
@missjosephison
@sziggy9
@alyraeweav

Top Mentioned in G8:
@mrs_smoke
@margiebg
@msoskil
@go2science
@jenjkesler
@hachen2nd
@nbctsue
@drfurman
@brooke_teller
@mdoenews

Top Mentioned in G9:
@catlin_tucker
@ngssmademedoit
@alliebbogart
@flabellinajg
@stemteachtools
@leenabmc
@philiplbell
@tdishelton
@cascience
@mslorisstory

Top Mentioned in G10:
@ctskeeley

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@4tchat
@epuujee
@mimproxyble
@flipgrid
@devvibesbot
@may_gun
@npr
@jane__eden
@thembaletumbang

Top Tweeters in G1:
@nevenmaguire
@imascientist
@dcu
@nuigalway
@scidocmartin
@irishresearch
@biophysicalsoc
@cambridge_uni
@msdowdsci
@ul

Top Tweeters in G2:
@4tchat
@devvibesbot
@shannonmmiller
@markj_ohnson
@nasa
@codingninjabot
@hayes_melisa
@askamrobert
@wonderworkshop
@edtechneighbor

Top Tweeters in G3:
@stem_ai
@harvard
@tracieedward
@uottawa
@rhodes_sheila
@uoft
@lukepersaud
@ykrawiecki
@staoapso
@racquelcarlow

Top Tweeters in G4:
@ginamakeswaves
@esl_fairy
@fizzicsed
@jgates513
@spps_richardson
@wi_2_mt
@calhounschool
@teachersupstore
@liamdguilfoyle
@ddcoatings

Top Tweeters in G5:
@huwmjames
@snotlady5
@headteacherchat
@priscigeeks
@cosmicshambles
@emmayhnell
@the_school_run
@zonkk_za
@katesutton70
@uomseerih

Top Tweeters in G6:
@epuujee
@britnatureguide
@tes
@grahambm
@educatemag
@mrhtheteacher
@teachthought
@ilovemcuk
@rspbleightonm
@stemlearninguk

Top Tweeters in G7:
@scienceirel
@btyste
@drjohnodonoghue
@wrbdb
@cellexplorers
@katszumlas
@sylvialeatham
@chemistryed
@murielgrenon
@tinaoverton

Top Tweeters in G8:
@mrdearybury
@davidjlockett
@msoskil
@drfurman
@mrs_smoke
@hachen2nd
@dollsullme
@tnsta
@mdoenews
@mainetoy

Top Tweeters in G9:
@catlin_tucker
@tdishelton
@philiplbell
@starrscience
@alliebbogart
@flabellinajg
@stemteachtools
@vogelwendi
@chienforstem
@cascience

Top Tweeters in G10:
@sciencecat222
@chrisharrikings
@createosity
@wsfcs_science
@beth_brooking
@stemkimlisd
@cummingslinda
@sephalithakkar
@ellistartara
@annelowry8


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