scienceteacher, Twitter, 2/27/2021 1:32:51 AM, 249660


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scienceteacher_2021-02-26_17-08-30.xlsx
scienceteacher_2021-02-26_17-08-30.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 27, 2021
Short Description:
scienceteacher via NodeXL https://bit.ly/2ZThyTI
@myscienceboutiq
@easygeography
@stem_ai
@origamicells
@sciencegovau
@b0tsci
@scicommbot
@mindfulconserv1
@completenatural
@femtech_

Top hashtags:
#scienceteacher
#science
#stem
#homeschooling
#homeschool
#scientist

Description:
Description
The graph represents a network of 1,419 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 27 February 2021 at 01:11 UTC.

The requested start date was Saturday, 27 February 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 86-day, 22-hour, 35-minute period from Tuesday, 01 December 2020 at 00:12 UTC to Thursday, 25 February 2021 at 22:47 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 : 1419
Unique Edges : 882
Edges With Duplicates : 2426
Total Edges : 3308
Number of Edge Types : 5
Retweet : 773
MentionsInRetweet : 1011
Tweet : 769
Mentions : 693
Replies to : 62
Self-Loops : 802
Reciprocated Vertex Pair Ratio : 0.0560519902518278
Reciprocated Edge Ratio : 0.106153846153846
Connected Components : 446
Single-Vertex Connected Components : 235
Maximum Vertices in a Connected Component : 95
Maximum Edges in a Connected Component : 373
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.167897
Graph Density : 0.000646077662510896
Modularity : 0.421656
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 1,419 Twitter users whose tweets in the requested range contained "scienceteacher", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 27 February 2021 at 01:11 UTC.

The requested start date was Saturday, 27 February 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 86-day, 22-hour, 35-minute period from Tuesday, 01 December 2020 at 00:12 UTC to Thursday, 25 February 2021 at 22:47 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 : scienceteacher
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:
[29] https://www.etsy.com/listing/944151849/scientist-svg-mad-scientist?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1612347465000&utm_term=so.slt
[26] https://www.instagram.com/accounts/login/
[25] https://www.k12prospects.com/LP/Stay-Up-To-Date-With-The-Edtech-Rise/STAY-UP-TO-DATE-WITH-THE-EDTECH-RISE.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=up-to-date-with-edtech-rise&utm_content=textlink
[21] https://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink
[11] https://s4science.co.uk
[9] http://gifexperiments.blogspot.com
[7] https://www.jobors.com/user-registration
[6] https://coresciences.co.uk/subscribe
[5] https://origamiorganelles.com/collections/anatomy/products/human-heart
[5] https://onlinelibrary.wiley.com/journal/10982736?cookieSet=1

Top URLs in Tweet in G1:
[22] https://www.instagram.com/accounts/login/
[7] https://www.jobors.com/user-registration
[3] https://www.starlightpress.co.uk/
[2] https://etsy.com/DisplaceDesign/listing/783225459
[1] https://docs.google.com/presentation/d/1i70L__1WyXlNbUpM6rLMLoStGHeIguaMrV7pJHvHci4/edit?usp=sharing
[1] https://twitter.com/JackDMurphy/status/1332306300395544578
[1] https://learning.covoji.com/curious-world/hot-air-balloon-in-the-sky/
[1] https://www.ascreatives.com/science-workshops-primary/
[1] https://teachchemistry.org/news/aact-professional-development-holiday-watch-list
[1] https://laurelsprings.com/teacher-spotlight-david-thompson-math-science-love/

Top URLs in Tweet in G3:
[1] https://business.gov.au/pmprizesscience

Top URLs in Tweet in G4:
[4] https://myscienceboutique.com/product/trendy-science-socks-bioinformatics-heatmap-pattern/
[4] https://www.absolutelysmashingllc.com/
[3] https://www.livescience.com/colletor-finds-rare-cookie-monster-rock.html?fbclid=IwAR1pXZUnSx7UgjLoa5nOMsrctyi2Y4zV1y9tGhDcorqg1l9wO7F_uwK3ISE&utm_content=bufferf97d1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.etsy.com/in-en/listing/901547080/sweatshirts-science-sweatshirts?ref=shop_home_active_32
[2] https://www.etsy.com/in-en/listing/875296902/oh-chemist-tree-premium-science-hooded?ref=shop_home_active_91
[2] https://www.etsy.com/listing/813884784/science-skater-skirt-dino-pattern-design?ref=shop_home_active_83&frs=1
[2] https://myscienceboutique.com/product/saturn-space-themed-kids-premkum-cotton-tee/
[2] https://myscienceboutique.com/product/sci-it-up-pattern-fit-flare-dress/
[2] https://myscienceboutique.com/product/rocket-boy-kids-premium-cotton-tee/
[2] https://www.etsy.com/listing/824539681/kids-t-shirts-dinosaur-designs-science-t?ref=shop_home_active_43

Top URLs in Tweet in G5:
[2] https://www.etsy.com/ca/IrreverentTeesStudio/listing/920558029/never-trust-an-atom-they-make-up?utm_campaign=Share&utm_medium=social_organic&utm_source=DSMT2&utm_term=so.smt&share_time=1607452697000
[2] https://www.cpr.org/2021/02/03/teens-arent-getting-the-covid-vaccine-yet-but-these-ones-want-you-to/
[1] https://www.etsy.com/AFKCreationsofNC/listing/789687294/glow-in-the-dark-saturn-earrings?utm_campaign=Share&utm_medium=social_organic&utm_source=DSMT2&utm_term=so.smt&share_time=1613168265000

Top URLs in Tweet in G6:
[1] https://twitter.com/shannonmstirone/status/1363307734519533571
[1] https://twitter.com/mocleanair/status/1354902500135084035
[1] https://twitter.com/RSPB_Learning/status/1355133748392710147
[1] http://chillededucation.org/news/
[1] https://www.chillededucation.org/science-teacher/science-teacher-lesson-plans/
[1] https://www.chillededucation.org/sweet-sustainable-science-returns-in-january-2020/
[1] https://www.chillededucation.org/career-paths/

Top URLs in Tweet in G7:
[29] https://www.etsy.com/listing/944151849/scientist-svg-mad-scientist?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1612347465000&utm_term=so.slt
[4] https://www.etsy.com/listing/867143165/science-confetti-set?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1599495920000&utm_term=so.slt
[4] https://www.etsy.com/listing/853229264/science-test-tube-confetti-set?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1599495888000&utm_term=so.slt
[1] https://www.etsy.com/listing/923557817/because-science-mug-scientists-gift-mug?utm_medium=SellerListingTools&utm_campaign=Share&utm_source=Twitter&share_time=1607975503000&utm_term=so.slt

Top URLs in Tweet in G8:
[5] https://origamiorganelles.com/collections/anatomy/products/human-heart
[4] https://origamiorganelles.com/collections/organelles-cells/products/simple-animal-cell
[4] https://origamiorganelles.com/
[4] https://www.stem.org.uk/cpd/490405/teach-and-learn-open-mic-remote-learning
[4] https://www.stem.org.uk/cpd/484906/planning-and-delivering-remote-science-lesson
[3] https://origamiorganelles.com/collections/complete-set
[2] https://origamiorganelles.com/collections/earth-science/products/earth-science-bundle-1
[2] https://www.edvotek.com/Experiments/Origami-Organelles
[2] https://origamiorganelles.com/collections/organelles-cells/products/simple-plant-cell
[2] https://origamiorganelles.com/collections/anatomy

Top URLs in Tweet in G9:
[11] https://s4science.co.uk
[2] https://s4science.co.uk/
[1] https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkLnBvZGJlYW4uY29tL2V4cGxvcmluZ2dsb2JhbHByb2JsZW1zL2ZlZWQueG1s/episode/ZXhwbG9yaW5nZ2xvYmFscHJvYmxlbXMucG9kYmVhbi5jb20vY2E0YzI2ZDQtNDE0Yy01YWIwLTg5OWQtMTAwYjM2NjkzYmE4?sa=X&ved=0CAUQkfYCahcKEwiQ-cTH3IfuAhUAAAAAHQAAAAAQAQ
[1] https://s4science.co.uk/wp-content/uploads/2020/06/F-KS4-Clean-Energy-Podcast-Worksheet-2.pdf
[1] https://s4science.co.uk/wp-content/uploads/2020/05/F-KS5-Clean-Energy-Podcast-Worksheet.pdf
[1] https://twitter.com/swansci4/status/1345847820423671810

Top URLs in Tweet in G10:
[25] https://www.k12prospects.com/LP/Stay-Up-To-Date-With-The-Edtech-Rise/STAY-UP-TO-DATE-WITH-THE-EDTECH-RISE.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=up-to-date-with-edtech-rise&utm_content=textlink
[21] https://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink
[2] https://www.youtube.com/watch?v=mK1LqUIgnhw&feature=youtu.be

[1] https://sciall.org/for-teachers/
[1] https://docs.google.com/forms/d/e/1FAIpQLSfwejPwvp6Q2Kh13JloK5McLi4wPTGThZMH3NZAYwtVSRMYjA/viewform?usp=send_form
[1] https://www.youtube.com/watch?v=HoEnFi-KTY8&feature=youtu.be

[1] https://www.youtube.com/watch?v=bXLNxjqnr5E&feature=youtu.be

[1] https://www.youtube.com/watch?v=tUcuy-X4VMA&feature=youtu.be

[1] https://www.youtube.com/watch?v=-qXEn5lh340&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[72] twitter.com
[65] co.uk
[64] etsy.com
[46] k12prospects.com
[45] origamiorganelles.com
[26] instagram.com
[25] myscienceboutique.com
[24] youtube.com
[19] org.uk
[18] wardsci.com

Top Domains in Tweet in G1:
[23] twitter.com
[22] instagram.com
[8] co.uk
[7] jobors.com
[6] teacherspayteachers.com
[5] etsy.com
[5] youtube.com
[4] linkedin.com
[4] hatenablog.jp
[4] youngzine.org

Top Domains in Tweet in G3:
[1] gov.au

Top Domains in Tweet in G4:
[25] myscienceboutique.com
[17] etsy.com
[4] twitter.com
[4] absolutelysmashingllc.com
[3] livescience.com
[3] page.link
[3] tiktok.com
[1] pbslearningmedia.org
[1] compoundchem.com
[1] buzzsprout.com

Top Domains in Tweet in G5:
[3] etsy.com
[2] cpr.org

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

Top Domains in Tweet in G7:
[38] etsy.com

Top Domains in Tweet in G8:
[45] origamiorganelles.com
[13] org.uk
[6] edvotek.com
[2] twitter.com
[2] google.com
[2] tes.com
[1] youtu.be
[1] newpathlearning.com
[1] youtube.com
[1] forms.gle

Top Domains in Tweet in G9:
[15] co.uk
[1] google.com
[1] twitter.com

Top Domains in Tweet in G10:
[46] k12prospects.com
[6] youtube.com
[1] sciall.org
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1233] scienceteacher
[388] science
[142] stem
[119] homeschooling
[106] homeschool
[86] scientist
[81] teacher
[80] scienceteaching
[74] scienceactivities
[69] iteachscience



Top Hashtags in Tweet in G1:
[294] scienceteacher
[84] science
[34] teacher
[24] education
[21] stem
[20] teachers
[20] edutwitter
[18] chemistry
[16] scienceiscool
[15] scienceeducation

Top Hashtags in Tweet in G2:
[24] geography
[21] plasticwaste
[3] geographyteacher
[3] volcano
[3] scienceteacher
[2] geology
[1] gis
[1] earthquake
[1] science
[1] plasticfree

Top Hashtags in Tweet in G3:
[67] scientist
[67] innovator
[1] scienceteacher
[1] pmprizes

Top Hashtags in Tweet in G4:
[70] scienceteacher
[46] science
[44] stem
[30] phd
[22] sciencetwitter
[19] sciencestudent
[19] academictwitter
[18] scicom
[16] fashion
[15] scicomm

Top Hashtags in Tweet in G5:
[25] scienceteacher
[17] science
[13] nasa
[9] education
[9] astronauts
[6] space
[6] spaceeducation
[5] countdowntomars
[5] scienceisfun
[5] dreambig

Top Hashtags in Tweet in G6:
[15] scienceteacher
[10] aseconf2021
[7] edutwitter
[5] mathsteacher
[5] englishteacher
[5] foodscience
[4] science
[4] asechat
[4] scienceeducation
[3] stem

Top Hashtags in Tweet in G7:
[38] scienceteacher
[37] science
[29] svg
[29] cartoonscientist
[29] mascot
[10] naturecuts
[10] etsy
[10] confetti
[10] partysupplies
[10] party

Top Hashtags in Tweet in G8:
[67] scienceteacher
[23] biologyteacher
[15] stemteacher
[14] stem
[13] cpd
[12] slp
[10] middleschoolscience
[9] apbiology
[8] alevelbiology
[7] remotelearning

Top Hashtags in Tweet in G9:
[34] scienceteacher
[31] homeschooling
[30] homeschool
[29] s4science
[19] stemeducation
[19] stemathome
[19] stemoutreach
[11] science4schools
[11] stemmoutreach
[11] outreach

Top Hashtags in Tweet in G10:
[53] scienceteacher
[48] science
[27] scratch3
[27] secondary
[27] security
[4] k12
[4] stemeducation
[2] matter
[1] youtube
[1] education

Top Words
Top Words in Tweet in Entire Graph:
[1229] #scienceteacher
[468] science
[389] #science
[179] students
[142] #stem
[123] more
[122] teacher
[119] #homeschooling
[106] #homeschool
[104] help

Top Words in Tweet in G1:
[294] #scienceteacher
[84] #science
[82] science
[34] #teacher
[30] teacher
[25] school
[24] #education
[24] students
[23] more
[21] #stem

Top Words in Tweet in G2:
[72] easygeography
[52] amazing
[52] look
[52] earthquakes
[52] 3d
[52] both
[52] location
[52] representation
[52] depth
[52] something

Top Words in Tweet in G3:
[67] nominations
[67] open
[67] 2021
[67] prime
[67] prizes
[67] science
[67] nominate
[67] #scientist
[67] #innovator
[66] sciencegovau

Top Words in Tweet in G4:
[67] #scienceteacher
[47] #science
[44] #stem
[30] #phd
[23] science
[22] #sciencetwitter
[20] website
[19] #sciencestudent
[19] #academictwitter
[18] #scicom

Top Words in Tweet in G5:
[25] #scienceteacher
[17] #science
[17] jamesfalletti
[14] graders
[13] #nasa
[11] science
[10] 6th
[10] completing
[9] #education
[9] #astronauts

Top Words in Tweet in G6:
[15] science
[15] #scienceteacher
[10] #aseconf2021
[9] check
[7] #edutwitter
[6] tes
[6] website
[6] chilledfood
[5] recruiting
[5] core

Top Words in Tweet in G7:
[58] scientist
[38] etsy
[38] #scienceteacher
[37] #science
[29] svg
[29] mad
[29] #svg
[29] #cartoonscientist
[29] #mascot
[28] beartshirt

Top Words in Tweet in G8:
[67] #scienceteacher
[36] paper
[26] model
[26] science
[23] #biologyteacher
[21] models
[20] help
[18] edvotek
[17] origamicells
[15] teaching

Top Words in Tweet in G9:
[34] #scienceteacher
[31] #homeschooling
[31] bishop_vaughan
[31] cefnhengoed
[31] dylanthomas_sch
[31] pentrehafod
[31] stjosephscomp
[31] maestegschool
[31] ysgolcwmbrombil
[31] swanscience

Top Words in Tweet in G10:
[53] #scienceteacher
[48] #science
[35] k12prospects
[27] #scratch3
[27] #secondary
[27] #security
[25] district
[25] spending
[25] history
[25] predicted

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[116] #science,#scienceteacher
[74] #scienceteaching,#scienceteacher
[71] #homeschooling,#homeschool
[67] nominations,open
[67] open,2021
[67] 2021,prime
[67] prizes,science
[67] science,nominate
[67] nominate,#scientist
[67] #scientist,#innovator

Top Word Pairs in Tweet in G1:
[28] #science,#scienceteacher
[11] science,teacher
[10] #science,#chemistry
[9] #teacher,#teachers
[9] #scienceteacher,#science
[8] #scienceteacher,#mathteacher
[8] apply,#teacherjobs
[7] high,school
[7] #edutwitter,#scienceteacher
[7] science,teachers

Top Word Pairs in Tweet in G2:
[52] amazing,look
[52] look,earthquakes
[52] earthquakes,3d
[52] 3d,both
[52] both,location
[52] location,representation
[52] representation,depth
[52] depth,something
[52] something,little
[52] little,different

Top Word Pairs in Tweet in G3:
[67] nominations,open
[67] open,2021
[67] 2021,prime
[67] prizes,science
[67] science,nominate
[67] nominate,#scientist
[67] #scientist,#innovator
[66] sciencegovau,nominations
[64] prime,ministerâ
[64] ministerâ,prizes

Top Word Pairs in Tweet in G4:
[21] #scienceteacher,#stem
[19] #sciencetwitter,#academictwitter
[18] #sciencestudent,#scienceteacher
[18] #stem,#scicom
[16] #science,#sciencestudent
[15] #academictwitter,#gradschool
[13] website,#science
[10] #phd,#sciencetwitter
[9] #science,#fashion
[9] #myscienceboutique,#sciencetwitter

Top Word Pairs in Tweet in G5:
[9] 6th,graders
[8] graders,completed
[8] completed,rigorous
[8] rigorous,#nasa
[8] #nasa,training
[8] training,session
[8] session,become
[8] become,next
[8] next,generation
[8] generation,#astronauts

Top Word Pairs in Tweet in G6:
[5] recruiting,core
[5] core,subjects
[5] subjects,please
[5] please,check
[5] check,website
[5] website,tes
[5] tes,#scienceteacher
[5] #scienceteacher,#mathsteacher
[5] #mathsteacher,#englishteacher
[4] hayfield_school,recruiting

Top Word Pairs in Tweet in G7:
[29] scientist,svg
[29] svg,mad
[29] mad,scientist
[29] scientist,etsy
[29] etsy,#svg
[29] #svg,#cartoonscientist
[29] #cartoonscientist,#science
[29] #science,#mascot
[29] #mascot,#scienceteacher
[28] beartshirt,scientist

Top Word Pairs in Tweet in G8:
[21] paper,model
[14] paper,models
[9] #biologyteacher,#scienceteacher
[7] #apbiology,#ibbiology
[7] edvotek,edge
[7] science,teachers
[6] #stem,#scienceteacher
[6] #scienceteacher,#middleschoolscience
[6] remote,science
[5] #stemteacher,#biologyteacher

Top Word Pairs in Tweet in G9:
[31] bishop_vaughan,cefnhengoed
[31] cefnhengoed,dylanthomas_sch
[31] dylanthomas_sch,pentrehafod
[31] pentrehafod,stjosephscomp
[31] stjosephscomp,maestegschool
[31] maestegschool,ysgolcwmbrombil
[31] ysgolcwmbrombil,swanscience
[24] swanscience,swanseauni
[22] swanseauni,trioscicymru
[19] #scienceteacher,#stemeducation

Top Word Pairs in Tweet in G10:
[46] #science,#scienceteacher
[27] #scienceteacher,#scratch3
[27] #scratch3,#secondary
[27] #secondary,#security
[25] district,spending
[25] spending,history
[25] history,predicted
[25] predicted,estimates
[25] estimates,2020
[25] 2020,#science

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@easygeography
@sciencegovau
@etsy
@k12prospects
@cefnhengoed
@dylanthomas_sch
@pentrehafod
@stjosephscomp
@maestegschool
@ysgolcwmbrombil

Top Mentioned in G1:
@themrwithers
@doodlebugkry
@om_sir_biology
@flowsscience
@busfieldmr

Top Mentioned in G2:
@easygeography
@nicolaraluk

Top Mentioned in G3:
@sciencegovau

Top Mentioned in G4:
@myscienceboutiq
@drscarlettsmash
@teamhozie
@mindfulconserv1
@ancilleno
@origamicells
@explorelearning
@rubbiology
@huehd
@nicemonkeys

Top Mentioned in G5:
@jamesfalletti
@nasa
@cprbrundin
@afkcreationsnc
@nasajpl
@spacefoundation
@sfdcenter
@lockheedmartin
@iss_casis
@msboland_sd735

Top Mentioned in G6:
@tes
@chilledfood
@teachingstem
@hayfield_school
@educatemag
@nasastem
@makerspaces_com
@t
@rspb_ribble
@stem

Top Mentioned in G7:
@etsy
@beartshirt
@naturecutstags

Top Mentioned in G8:
@origamicells
@edvotek
@slphertsessex
@chatbiology
@clairey_s
@heidihisrich
@nasapersevere
@chatchemistry
@forum4bio
@dailystem

Top Mentioned in G9:
@cefnhengoed
@dylanthomas_sch
@pentrehafod
@stjosephscomp
@maestegschool
@ysgolcwmbrombil
@swanscience
@swanseauni
@swansci4
@trioscicymru

Top Mentioned in G10:
@k12prospects
@youtube
@sciallorg
@mrshaltomenl
@dotdottoys
@biminibabes
@ravenscimaven
@sciencewithtyus
@scienceteachtk
@scienceteach83

Top Tweeters
Top Tweeters in Entire Graph:
@juanmuriangoski
@femtech_
@supersoftknits
@tanyawarren
@zencatpottery
@chrisderrick1
@uncjay1
@studio_ace_
@naturecutstags
@nytimes

Top Tweeters in G1:
@benking01
@gj_education
@atheria
@dspdavey
@inclusionchick
@laughpurgatory
@thedirector_e
@ontsciencectr
@om_sir_biology
@fizzicsed

Top Tweeters in G2:
@juanmuriangoski
@elleallever
@tusharmarghade
@geographile
@xenaclone2
@colinnwalker
@chyren777
@apkhemani
@sharma_maverick
@geogmum

Top Tweeters in G3:
@popasmedia
@womensciaust
@gshang
@dynamicssiam
@bronfredericks
@monsoon0
@ash_r_sharman
@mariamacnamara1
@ambiente_mm
@amanvincent

Top Tweeters in G4:
@femtech_
@hart_engel
@jane__eden
@craken_maccraic
@dnaed_tech
@sassistheword
@jewel_thomas_pb
@scicommbot
@tarafarah7
@stem_ai

Top Tweeters in G5:
@cristob81777882
@education_24x7
@chabis_ch
@lodinjnews
@nasa
@cprnews
@literallysmash
@jenniferyuen1
@ulalaunch
@explorespaceksc

Top Tweeters in G6:
@epuujee
@tes
@shannonmstirone
@educatemag
@leedsbeckett
@sheffielduni
@tj_cooney
@makerspaces_com
@sheffhallamuni
@rspbleightonm

Top Tweeters in G7:
@supersoftknits
@tanyawarren
@zencatpottery
@chrisderrick1
@uncjay1
@studio_ace_
@naturecutstags
@bohemianbound
@mon3yca
@tsubasawing47

Top Tweeters in G8:
@dailystem
@educarepak
@plantletculture
@tawakaltf
@learnpromethean
@heidihisrich
@drsnowflack
@breakerahy
@edvotek
@jwalms93

Top Tweeters in G9:
@huwmjames
@gwenithowen
@swanseauni
@cefnhengoed
@centreofthecell
@pharmhist
@anianegwr
@maryhgagen
@swanscience
@stjosephscps

Top Tweeters in G10:
@markj_ohnson
@jc_james_clark
@k12prospects
@youtube
@sciencewithtyus
@ravenscimaven
@scienceteachtk
@scienceteach24
@txbookiemonster
@nataschaimlay


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