scienceed, Twitter, 1/22/2022 2:51:57 AM, 270462


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scienceed_2022-01-21_17-42-00.xlsx
scienceed_2022-01-21_17-42-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 22, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3nPwfns
@vmcc_scienceed
@intoshms
@this0499154500
@stem_ai
@twinklbeyond
@edtechne
@cinehead
@juliettescience
@ml_mcn
@nsta

Top hashtags:
#scienceed
#stem
#science
#blackhistorymonth
#scichat
#stemeducation
#ngss
#scienceteacher

Description:
Description
The graph represents a network of 684 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, 22 January 2022 at 01:43 UTC.

The requested start date was Saturday, 22 January 2022 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 112-day, 8-hour, 44-minute period from Friday, 01 October 2021 at 14:29 UTC to Friday, 21 January 2022 at 23:13 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 : 684
Unique Edges : 887
Edges With Duplicates : 944
Total Edges : 1831
Number of Edge Types : 5
Retweet : 313
MentionsInRetweet : 434
Tweet : 160
Mentions : 804
Replies to : 120
Self-Loops : 165
Reciprocated Vertex Pair Ratio : 0.0622054665409991
Reciprocated Edge Ratio : 0.117125110913931
Connected Components : 111
Single-Vertex Connected Components : 42
Maximum Vertices in a Connected Component : 347
Maximum Edges in a Connected Component : 1246
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.521189
Graph Density : 0.00241238772871662
Modularity : 0.474902
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 684 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, 22 January 2022 at 01:43 UTC.

The requested start date was Saturday, 22 January 2022 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 112-day, 8-hour, 44-minute period from Friday, 01 October 2021 at 14:29 UTC to Friday, 21 January 2022 at 23:13 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:
[11] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[8] https://www.agu.org/Fall-Meeting/Pages/Register-Housing
[6] http://stemteachingtools.org/pd/playlist-principals
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[4] https://www.viewbug.com/photo/2780932
[4] https://www.twinkl.co.uk/resource/inspirational-black-scientists-fact-files-t-sc-1632315053
[4] https://www.braintasticscience.com/post/how-to-start-a-science-club
[4] https://www.bbc.com/mediacentre/2021/the-earthshot-prize-repairing-our-planet
[3] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[3] https://www.montana.edu/msse/course-catalog/index.html#PSPP547

Top URLs in Tweet in G1:
[4] https://www.viewbug.com/photo/2780932
[2] https://drive.google.com/file/d/1G4i0GBPqZvSdgmfJ7PS0d5MzHSQ-y3ei/view?usp=sharing
[2] https://enlight-eu.org/index.php/university-about-us/news-events/479-tl21enlight-is-fully-booked-join-our-live-stream-on-18-november
[2] https://www.theguardian.com/world/2021/dec/31/thats-a-wrap-french-plastic-packaging-ban-for-fruit-and-veg-begins
[2] https://www.viewbug.com/photo/3290514
[1] https://twitter.com/drsaragartland/status/1456202868592189444
[1] https://twitter.com/ml_mcn/status/1458837571967016963
[1] https://www.ecoed4all.com/
[1] https://www.dropbox.com/s/udz9v38muzubfq9/EcoEd4All%20Times%20Issue%203%20September%202021.pdf?dl=0
[1] https://twitter.com/edtechne/status/1458823670340673544

Top URLs in Tweet in G2:
[1] https://twitter.com/fordofthekings/status/1471140923019042820
[1] https://twitter.com/SeanCrosson/status/1458146891762438155
[1] https://twitter.com/Editor_IES/status/1416314293432295431
[1] https://twitter.com/pdstie/status/1463085022974521345

Top URLs in Tweet in G3:
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[1] https://news.nmsu.edu/2021/10/nmsu-soar-center-provides-valuable-student-research-experience-community-outreach.html
[1] https://twitter.com/ChrisEngledowl/status/1441791935484596228
[1] https://www.ber.org/CZZsocial
[1] https://twitter.com/bureauofed/status/1447947316938227718
[1] https://ila.onlinelibrary.wiley.com/doi/full/10.1002/trtr.1998
[1] https://www.cbc.ca/radio/sunday/the-sunday-magazine-for-october-17-2021-1.6212978/misconceptions-about-science-fuel-pandemic-debates-and-controversies-says-neil-degrasse-tyson-1.6211345?__vfz=medium%3Dsharebar
[1] https://link.springer.com/epdf/10.1186/s40561-021-00169-4?sharing_token=9990MbsHdpt869-xxR-Pcm_BpE1tBhCbnbw3BuzI2RPHOmfzg6lCNLUaDONYSy8M9E5wPlDhd9_3_FosqWJcqM5VSitTwsHwu3iKny4abSC6TLPtzL41Ak7Y_o8feNa-47E7rTpU-XQZlwnQ03yCA2CYsM7Ojq-7tF7cK3l5DTQ%3D
[1] https://www.climateinteractive.org/tools/en-roads/
[1] https://www.frontiersin.org/articles/10.3389/feduc.2019.00038/full

Top URLs in Tweet in G4:
[11] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[3] https://www.montana.edu/msse/course-catalog/index.html#PSPP547
[3] https://education.uconn.edu/doctoral/
[1] https://celebratepicturebooks.com/2018/12/11/december-11-international-mountain-day-2/
[1] https://celebratepicturebooks.com/2020/07/03/july-3-international-drop-a-rock-day/
[1] https://celebratepicturebooks.com/2020/05/18/may-18-international-museum-day-4/
[1] https://celebratepicturebooks.com/2019/01/07/january-7-old-rock-day/
[1] https://www.montana.edu/msse/course-catalog/spring-2022.htm
[1] https://www.nextgenscience.org/three-dimensions
[1] http://www.nsta.org/ostb22

Top URLs in Tweet in G5:
[4] https://www.twinkl.co.uk/resource/inspirational-black-scientists-fact-files-t-sc-1632315053
[4] https://www.bbc.com/mediacentre/2021/the-earthshot-prize-repairing-our-planet
[2] https://twitter.com/IntoshMs/status/1447164966839197698
[1] https://www.twinkl.co.uk/blog/more-black-teachers-needed-in-stem
[1] https://twitter.com/IntoshMs/status/1444615430522478597
[1] https://twitter.com/isaacmoore7/status/1453339717458616326

Top URLs in Tweet in G6:
[6] http://stemteachingtools.org/pd/playlist-principals
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=478beb48-aff5-48e0-a469-2d56126126ad&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=c642a590-abfc-4cc5-be5b-59aa96b20770&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=defd9041-8659-4264-b9e4-b824615f8df1&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=1b49c3a5-b225-4943-94c8-44518eba5c0f&utm_campaign=hootsuite
[1] https://www.nap.edu/resource/other/dbasse/cta-science-education/?utm_source=twitter&utm_medium=social&utm_term=thenasem&utm_content=74131f87-8c79-41ff-8de5-6ad8c9d4eb55&utm_campaign=hootsuite
[1] https://twitter.com/theNASEM/status/1414994327080669195

Top URLs in Tweet in G7:
[1] https://tinyurl.com/yafat84u
[1] https://twitter.com/edtechne/status/1460992379243175944

Top URLs in Tweet in G8:
[1] https://www.pnas.org/content/116/39/19251
[1] https://www.science.org/doi/10.1126/science.abj9957?cookieSet=1
[1] https://twitter.com/sara_hjelm/status/1475020748377014277

Top URLs in Tweet in G9:
[1] https://twitter.com/JenWilliamsEdu/status/1455205000628559874
[1] https://twitter.com/mrmarcusajames/status/1445556914507718656
[1] https://twitter.com/cinehead/status/1453174609470230528
[1] https://twitter.com/brainpicker/status/1457377557708513284
[1] https://twitter.com/bk3dsci/status/1461522602724372482
[1] https://seths.blog/2021/10/tools-for-modern-citizens/
[1] https://twitter.com/NGSSchat/status/1471582997333917697

Top URLs in Tweet in G10:
[3] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[2] https://concord.org/blog/for-equity-and-justice-start-where-students-are-and-help-them-find-answers/
[1] http://ow.ly/e7TL50FINxz?utm_source=twitter&utm_medium=social&utm_term=nasem_dbasse&utm_content=3b707261-9f07-476d-a611-b5479c40ae44&utm_campaign=hootsuite
[1] https://www.ngsnavigators.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[46] twitter.com
[11] dyslexiakit.net
[10] co.uk
[8] agu.org
[8] braintasticscience.com
[6] viewbug.com
[6] stemteachingtools.org
[5] donorschoose.org
[5] nap.edu
[4] google.com

Top Domains in Tweet in G1:
[12] twitter.com
[6] viewbug.com
[3] google.com
[2] enlight-eu.org
[2] theguardian.com
[2] corehr.com
[2] nuigalway.ie
[1] ecoed4all.com
[1] dropbox.com
[1] imta.ie

Top Domains in Tweet in G2:
[4] twitter.com

Top Domains in Tweet in G3:
[5] donorschoose.org
[3] twitter.com
[2] zoom.us
[1] nmsu.edu
[1] ber.org
[1] wiley.com
[1] cbc.ca
[1] springer.com
[1] climateinteractive.org
[1] frontiersin.org

Top Domains in Tweet in G4:
[11] dyslexiakit.net
[4] celebratepicturebooks.com
[4] montana.edu
[3] uconn.edu
[1] nextgenscience.org
[1] nsta.org

Top Domains in Tweet in G5:
[5] co.uk
[4] twitter.com
[4] bbc.com

Top Domains in Tweet in G6:
[6] stemteachingtools.org
[5] nap.edu
[1] twitter.com

Top Domains in Tweet in G7:
[1] tinyurl.com
[1] twitter.com

Top Domains in Tweet in G8:
[1] pnas.org
[1] science.org
[1] twitter.com

Top Domains in Tweet in G9:
[6] twitter.com
[1] seths.blog

Top Domains in Tweet in G10:
[3] tcea.org
[2] concord.org
[1] ow.ly
[1] ngsnavigators.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[251] scienceed
[77] stem
[47] science
[31] blackhistorymonth
[22] scichat
[20] stemeducation
[19] ngss
[19] scienceteacher
[18] edchat
[16] education



Top Hashtags in Tweet in G1:
[6] science
[6] photography
[3] stem
[2] marchformaternity
[2] bettermaternitycare
[2] youreupnext
[2] tl21enlight
[2] diversity
[2] tedxgalway
[2] maighcuilinnabú

Top Hashtags in Tweet in G2:
[1] lcnc
[1] educationresearch
[1] edchatie
[1] teacherresearch
[1] designingfutures
[1] udlbadge
[1] udl
[1] mlkday

Top Hashtags in Tweet in G3:
[49] scienceed
[17] science
[9] stem
[9] scienceteacher
[9] scichat
[7] technology
[6] physics
[5] edchat
[5] apps
[5] edapps

Top Hashtags in Tweet in G4:
[30] scienceed
[26] stem
[11] dyslexia
[11] homeschool
[11] homeed
[11] family
[11] neurodiversity
[5] nationalstemday
[5] pb
[5] kidlit

Top Hashtags in Tweet in G5:
[30] blackhistorymonth
[24] scienceed
[5] stem
[5] ect
[5] pgce
[4] cogscisci
[4] sdgs
[4] biodiversity
[3] teachingandlearning
[1] diversity

Top Hashtags in Tweet in G6:
[23] scienceed
[11] ngss
[6] prideandexcellence
[6] principals
[5] education
[5] teacher
[5] scienceteacher
[4] stem
[4] leveluprebelup
[3] juniorhigh

Top Hashtags in Tweet in G7:
[1] laicon2021

Top Hashtags in Tweet in G8:
[1] aberpgcthe

Top Hashtags in Tweet in G9:
[10] scienceed
[3] edchat
[3] appleeduchat
[3] stem
[3] science
[2] maths
[2] ela
[2] phenomenon
[2] ozone
[2] soclose

Top Hashtags in Tweet in G10:
[8] scienceed
[7] scied
[5] stem
[5] science
[4] ngss
[3] stemed
[3] scichat
[3] edchat
[3] edtech
[3] k12

Top Words
Top Words in Tweet in Entire Graph:
[251] #scienceed
[217] science
[124] edtechne
[116] students
[115] vmcc_scienceed
[100] hgse
[99] dankoretz
[93] ml_mcn
[77] #stem
[59] more

Top Words in Tweet in G1:
[18] edtechne
[17] galway
[16] work
[15] nuigalway
[15] dr
[14] great
[13] vmcc_scienceed
[12] thanks
[10] coppernuigalway
[10] teachers

Top Words in Tweet in G2:
[100] edtechne
[99] vmcc_scienceed
[92] dankoretz
[92] hgse
[81] ml_mcn
[37] congratulations
[32] dr
[28] thanks
[25] michael
[23] achievement

Top Words in Tweet in G3:
[49] #scienceed
[17] #science
[15] science
[9] #stem
[9] #scienceteacher
[9] #scichat
[7] good
[7] #technology
[6] world
[6] #physics

Top Words in Tweet in G4:
[57] science
[30] #scienceed
[30] students
[26] #stem
[18] exciting
[18] hands
[18] outdoors
[18] videos
[18] thrown
[18] homeschool

Top Words in Tweet in G5:
[30] intoshms
[30] #blackhistorymonth
[25] extending
[25] beyond
[25] curriculum
[25] 'scientist
[25] week'
[24] #scienceed
[17] starting
[15] looking

Top Words in Tweet in G6:
[40] science
[24] scientific
[24] thinking
[24] essential
[24] students
[24] those
[24] pursuing
[24] careers
[24] report
[24] recommends

Top Words in Tweet in G7:
[6] edtechne
[3] vmcc_scienceed
[2] education
[2] gerryleadership
[2] nuigalway
[2] ml_mcn
[2] dankoretz
[2] hgse
[2] always
[2] pleasure

Top Words in Tweet in G8:
[6] louis_scienceed
[3] skolinkvisition
[3] asaplsnr
[3] tstarkey1212
[3] thereadingape
[3] emma_turner75
[3] ed
[2] one
[2] det
[2] tack

Top Words in Tweet in G9:
[10] #scienceed
[5] time
[4] find
[3] #edchat
[3] #appleeduchat
[3] let's
[3] creativity
[3] #stem
[3] teach
[3] #science

Top Words in Tweet in G10:
[16] scientific
[10] students
[8] #scienceed
[8] thinking
[8] essential
[8] people
[8] navigating
[8] world
[8] pursuing
[7] blog

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[99] dankoretz,hgse
[96] vmcc_scienceed,dankoretz
[89] hgse,edtechne
[74] ml_mcn,vmcc_scienceed
[32] scientific,thinking
[32] thinking,essential
[27] essential,students
[25] edtechne,congratulations
[25] science,careers
[25] extending,beyond

Top Word Pairs in Tweet in G1:
[6] received,peer
[6] peer,recognition
[6] recognition,viewbug
[6] viewbug,#photography
[5] dankoretz,hgse
[4] working,coppernuigalway
[4] recommendations,scientist
[4] scientist,facilitators
[4] well,deserved
[4] galway,took

Top Word Pairs in Tweet in G2:
[92] dankoretz,hgse
[90] vmcc_scienceed,dankoretz
[85] hgse,edtechne
[68] ml_mcn,vmcc_scienceed
[24] edtechne,congratulations
[18] edtechne,thanks
[18] well,done
[15] congratulations,michael
[10] congratulations,dr
[8] edtechne,congrats

Top Word Pairs in Tweet in G3:
[7] #scienceed,#scichat
[6] #scichat,#science
[6] #science,#physics
[6] #physics,#scienceteacher
[6] #scienceteacher,#technology
[5] noblest,question
[5] question,world
[5] world,good
[5] good,#apps
[5] #apps,#edapps

Top Word Pairs in Tweet in G4:
[18] videos,thrown
[18] thrown,homeschool
[14] homeschool,science
[14] science,students
[12] hands,outdoors
[12] outdoors,both
[12] both,videos
[11] students,dyslexia
[11] dyslexia,#dyslexia
[11] #dyslexia,#stem

Top Word Pairs in Tweet in G5:
[25] extending,beyond
[25] beyond,curriculum
[25] curriculum,#blackhistorymonth
[25] #blackhistorymonth,'scientist
[25] 'scientist,week'
[15] looking,forward
[15] forward,extending
[15] week',starting
[14] intoshms,looking
[10] week',week

Top Word Pairs in Tweet in G6:
[24] scientific,thinking
[24] thinking,essential
[24] essential,students
[24] students,those
[24] those,pursuing
[24] pursuing,science
[24] science,careers
[24] careers,report
[24] report,recommends
[24] recommends,actions

Top Word Pairs in Tweet in G7:
[2] ml_mcn,vmcc_scienceed
[2] vmcc_scienceed,dankoretz
[2] dankoretz,hgse
[2] hgse,edtechne
[2] enjoy,celebrations

Top Word Pairs in Tweet in G8:
[3] skolinkvisition,asaplsnr
[3] asaplsnr,tstarkey1212
[3] tstarkey1212,thereadingape
[3] thereadingape,emma_turner75
[2] emma_turner75,louis_scienceed
[2] please,spread
[2] spread,below
[2] below,find
[2] find,time
[2] time,give

Top Word Pairs in Tweet in G9:
[3] #scienceed,#stem
[3] time,#science
[2] #maths,#scienceed
[2] a5,#appleeduchat
[2] #appleeduchat,let's
[2] let's,forget
[2] forget,creativity
[2] creativity,mindset
[2] mindset,tool
[2] tool,specific

Top Word Pairs in Tweet in G10:
[8] scientific,thinking
[8] thinking,essential
[8] essential,people
[8] people,navigating
[8] navigating,world
[8] world,students
[8] students,pursuing
[8] pursuing,scientific
[7] nasem_dbasse,scientific
[5] honored,interviewed

Top Replied-To
Top Replied-To in Entire Graph:
@ml_mcn
@edtechne
@vmcc_scienceed
@eoinneylon
@tedxgalway
@enlight_eu
@alyssabofep
@noaa_esrl
@joshua_r_eyler
@marcuslithander

Top Replied-To in G1:
@vmcc_scienceed
@edtechne
@ml_mcn
@eoinneylon
@jtgalway
@tedxgalway
@enlight_eu
@physicsnuig

Top Replied-To in G2:
@ml_mcn
@edtechne
@msmacdonnacha
@thegalwegian
@vmcc_scienceed
@artnaughton
@_conorgalvin
@hannaghmc
@johnmeegan1
@anthonykilcoyne

Top Replied-To in G5:
@intoshms

Top Replied-To in G7:
@ml_mcn
@startschools

Top Replied-To in G8:
@joshua_r_eyler
@marcuslithander
@sara_hjelm

Top Replied-To in G9:
@noaa_esrl

Top Mentioned
Top Mentioned in Entire Graph:
@edtechne
@vmcc_scienceed
@hgse
@dankoretz
@intoshms
@nuigalway
@ml_mcn
@thenasem
@researchatnuig
@whittlescience

Top Mentioned in G1:
@nuigalway
@edtechne
@vmcc_scienceed
@coppernuigalway
@ml_mcn
@researchatnuig
@hgse
@ultrajessamyn
@viewbug
@zhangchaosheng

Top Mentioned in G2:
@vmcc_scienceed
@edtechne
@dankoretz
@hgse
@ml_mcn
@researchatnuig
@corneliathinks
@vmcc_
@esai_irl
@editor_ies

Top Mentioned in G3:

Top Mentioned in G4:
@uconnneag
@colbytofelgrehl
@grahamyvonna
@charlesbridge
@celebratepicbks
@schaubwrites
@sara_d_nelson
@nsta
@jgvanides

Top Mentioned in G5:
@intoshms
@twinklbeyond
@diverseed2020
@chatbiology
@ybtn_uk
@bameednetwork
@missfolorunsho
@roysocchem
@thisschoolcan17
@chatchemistry

Top Mentioned in G6:
@thenasem
@whittlescience
@openscied
@stemteachtools

Top Mentioned in G7:
@edtechne
@vmcc_scienceed
@gerryleadership
@nuigalway
@dankoretz
@hgse
@heaaccess
@galwaygivintree
@nuigcareers

Top Mentioned in G8:
@louis_scienceed
@skolinkvisition
@asaplsnr
@tstarkey1212
@thereadingape
@emma_turner75
@roberttalbert
@ubcphas
@sara_hjelm
@nesrayannier

Top Mentioned in G9:
@natgeoeducation
@cinehead
@thisissethsblog
@lisapjackson
@seccardona
@willcottjulie
@jdeinhammer
@llacrosse
@alaska_toy2018
@mr_amidon

Top Mentioned in G10:
@nasem_dbasse
@juliettescience
@concorddotorg
@karlacalbear
@dlcoachsandy
@ngsnavigators

Top Tweeters
Top Tweeters in Entire Graph:
@irishtimes
@the404code
@thethegrinch7
@eco1start
@jane__eden
@teach_n_travel
@positiveimagep
@lennyllm
@peebsy0
@skolinkvisition

Top Tweeters in G1:
@irishtimes
@tg4tv
@hotpress
@nuigsu
@tcddublin
@eoinneylon
@univgroningen
@britishcouncil
@gm
@scienceirel

Top Tweeters in G2:
@pamelaaobrien
@microsoftedu
@magsamond
@_conorgalvin
@donenda
@primedteacher
@bpsnuigalway
@stanford
@katzb21
@denistreacy

Top Tweeters in G3:
@schooldepotcouk
@lovekarenx
@idarknight
@science_academy
@jgates513
@botanyrules
@tadousay
@techsavvysci
@bradleymkremer
@rellatink

Top Tweeters in G4:
@stem_ai
@robandart
@markwarschauer
@nsta
@dtcampbe
@grahamyvonna
@brownellcassie
@kree_free
@charlesbridge
@rickettsdeirdre

Top Tweeters in G5:
@the404code
@thethegrinch7
@positiveimagep
@ecology_tweets
@sdgsbot
@roysocmed
@shaakbhaji
@roysocchem
@miss_khan868
@iramtahir12

Top Tweeters in G6:
@lennyllm
@beartrust
@xeno_lith
@mjyank13
@krsciencelady
@lilylopears
@thenasem
@baconred
@galipulsoy
@sciencecook

Top Tweeters in G7:
@euerasmusplus
@rachelmewes1982
@nuigcareers
@lindabiesty
@scoilnetprimary
@hea_irl
@claire_whyte_
@literacyirl
@thegalwegian
@nuigaccess

Top Tweeters in G8:
@skolinkvisition
@tstarkey1212
@asaplsnr
@sara_hjelm
@joshua_r_eyler
@olicav
@roberttalbert
@emma_turner75
@polarisdotca
@ubcphas

Top Tweeters in G9:
@andrefarfan10
@ncse
@llacrosse
@cinehead
@nysmtp
@natgeoeducation
@willcottjulie
@jdeinhammer
@noaaeducation
@thisissethsblog

Top Tweeters in G10:
@superteamup
@markj_ohnson
@jc_james_clark
@mguhlin
@garym
@praxismedhat
@dlcoachsandy
@jillfnugent
@daleyscience
@karlacalbear


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