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scienceed_2022-01-14_17-42-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3tqE2M0
@vmcc_scienceed
@intoshms
@this0499154500
@stem_ai
@twinklbeyond
@edtechne
@cinehead
@juliettescience
@nsta
@colbytofelgrehl

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

Description:
Description
The graph represents a network of 646 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 January 2022 at 01:43 UTC.

The requested start date was Saturday, 15 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 105-day, 9-hour, 15-minute period from Friday, 01 October 2021 at 14:29 UTC to Friday, 14 January 2022 at 23:44 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 : 646
Unique Edges : 854
Edges With Duplicates : 894
Total Edges : 1748
Number of Edge Types : 5
Tweet : 149
Retweet : 295
MentionsInRetweet : 406
Mentions : 779
Replies to : 119
Self-Loops : 154
Reciprocated Vertex Pair Ratio : 0.0625610948191593
Reciprocated Edge Ratio : 0.117755289788408
Connected Components : 102
Single-Vertex Connected Components : 37
Maximum Vertices in a Connected Component : 333
Maximum Edges in a Connected Component : 1208
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.541389
Graph Density : 0.00260877912976696
Modularity : 0.47408
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 646 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 January 2022 at 01:43 UTC.

The requested start date was Saturday, 15 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 105-day, 9-hour, 15-minute period from Friday, 01 October 2021 at 14:29 UTC to Friday, 14 January 2022 at 23:44 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://www.viewbug.com/photo/3290514
[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
[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
[1] https://reellifescience.com/

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://www.montana.edu/msse/course-catalog/spring-2022.htm
[1] https://www.nextgenscience.org/three-dimensions
[1] http://www.nsta.org/ostb22
[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/

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://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 G8:
[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:
[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 URLs in Tweet in G10:
[1] https://my.nsta.org/event/book-beat-live-uncovering-student-ideas-with-formative-assessment-probes-decemb

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

Top Domains in Tweet in G1:
[11] 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
[1] reellifescience.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] montana.edu
[4] celebratepicturebooks.com
[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:
[6] twitter.com
[1] seths.blog

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

Top Domains in Tweet in G9:
[3] tcea.org
[2] concord.org
[1] ow.ly
[1] ngsnavigators.com

Top Domains in Tweet in G10:
[1] nsta.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[234] scienceed
[66] stem
[43] science
[31] blackhistorymonth
[22] scichat
[19] ngss
[19] scienceteacher
[17] edchat
[14] education
[14] stemed



Top Hashtags in Tweet in G1:
[6] photography
[6] science
[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

Top Hashtags in Tweet in G3:
[45] scienceed
[15] science
[9] scienceteacher
[9] scichat
[8] stem
[7] technology
[6] physics
[5] apps
[5] edapps
[5] sciencenewsdaily

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:
[22] scienceed
[11] ngss
[6] principals
[5] education
[5] prideandexcellence
[5] scienceteacher
[5] teacher
[4] stem
[4] leveluprebelup
[3] openscied

Top Hashtags in Tweet in G7:
[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 G9:
[8] scienceed
[7] scied
[5] stem
[5] science
[4] ngss
[3] stemed
[3] scichat
[3] edchat
[3] edtech
[3] k12

Top Hashtags in Tweet in G10:
[1] nsta
[1] scienceed
[1] ngss

Top Words
Top Words in Tweet in Entire Graph:
[234] #scienceed
[214] science
[123] edtechne
[114] vmcc_scienceed
[112] students
[99] dankoretz
[99] hgse
[92] ml_mcn
[66] #stem
[57] more

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

Top Words in Tweet in G2:
[101] edtechne
[100] vmcc_scienceed
[93] dankoretz
[93] hgse
[82] ml_mcn
[38] congratulations
[31] dr
[27] thanks
[26] michael
[23] achievement

Top Words in Tweet in G3:
[45] #scienceed
[15] #science
[12] science
[9] #scienceteacher
[9] #scichat
[8] #stem
[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:
[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 G8:
[5] louis_scienceed
[3] skolinkvisition
[3] asaplsnr
[3] tstarkey1212
[3] thereadingape
[3] emma_turner75
[3] ed
[2] det
[2] tack
[2] please

Top Words in Tweet in G9:
[16] scientific
[10] students
[8] #scienceed
[8] thinking
[8] essential
[8] people
[8] navigating
[8] world
[8] pursuing
[7] blog

Top Words in Tweet in G10:
[13] free
[13] nsta
[13] web
[13] seminar
[13] fa
[13] probes
[13] uncover
[13] preconceptions
[13] experiences
[13] students

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] recommendations,scientist
[4] scientist,facilitators
[4] galway,took
[4] dr,rory
[4] ml_mcn,vmcc_scienceed

Top Word Pairs in Tweet in G2:
[93] dankoretz,hgse
[91] vmcc_scienceed,dankoretz
[86] hgse,edtechne
[69] ml_mcn,vmcc_scienceed
[25] edtechne,congratulations
[18] edtechne,thanks
[18] well,done
[16] 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:
[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 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:
[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 Word Pairs in Tweet in G10:
[13] free,nsta
[13] nsta,web
[13] web,seminar
[13] seminar,fa
[13] fa,probes
[13] probes,uncover
[13] uncover,preconceptions
[13] preconceptions,experiences
[13] experiences,students
[13] students,bring

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

Top Replied-To in G1:
@vmcc_scienceed
@ml_mcn
@edtechne
@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:
@noaa_esrl

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

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

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

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
@schaubwrites
@sara_d_nelson
@nsta
@jgvanides
@nselascience

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:
@natgeoeducation
@cinehead
@thisissethsblog
@lisapjackson
@seccardona
@willcottjulie
@jdeinhammer
@llacrosse
@alaska_toy2018
@mr_amidon

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

Top Mentioned in G9:
@nasem_dbasse
@juliettescience
@concorddotorg
@karlacalbear
@dlcoachsandy
@ngsnavigators

Top Mentioned in G10:
@ctskeeley

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

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

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

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

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:
@andrefarfan10
@ncse
@llacrosse
@cinehead
@nysmtp
@natgeoeducation
@willcottjulie
@jdeinhammer
@noaaeducation
@thisissethsblog

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

Top Tweeters in G9:
@superteamup
@markj_ohnson
@jc_james_clark
@mguhlin
@garym
@praxismedhat
@dlcoachsandy
@jillfnugent
@daleyscience
@karlacalbear

Top Tweeters in G10:
@imsouthern
@sciencecat222
@lex1science
@peggyashbrook
@aimeehollander
@sephalithakkar
@mrsenright
@ctskeeley
@mpollarded
@mcs_k12science