scienceed, Twitter, 2/5/2022 1:54:51 AM, 271366


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scienceed_2022-02-04_17-42-00.xlsx
scienceed_2022-02-04_17-42-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 05, 2022
Short Description:
scienceed via NodeXL https://bit.ly/3rtE44v
@intoshms
@vmcc_scienceed
@this0499154500
@stem_ai
@twinklbeyond
@juliettescience
@praxismedhat
@stemteachtools
@edtechne
@thenasem

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

Description:
Description
The graph represents a network of 739 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, 05 February 2022 at 01:44 UTC.

The requested start date was Saturday, 05 February 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 125-day, 6-hour, 6-minute period from Friday, 01 October 2021 at 14:29 UTC to Thursday, 03 February 2022 at 20:35 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 : 739
Unique Edges : 941
Edges With Duplicates : 1108
Total Edges : 2049
Number of Edge Types : 5
Retweet : 373
MentionsInRetweet : 521
Replies to : 123
Mentions : 854
Tweet : 178
Self-Loops : 183
Reciprocated Vertex Pair Ratio : 0.0689956331877729
Reciprocated Edge Ratio : 0.129084967320261
Connected Components : 115
Single-Vertex Connected Components : 43
Maximum Vertices in a Connected Component : 411
Maximum Edges in a Connected Component : 1516
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.556943
Graph Density : 0.0022442984916994
Modularity : 0.474156
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 739 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, 05 February 2022 at 01:44 UTC.

The requested start date was Saturday, 05 February 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 125-day, 6-hour, 6-minute period from Friday, 01 October 2021 at 14:29 UTC to Thursday, 03 February 2022 at 20:35 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:
[13] http://stemteachingtools.org/sp/climate-learning
[13] 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/brief/32
[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

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://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
[2] http://inhc.weebly.com
[2] https://twitter.com/corneliathinks/status/1488079795326009347
[2] https://twitter.com/liveit_proj/status/1485592061986455555
[1] https://twitter.com/drsaragartland/status/1456202868592189444
[1] https://twitter.com/ml_mcn/status/1458837571967016963
[1] https://enlight-eu.org/index.php/university-about-us/news-events/479-tl21enlight-is-fully-booked-join-our-live-stream-on-18-november

Top URLs in Tweet in G2:
[2] https://www.dcu.ie/courses/postgraduate/school-physical-sciences/professional-diploma-teaching-physics
[1] https://bit.ly/3xOlfKU
[1] https://www.youtube.com/watch?v=O7J5nOvUYO4&feature=youtu.be

[1] https://my.corehr.com/pls/ulrecruit/erq_search_package.search_form?p_company=1&p_internal_external=E?/#
[1] https://my.corehr.com/pls/ulrecruit/erq_search_package.search_form?p_company=1&p_internal_external=E?/
[1] https://twitter.com/SOPHiaPhysics/status/1485556790054035456
[1] https://twitter.com/adamwteach/status/1458518853764493321
[1] https://www.pdst.ie/primary/stem/stem/stem-smaointe
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266715
[1] https://twitter.com/draziraphale/status/1476909692618252311

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:
[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 G5:
[2] 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
[2] 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://twitter.com/theNASEM/status/1414994327080669195

Top URLs in Tweet in G6:
[13] http://stemteachingtools.org/sp/climate-learning
[6] http://stemteachingtools.org/pd/playlist-principals
[5] http://stemteachingtools.org/brief/32
[3] https://education.uconn.edu/doctoral/
[1] https://jrsmte.com/index.php/jrmste/issue/view/14

Top URLs in Tweet in G7:
[13] http://www.dyslexiakit.net/homeschool-science-for-a-student-with-dyslexia/
[3] https://www.montana.edu/msse/course-catalog/index.html#PSPP547
[1] https://www.nsta.org/best-stem-books-2021?mc_cid=be0f86675c&mc_eid=25faea1eba
[1] https://twitter.com/NZScienceLearn/status/1485752775321559044
[1] http://www.nsta.org/ostb22
[1] https://www.montana.edu/msse/course-catalog/spring-2022.htm
[1] https://www.nextgenscience.org/three-dimensions
[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/

Top URLs in Tweet in G8:
[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 G9:
[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 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://stemteachingtools.org/brief/32
[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:
[53] twitter.com
[25] stemteachingtools.org
[13] dyslexiakit.net
[10] co.uk
[8] agu.org
[8] braintasticscience.com
[7] nap.edu
[6] viewbug.com
[5] zoom.us
[5] donorschoose.org

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

Top Domains in Tweet in G2:
[3] twitter.com
[2] corehr.com
[2] dcu.ie
[1] bit.ly
[1] youtube.com
[1] pdst.ie
[1] nodexlgraphgallery.org
[1] hotpress.com

Top Domains in Tweet in G3:
[5] donorschoose.org
[4] 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:
[5] co.uk
[4] twitter.com
[4] bbc.com

Top Domains in Tweet in G5:
[7] nap.edu
[1] twitter.com

Top Domains in Tweet in G6:
[24] stemteachingtools.org
[3] uconn.edu
[1] jrsmte.com

Top Domains in Tweet in G7:
[13] dyslexiakit.net
[4] montana.edu
[4] celebratepicturebooks.com
[2] nsta.org
[1] twitter.com
[1] nextgenscience.org

Top Domains in Tweet in G8:
[6] twitter.com
[1] seths.blog

Top Domains in Tweet in G9:
[1] pnas.org
[1] science.org
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[283] scienceed
[85] stem
[50] science
[31] blackhistorymonth
[22] stemeducation
[22] scichat
[20] ngss
[19] edchat
[19] scienceteacher
[18] education



Top Hashtags in Tweet in G1:
[6] photography
[4] webaccessibility
[3] science
[3] peoplewithcognitivedisabilities
[3] hackathons
[3] hackathon
[3] educationresearch
[2] designingfutures
[2] udlbadge
[2] marchformaternity

Top Hashtags in Tweet in G2:
[4] scienceed
[2] science
[2] chemed
[1] maighcuilinnabú
[1] tedxgalway
[1] galwayinspires
[1] ideasworthspreading
[1] diversity
[1] epe
[1] communityengagement

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

Top Hashtags in Tweet in G4:
[30] blackhistorymonth
[25] scienceed
[6] ect
[6] pgce
[5] stem
[4] cogscisci
[4] sdgs
[4] biodiversity
[3] teachingandlearning
[1] diversity

Top Hashtags in Tweet in G5:
[22] scienceed
[9] prideandexcellence
[7] education
[6] stem
[6] phearce
[6] ngss
[6] teacher
[5] scienceteacher
[5] juniorhigh
[4] middleschool

Top Hashtags in Tweet in G6:
[17] scienceed
[13] climatelearning
[6] principals
[6] ngss
[5] scied
[3] schoolpsych
[3] highered
[3] racialjustice
[3] beaneagphd
[1] climateed

Top Hashtags in Tweet in G7:
[30] scienceed
[29] stem
[13] dyslexia
[13] homeschool
[13] homeed
[13] family
[13] neurodiversity
[5] nationalstemday
[5] pb
[5] kidlit

Top Hashtags in Tweet in G8:
[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:
[1] aberpgcthe

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

Top Words
Top Words in Tweet in Entire Graph:
[283] #scienceed
[239] science
[141] edtechne
[130] students
[120] vmcc_scienceed
[100] hgse
[99] dankoretz
[93] ml_mcn
[85] #stem
[70] more

Top Words in Tweet in G1:
[132] edtechne
[112] vmcc_scienceed
[98] hgse
[97] dankoretz
[90] ml_mcn
[45] congratulations
[45] dr
[39] thanks
[31] research
[28] michael

Top Words in Tweet in G2:
[9] nuigalway
[7] great
[6] vmcc_scienceed
[5] drjohnodonoghue
[4] scienceirel
[4] #scienceed
[4] irishsciteach
[3] colleagues
[3] researchatnuig
[3] scoilnetprimary

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

Top Words in Tweet in G4:
[30] intoshms
[30] #blackhistorymonth
[25] #scienceed
[25] extending
[25] beyond
[25] curriculum
[25] 'scientist
[25] week'
[17] starting
[15] looking

Top Words in Tweet in G5:
[47] science
[29] scientific
[29] thinking
[29] essential
[29] students
[29] those
[29] pursuing
[29] careers
[29] report
[29] recommends

Top Words in Tweet in G6:
[21] stemteachtools
[17] #scienceed
[16] education
[13] climate
[13] learning
[13] tools
[13] one
[13] place
[13] check
[13] #climatelearning

Top Words in Tweet in G7:
[54] science
[30] #scienceed
[29] #stem
[26] students
[21] hands
[21] outdoors
[21] videos
[21] thrown
[20] homeschool
[18] exciting

Top Words in Tweet in G8:
[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 G9:
[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 G10:
[17] scientific
[10] students
[9] #scienceed
[8] #scied
[8] thinking
[8] essential
[8] people
[8] navigating
[8] world
[8] pursuing

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
[38] scientific,thinking
[38] thinking,essential
[33] essential,students
[31] science,careers
[30] students,those
[30] those,pursuing

Top Word Pairs in Tweet in G1:
[97] dankoretz,hgse
[94] vmcc_scienceed,dankoretz
[87] hgse,edtechne
[72] ml_mcn,vmcc_scienceed
[25] edtechne,congratulations
[18] edtechne,thanks
[18] well,done
[17] congratulations,michael
[16] edtechne,research
[12] webinar,series

Top Word Pairs in Tweet in G2:
[3] great,experiments
[3] experiments,co
[3] co,monitor
[3] monitor,million
[3] million,times
[3] times,before
[3] before,instrument
[3] instrument,easy
[3] easy,use
[2] nuigalway,researchatnuig

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:
[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 G5:
[29] scientific,thinking
[29] thinking,essential
[29] essential,students
[29] students,those
[29] those,pursuing
[29] pursuing,science
[29] science,careers
[29] careers,report
[29] report,recommends
[29] recommends,actions

Top Word Pairs in Tweet in G6:
[13] climate,learning
[13] learning,tools
[13] tools,one
[13] one,place
[13] place,check
[13] check,#climatelearning
[12] stemteachtools,climate
[12] #climatelearning,#science
[9] announcing,special
[9] special,issue

Top Word Pairs in Tweet in G7:
[21] videos,thrown
[20] thrown,homeschool
[16] homeschool,science
[16] science,students
[15] hands,outdoors
[15] outdoors,both
[15] both,videos
[13] students,dyslexia
[13] dyslexia,#dyslexia
[13] #dyslexia,#stem

Top Word Pairs in Tweet in G8:
[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 G9:
[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 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
@jimlenaghan
@tedxgalway
@enlight_eu
@alyssabofep
@abc7newsbayarea
@tcu_coe

Top Replied-To in G1:
@ml_mcn
@edtechne
@vmcc_scienceed
@eoinneylon
@jimlenaghan
@jtgalway
@msmacdonnacha
@thegalwegian
@artnaughton
@hannaghmc

Top Replied-To in G2:
@vmcc_scienceed
@tedxgalway
@irishsciteach
@startschools

Top Replied-To in G4:
@intoshms

Top Replied-To in G8:
@noaa_esrl

Top Replied-To in G9:
@joshua_r_eyler
@marcuslithander
@sara_hjelm

Top Mentioned
Top Mentioned in Entire Graph:
@edtechne
@vmcc_scienceed
@hgse
@dankoretz
@intoshms
@thenasem
@stemteachtools
@nuigalway
@whittlescience
@corneliathinks

Top Mentioned in G1:
@edtechne
@vmcc_scienceed
@hgse
@dankoretz
@corneliathinks
@ml_mcn
@researchatnuig
@coppernuigalway
@drsaragartland
@nuigalway

Top Mentioned in G2:
@nuigalway
@drjohnodonoghue
@scienceirel
@vmcc_scienceed
@researchatnuig
@sspcentre
@irishsciteach
@edtechne
@dpsm_activities
@pdstprimarystem

Top Mentioned in G3:

Top Mentioned in G4:
@intoshms
@twinklbeyond
@diverseed2020
@chatbiology
@ybtn_uk
@bameednetwork
@missfolorunsho
@roysocchem
@thisschoolcan17
@chatchemistry

Top Mentioned in G5:
@thenasem
@whittlescience
@openscied

Top Mentioned in G6:
@stemteachtools
@uconnneag
@colbytofelgrehl
@thenasem
@nsta
@dtcampbe

Top Mentioned in G7:
@grahamyvonna
@charlesbridge
@schaubwrites
@celebratepicbks
@nsta
@jgvanides
@sara_d_nelson
@nselascience
@helenhaine

Top Mentioned in G8:
@natgeoeducation
@cinehead
@thisissethsblog
@lisapjackson
@seccardona
@willcottjulie
@jdeinhammer
@llacrosse
@alaska_toy2018
@mr_amidon

Top Mentioned in G9:
@louis_scienceed
@skolinkvisition
@asaplsnr
@tstarkey1212
@thereadingape
@emma_turner75
@roberttalbert
@ubcphas
@sara_hjelm
@nesrayannier

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

Top Tweeters
Top Tweeters in Entire Graph:
@irishtimes
@abc7newsbayarea
@the404code
@hlthiskrieger
@thethegrinch7
@eco1start
@jane__eden
@teach_n_travel
@positiveimagep
@lennyllm

Top Tweeters in G1:
@tg4tv
@pamelaaobrien
@microsoftedu
@magsamond
@_conorgalvin
@eoinneylon
@primedteacher
@donenda
@bpsnuigalway
@stanford

Top Tweeters in G2:
@irishtimes
@hotpress
@nuigsu
@dcu
@rachelmewes1982
@scienceirel
@nuigalway
@btyste
@drjohnodonoghue
@mrdjkellybsc

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

Top Tweeters in G4:
@the404code
@thethegrinch7
@positiveimagep
@ecology_tweets
@sdgsbot
@roysocmed
@shaakbhaji
@roysocchem
@miss_khan868
@iramtahir12

Top Tweeters in G5:
@lennyllm
@beartrust
@xeno_lith
@mjyank13
@lilylopears
@nuclearkelly
@thenasem
@baconred
@galipulsoy
@sciencecook

Top Tweeters in G6:
@hlthiskrieger
@krsciencelady
@markwarschauer
@dtcampbe
@philiplbell
@williamfranzell
@brownellcassie
@uconnneag
@huprice
@stemteachtools

Top Tweeters in G7:
@stem_ai
@robandart
@nsta
@grahamyvonna
@kree_free
@charlesbridge
@waikato
@rickettsdeirdre
@jgvanides
@celebratepicbks

Top Tweeters in G8:
@andrefarfan10
@ncse
@llacrosse
@cinehead
@nysmtp
@natgeoeducation
@willcottjulie
@jdeinhammer
@noaaeducation
@thisissethsblog

Top Tweeters in G9:
@skolinkvisition
@tstarkey1212
@asaplsnr
@sara_hjelm
@joshua_r_eyler
@olicav
@roberttalbert
@emma_turner75
@polarisdotca
@ubcphas

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


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