scienceed, Twitter, 7/4/2020 3:52:59 AM, 230203


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scienceed_2020-07-03_18-03-44.xlsx
scienceed_2020-07-03_18-03-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 04, 2020
Short Description:
scienceed via NodeXL https://bit.ly/2VJP90J
@troydsadler
@vmcc_scienceed
@nsta
@schaubwrites
@stem_ai
@anyone4science
@jessechambers_
@nsf
@mrsjankord
@feu_scienceed

Top hashtags:
#scienceed
#feuscietalk
#stem
#ted1203
#edchat
#covid19
#sciencefromhome
#scicomm

Description:
Description
The graph represents a network of 686 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, 04 July 2020 at 01:04 UTC.

The requested start date was Saturday, 04 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 93-day, 9-hour, 59-minute period from Wednesday, 01 April 2020 at 03:57 UTC to Friday, 03 July 2020 at 13:56 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 : 686
Unique Edges : 499
Edges With Duplicates : 1353
Total Edges : 1852
Number of Edge Types : 5
Retweet : 481
MentionsInRetweet : 610
Mentions : 299
Tweet : 418
Replies to : 44
Self-Loops : 442
Reciprocated Vertex Pair Ratio : 0.063257065948856
Reciprocated Edge Ratio : 0.118987341772152
Connected Components : 121
Single-Vertex Connected Components : 37
Maximum Vertices in a Connected Component : 101
Maximum Edges in a Connected Component : 508
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.059389
Graph Density : 0.00168117299057266
Modularity : 0.423037
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 686 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, 04 July 2020 at 01:04 UTC.

The requested start date was Saturday, 04 July 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 93-day, 9-hour, 59-minute period from Wednesday, 01 April 2020 at 03:57 UTC to Friday, 03 July 2020 at 13:56 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:
[8] https://www.surveymonkey.com/r/surveyschoolingathome
[7] https://www.youtube.com/watch?time_continue=8&v=4qM25cNa0p8&feature=emb_logo
[7] https://www.cmrubinworld.com/school-to-career-program-breaks-the-cycle-of-poverty/
[5] https://www.amightygirl.com/blog?p=30487&fbclid=IwAR0WJb5YAw1Go15VLtbsvbtHtcAXtWuVis6Hvbh5tOsq7mNsw2Q51QoGM_w&utm_content=buffer79bd4&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://ceci-scienceed.com/resultantverocity/
[4] https://ceci-scienceed.com/uniform-linear-motion/
[4] https://grants.nih.gov/grants/guide/notice-files/NOT-NS-20-062.html
[4] https://rmhcsd.org/wp-content/uploads/2020/04/Kids-Activity-Packet-Illumina-FInal.pdf
[4] https://www.hpsst.com/uploads/6/2/9/3/62931075/2020feboped.pdf
[3] https://www.surveymonkey.com/r/scolaiochtsabhaile

Top URLs in Tweet in G1:
[8] https://www.surveymonkey.com/r/surveyschoolingathome
[3] https://www.surveymonkey.com/r/scolaiochtsabhaile
[2] https://www.learntechlib.org/p/216903/
[2] https://twitter.com/mydoncaster/status/1247083713428631553
[2] https://www.washingtonpost.com/news/worldviews/wp/2015/02/18/5-countries-where-police-officers-do-not-carry-firearms-and-it-works-well/
[1] https://twitter.com/tiernansandra/status/1253392656660602888
[1] https://twitter.com/yurgospolitis/status/1253311660623892481
[1] https://www.cancercarewest.ie/
[1] https://twitter.com/VMcC_ScienceEd/status/1261596159325417472
[1] https://www.youtube.com/watch?v=EbXCMrrQ1l8


Top URLs in Tweet in G2:
[1] https://jobportal.ku.dk/tenure-track/?show=151827
[1] https://twitter.com/NSF/status/1267062876692512768
[1] https://epiclearning.web.unc.edu/covid/
[1] http://blogs.edweek.org/teachers/teaching_now/2020/04/shifting_science_instruction_to_coronavirus_new_lessons.html
[1] https://www.nsf.gov/news/mmg/mmg_disp.jsp?med_id=186433

Top URLs in Tweet in G3:
[2] https://www.gmanetwork.com/news/news/nation/732440/philippines-eyes-mass-testing-of-suspected-covid-19-cases-starting-on-april-14/story/?utm_source=GMANews&utm_medium=Twitter
[2] https://www.gmanetwork.com/news/lifestyle/food/732376/5-nutrition-tips-from-the-dost-fnri-to-keep-healthy-during-quarantine/story/?utm_source=GMANews&utm_medium=Twitter
[2] https://www.gmanetwork.com/news/lifestyle/healthandwellness/731330/nutritionist-shares-what-to-eat-to-improve-your-immune-system-amid-covid-19-threat/story/?utm_source=GMANews&utm_medium=Twitter
[2] https://www.gmanetwork.com/news/scitech/weather/737131/expect-warmer-days-ahead-says-pagasa/story/?utm_source=GMANews&utm_medium=Twitter
[2] https://twitter.com/uposr/status/1245946653086863360
[2] https://medicalxpress.com/news/2020-04-covid-vaccine-candidate-peer-reviewed.html
[2] https://news.abs-cbn.com/life/04/08/20/covid-19-bayanihan-hotel-sa-albay-libreng-nagpapatuloy-ng-mga-health-worker
[2] https://news.abs-cbn.com/news/04/13/20/7-covid-19-survivors-donate-plasma-at-pgh-for-experimental-treatment
[2] https://news.abs-cbn.com/sports/04/16/20/facebook-steps-up-fight-against-virus-fakery
[2] https://news.abs-cbn.com/life/04/17/20/social-distancing-app-maze-helps-users-plan-errands

Top URLs in Tweet in G4:
[5] https://ceci-scienceed.com/resultantverocity/
[4] https://ceci-scienceed.com/uniform-linear-motion/
[2] https://www.helpteaching.com/lessons/423/earths-water?utm_source=twitter.com&utm_medium=social&utm_campaign=in-this-lesson--well-talk-about-the-ear
[1] https://www.patreon.com/sarahstardust
[1] https://www.iowaagliteracy.org/tools-resources/other
[1] https://twitter.com/TheSpaceGal/status/1252309925759315968
[1] https://twitter.com/CyntShadyW/status/1252354710201200640
[1] https://www.atlasobscura.com/articles/atlas-obscura-for-parents-and-teachers
[1] https://www.instagram.com/p/B_kSVqSBS8v/?igshid=o4me1mm5oxqq
[1] https://www.explorelearning.com/index.cfm?method=cResource.dspView&ResourceID=1059

Top URLs in Tweet in G5:
[1] https://www.youtube.com/watch?v=wUXtON00xNg&feature=youtu.be

[1] http://www.animalsofoz.com.au/online-experience/

Top URLs in Tweet in G6:
[1] https://twitter.com/adammgrant/status/1271443081389322241
[1] https://podcasts.apple.com/us/podcast/so-far-away-so-close-distance-learning-means-more-personalized/id1455984465?i=1000473753011
[1] https://twitter.com/alfiekohn/status/1252948751079137280
[1] https://podcasts.apple.com/us/podcast/change-the-narrative/id1455984465
[1] https://podcasts.apple.com/us/podcast/who-gave-you-permission-to-learn-s2-e10/id1455984465?i=1000475071580
[1] https://twitter.com/nytimes/status/1273831646391869440

Top URLs in Tweet in G7:
[6] https://www.youtube.com/watch?time_continue=8&v=4qM25cNa0p8&feature=emb_logo
[3] https://www.michelleschaub.com/dream-big
[1] https://www.anitraroweschulte.com/blog/dreambig
[1] https://groggorg.blogspot.com/2020/04/interview-michelle-schaub-and-dream-big.html?showComment=1588201935211#c6250886909494935561

Top URLs in Tweet in G8:
[2] https://ssec.si.edu/event/smithsonian-science-action-planning-institute
[1] https://twitter.com/kispride/status/1206777157789241344
[1] https://www.youtube.com/watch?time_continue=8&v=4qM25cNa0p8&feature=emb_logo
[1] https://www.middleweb.com/42951/reading-strategies-in-the-science-classroom/
[1] https://twitter.com/BTeachbio/status/1252566554656587776

Top URLs in Tweet in G10:
[2] https://twitter.com/wooksteroo/status/1278810706893254657
[2] https://blog.edvotek.com/2020/04/21/earth-day-experimentation/
[1] https://www.rte.ie/news/world/2020/0424/1134497-us-covid19-coronavirus/
[1] https://twitter.com/seerymk/status/1268601651910381568
[1] https://twitter.com/CollegeBoard/status/1262354010243248128
[1] https://twitter.com/bhundey/status/1252983101199978496

Top Domains
Top Domains in Tweet in Entire Graph:
[108] twitter.com
[17] youtube.com
[15] helpteaching.com
[13] abs-cbn.com
[12] surveymonkey.com
[9] ceci-scienceed.com
[8] bit.ly
[8] gmanetwork.com
[8] fcld.ly
[7] cmrubinworld.com

Top Domains in Tweet in G1:
[12] surveymonkey.com
[8] twitter.com
[2] learntechlib.org
[2] washingtonpost.com
[1] cancercarewest.ie
[1] youtube.com
[1] tiny.cc
[1] ncca.ie
[1] teachingandlearning.ie
[1] irishtimes.com

Top Domains in Tweet in G2:
[1] ku.dk
[1] twitter.com
[1] unc.edu
[1] edweek.org
[1] nsf.gov

Top Domains in Tweet in G3:
[56] twitter.com
[13] abs-cbn.com
[8] gmanetwork.com
[8] bit.ly
[8] fcld.ly
[5] edu.ph
[4] inquirer.net
[3] facebook.com
[3] discovermagazine.com
[3] sciencenews.org

Top Domains in Tweet in G4:
[15] helpteaching.com
[9] ceci-scienceed.com
[8] twitter.com
[2] explorelearning.com
[1] patreon.com
[1] iowaagliteracy.org
[1] atlasobscura.com
[1] instagram.com
[1] com.au
[1] sciencealert.com

Top Domains in Tweet in G5:
[1] youtube.com
[1] com.au

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

Top Domains in Tweet in G7:
[6] youtube.com
[3] michelleschaub.com
[1] anitraroweschulte.com
[1] blogspot.com

Top Domains in Tweet in G8:
[2] twitter.com
[2] si.edu
[1] youtube.com
[1] middleweb.com

Top Domains in Tweet in G10:
[5] twitter.com
[2] edvotek.com
[1] rte.ie

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[327] scienceed
[115] feuscietalk
[85] stem
[84] ted1203
[83] edchat
[75] covid19
[34] sciencefromhome
[33] scicomm
[32] science
[27] scichat



Top Hashtags in Tweet in G1:
[2] iuadiged
[2] nfseminar
[2] hecapd
[2] covid19
[2] schoolingathome
[1] imissireland
[1] moycullen2croker
[1] lotto

Top Hashtags in Tweet in G2:
[39] scienceed
[6] unc
[3] highereducation
[2] ngss
[2] scienceeducation
[2] covid19
[1] scienceeducationreseach
[1] narst2020
[1] scienceidentity
[1] stemed

Top Hashtags in Tweet in G3:
[115] feuscietalk
[84] ted1203
[67] edchat
[64] covid19
[20] healthythursday
[19] tgifscience
[19] sciefacts
[14] specialeducation
[10] feuspeducators
[9] socialissuewednesday

Top Hashtags in Tweet in G4:
[54] scienceed
[25] stem
[13] onlinelearning
[12] onlinelesson
[8] science
[6] edutwitter
[5] scienceteacher
[4] highered
[4] セシル先生の物理学教室
[4] 更新

Top Hashtags in Tweet in G5:
[30] sciencefromhome
[5] ubuffalo
[5] ubgse
[5] scienceed
[4] stemed
[3] stem
[2] scichat
[1] buffalo
[1] scicomm
[1] scied

Top Hashtags in Tweet in G6:
[19] scienceed
[10] socialstudies
[6] edchat
[6] podcast
[5] medialiteracy
[5] ela
[5] maths
[5] literature
[4] remotelearning
[4] distancelearning

Top Hashtags in Tweet in G7:
[21] stem
[13] dreambiglittlescientists
[13] booklook2020
[13] picturebooks
[7] bedtime
[7] science
[6] bookweek2020athome
[5] scienceed
[3] astronomyday2020
[3] astronomy

Top Hashtags in Tweet in G8:
[18] scienceed
[17] stem
[11] ngss
[6] k12
[6] ngsschat
[5] steam
[5] mschat
[5] scichat
[5] ellchat
[5] educoach

Top Hashtags in Tweet in G10:
[22] scienceed
[10] stemed
[8] chemed
[5] scienceeducation
[5] homeschool
[5] distancelearning
[5] biotechnology
[4] scicomm
[4] teacher
[4] scienceteacher

Top Words
Top Words in Tweet in Entire Graph:
[327] #scienceed
[137] 19
[136] science
[136] covid
[115] #feuscietalk
[85] #stem
[84] #ted1203
[83] #edchat
[75] #covid19
[69] today

Top Words in Tweet in G1:
[26] vmcc_scienceed
[24] edtechne
[15] students
[10] home
[10] day
[10] survey
[9] one
[8] parents
[8] voice
[8] heard

Top Words in Tweet in G2:
[39] #scienceed
[31] troydsadler
[31] developed
[30] please
[29] check
[29] site
[29] shares
[29] instructional
[29] activities
[29] re

Top Words in Tweet in G3:
[115] #feuscietalk
[100] 19
[98] covid
[84] #ted1203
[67] #edchat
[64] #covid19
[52] cases
[46] april
[37] 2020
[35] ng

Top Words in Tweet in G4:
[54] #scienceed
[25] #stem
[14] lesson
[13] #onlinelearning
[12] #onlinelesson
[11] learn
[10] online
[8] students
[8] more
[8] #science

Top Words in Tweet in G5:
[31] jessechambers_
[30] #sciencefromhome
[25] time
[25] eggsperiment
[25] using
[25] newton's
[25] 1st
[25] law
[25] chocolate
[25] eggs

Top Words in Tweet in G6:
[19] #scienceed
[16] cinehead
[11] school
[10] #socialstudies
[6] #edchat
[6] teacher
[6] llacrosse
[6] #podcast
[5] another
[5] reason

Top Words in Tweet in G7:
[27] schaubwrites
[21] #stem
[18] dream
[18] big
[13] #dreambiglittlescientists
[13] #booklook2020
[13] #picturebooks
[12] encourage
[12] little
[12] scientist

Top Words in Tweet in G8:
[18] #scienceed
[17] #stem
[11] #ngss
[10] kispride
[9] light
[8] science
[7] robzook1
[7] reading
[6] during
[6] #k12

Top Words in Tweet in G10:
[22] #scienceed
[10] #stemed
[8] #chemed
[5] drjohnodonoghue
[5] good
[5] today
[5] edvotek
[5] #scienceeducation
[5] #homeschool
[5] #distancelearning

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[131] covid,19
[46] #ted1203,#edchat
[42] #feuscietalk,#ted1203
[29] please,check
[29] check,site
[29] site,shares
[29] shares,#scienceed
[29] #scienceed,instructional
[29] instructional,activities
[29] activities,re

Top Word Pairs in Tweet in G1:
[8] parents,students
[8] students,voice
[8] voice,heard
[8] heard,schooling
[8] schooling,home
[8] home,survey
[8] survey,co
[8] co,g6hb19mes3
[8] g6hb19mes3,edtechne
[7] edtechne,parents

Top Word Pairs in Tweet in G2:
[29] please,check
[29] check,site
[29] site,shares
[29] shares,#scienceed
[29] #scienceed,instructional
[29] instructional,activities
[29] activities,re
[29] re,covid
[29] covid,19
[29] 19,co

Top Word Pairs in Tweet in G3:
[94] covid,19
[46] #ted1203,#edchat
[42] #feuscietalk,#ted1203
[25] total,number
[18] #feuscietalk,#healthythursday
[17] 19,cases
[16] metro,manila
[15] #healthythursday,#ted1203
[15] april,2020
[14] #feuscietalk,#tgifscience

Top Word Pairs in Tweet in G4:
[12] #scienceed,#stem
[12] #onlinelesson,#onlinelearning
[8] online,lesson
[5] #stem,#scienceed
[5] #science,#scienceed
[4] #stem,#edutwitter
[4] 合成速度は速度の足し算,#セシル先生の物理学教室
[4] #セシル先生の物理学教室,#更新
[4] #更新,#ブログ初心者
[4] #ブログ初心者,#ブログ

Top Word Pairs in Tweet in G5:
[25] time,#sciencefromhome
[25] #sciencefromhome,eggsperiment
[25] eggsperiment,using
[25] using,newton's
[25] newton's,1st
[25] 1st,law
[25] law,chocolate
[25] chocolate,eggs
[25] eggs,use
[24] jessechambers_,time

Top Word Pairs in Tweet in G6:
[5] another,reason
[5] reason,#medialiteracy
[5] #medialiteracy,needs
[5] needs,mandatory
[5] mandatory,core
[5] core,skill
[5] skill,subject
[5] subject,areas
[5] areas,#socialstudies
[5] #socialstudies,#ela

Top Word Pairs in Tweet in G7:
[18] dream,big
[12] encourage,little
[12] little,scientist
[12] scientist,dream
[12] big,#stem
[12] #stem,#picturebooks
[12] #picturebooks,#booklook2020
[12] #booklook2020,suefliess
[11] schaubwrites,encourage
[11] suefliess,charlesbr

Top Word Pairs in Tweet in G8:
[8] #ngss,#scienceed
[6] reading,strategies
[5] #steam,#stem
[5] strategies,science
[5] science,classroom
[5] classroom,#mschat
[5] #mschat,#scichat
[5] #scichat,#ngsschat
[5] #ngsschat,#ngss
[5] #scienceed,#stem

Top Word Pairs in Tweet in G10:
[5] #stemed,#scienceeducation
[5] #scienceeducation,#scienceed
[4] #chemed,#scienceed
[4] topics,cover
[4] cover,#stemed
[4] #scienceed,#homeschool
[4] #homeschool,#distancelearning
[4] #distancelearning,#biotechnology
[4] #biotechnology,#teacher
[4] #stemed,#scienceed

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@oaklandplanning
@unreal_it
@jdl_scienceed
@feu_scienceed
@zhangchaosheng
@edtechne
@historyguy7292
@maighcuilinn
@mrfarabaugh

Top Replied-To in G1:
@vmcc_scienceed
@zhangchaosheng
@maighcuilinn
@edtechne
@historyguy7292
@gardenngather
@iolnetwork
@tereza_myt
@berniewhite33
@jimlenaghan

Top Replied-To in G2:
@educationweek

Top Replied-To in G3:
@feu_scienceed
@_paperika

Top Replied-To in G6:
@nancywtech

Top Replied-To in G10:
@mrfarabaugh

Top Mentioned
Top Mentioned in Entire Graph:
@jessechambers_
@troydsadler
@earthshakerph
@schaubwrites
@vmcc_scienceed
@edtechne
@cinehead
@emilyadawson
@dohgovph
@suefliess

Top Mentioned in G1:
@vmcc_scienceed
@edtechne
@flynndpaul
@seanogratek
@niamhedpsych
@researchatnuig
@imslimerick
@escitweets
@emerd13

Top Mentioned in G2:
@troydsadler
@nsf
@uncschoolofed
@mizzoueducation
@koebenhavns_uni
@pjfried
@laura_z1127
@likescied
@sharonjlynch
@uncresearch

Top Mentioned in G3:
@earthshakerph
@dohgovph
@sciencemagazine
@gmanews
@abscbnnews
@feuspeducators
@feu_scienceed
@nicartubaldo_
@cnnphilippines
@afp

Top Mentioned in G4:
@cecilscienceed
@philray62
@elena_sf_ca

Top Mentioned in G5:
@jessechambers_
@ubgse
@ravenscimaven

Top Mentioned in G6:
@cinehead
@llacrosse
@ilatoday
@ncte
@msprda_pisd
@cshawr10
@kimjregion10
@mrdearybury
@julnilsmith
@joelrgarza

Top Mentioned in G7:
@schaubwrites
@suefliess
@charlesbr
@writer_meyer
@charlesbridge
@alicepotter
@anitraschulte
@nsta
@naeyc
@albertwhitman

Top Mentioned in G8:
@kispride
@robzook1
@jerjacobsen250
@smithsonianscie
@middleweb
@travispgriz
@marshabycraft
@sccms_stem
@s2temcenterssc

Top Mentioned in G9:
@eloisaruiz1
@wicklowtownteam
@vmcc_scienceed
@weiss_cordula
@nsai_standards
@muinteoirgaenyc
@mrpricescience
@harryjchendriks
@conorjeivers
@ger_majesty

Top Mentioned in G10:
@drjohnodonoghue
@edvotek
@irishsciteach
@collegeboard
@francesarnold
@chemnet_au
@workentinchem
@cummingslinda
@mrfarabaugh
@alisonbflynn

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@abscbnnews
@ancalerts
@gmanews
@femtech_
@wwf
@into_ai
@philippinestar
@cnnphilippines
@lisahafey

Top Tweeters in G1:
@eoinyk
@gardatraffic
@sharonlflynn
@debsnet
@donenda
@nuigalway
@scienceirel
@evanis
@teachingcouncil
@cellexplorers

Top Tweeters in G2:
@educationweek
@nsf
@dtcampbe
@beaglestana
@mizzoueducation
@uncresearch
@kathrynchval
@caseyelrod13
@stephenburgin
@jeffgreeneunc

Top Tweeters in G3:
@abscbnnews
@ancalerts
@gmanews
@philippinestar
@cnnphilippines
@time
@afp
@popsci
@joseph_morong
@discovermag

Top Tweeters in G4:
@kimberleymatt
@elena_sf_ca
@sciencenotdogma
@news_o_matic
@docchriswright
@iowaagliteracy
@anjuliahooja
@philray62
@philmixter
@basfagproducts

Top Tweeters in G5:
@lisahafey
@benjiw
@worldmeetsgirl
@scicommbot
@aly_sea
@glazgow
@timothy_newport
@labour_lives
@dannouveau
@mshepherd11

Top Tweeters in G6:
@ncte
@sarahdateechur
@wickeddecent
@cdreed
@mbfxc
@adrianachavira
@2footgiraffe
@julnilsmith
@michelle4edu
@ilatoday

Top Tweeters in G7:
@cathm_johnson
@nadiaawriter
@annielynn215
@teresarobeson
@bvgrover
@alicepotter
@albertwhitman
@coreypbninja
@naeyc
@patriciatoht

Top Tweeters in G8:
@larryferlazzo
@jc_james_clark
@richardklee1
@stem_ai
@nsta
@middleweb
@smithsonianscie
@teatimesci
@gmetacognition
@s2temcenterssc

Top Tweeters in G9:
@lifetimelabcork
@nsai_standards
@weiss_cordula
@anyone4science
@wicklowtownteam
@ger_majesty
@dublindeadzoo
@glencullen_ns
@mrpricescience
@eloisaruiz1

Top Tweeters in G10:
@everburningfire
@collegeboard
@drjohnodonoghue
@workentinchem
@irishsciteach
@drsnowflack
@chemistryed
@edvotek
@alisonbflynn
@braonaino