scienceed, Twitter, 5/30/2020 1:04:56 AM, 228506


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scienceed_2020-05-29_17-50-33.xlsx
scienceed_2020-05-29_17-50-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 30, 2020
Short Description:
scienceed via NodeXL https://bit.ly/36JUZ6K
@doc_b_brown
@troydsadler
@betsyd1115
@vmcc_scienceed
@nsta
@schaubwrites
@anyone4science
@drjohnodonoghue
@chemistryed
@edvotek

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

Description:
Description
The graph represents a network of 863 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, 30 May 2020 at 00:51 UTC.

The requested start date was Saturday, 30 May 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 88-day, 20-hour, 8-minute period from Sunday, 01 March 2020 at 19:00 UTC to Friday, 29 May 2020 at 15:09 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 : 863
Unique Edges : 622
Edges With Duplicates : 1674
Total Edges : 2296
Number of Edge Types : 5
Mentions : 407
Retweet : 602
Tweet : 464
MentionsInRetweet : 771
Replies to : 52
Self-Loops : 483
Reciprocated Vertex Pair Ratio : 0.0515995872033024
Reciprocated Edge Ratio : 0.098135426889107
Connected Components : 136
Single-Vertex Connected Components : 50
Maximum Vertices in a Connected Component : 191
Maximum Edges in a Connected Component : 571
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.242018
Graph Density : 0.00136979672162881
Modularity : 0.43821
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 863 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, 30 May 2020 at 00:51 UTC.

The requested start date was Saturday, 30 May 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 88-day, 20-hour, 8-minute period from Sunday, 01 March 2020 at 19:00 UTC to Friday, 29 May 2020 at 15:09 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:
[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/
[4] 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
[4] https://twitter.com/mackayim/status/1236556140927827970
[3] https://www.ddcoatings.co.uk/2343/what-is-differential-aeration-corrosion
[3] https://www.michelleschaub.com/dream-big

Top URLs in Tweet in G1:
[2] https://twitter.com/maryforderry/status/1241352396439240705
[2] https://twitter.com/mydoncaster/status/1247083713428631553
[2] https://www.rte.ie/news/2020/0320/1124339-rte-to-launch-school-on-tv-teaching-initiative/
[2] https://www.cdc.gov/coronavirus/2019-ncov/prepare/managing-stress-anxiety.html
[1] https://twitter.com/flynndpaul/status/1245024369660891136
[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://www.politico.com/news/magazine/2020/03/19/coronavirus-effect-economy-life-society-analysis-covid-135579
[1] https://scienceinthecity.stanford.edu/
[1] https://twitter.com/BillGates/status/1243932782843305984
[1] https://twitter.com/NSTA/status/1243585125146902528

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://techxplore.com/news/2020-04-lab-readsand-writesour.html
[2] https://techxplore.com/news/2020-03-tremors-ai-robots.html
[2] https://medicalxpress.com/news/2020-03-boost-immune-response-vaccines-older.html
[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

Top URLs in Tweet in G4:
[4] https://ceci-scienceed.com/resultantverocity/
[4] https://ceci-scienceed.com/uniform-linear-motion/
[1] https://pdce.educ.ubc.ca/med_science/
[1] https://www.climatecentral.org/wgts/UHI/index.html?utm_source=wnet&utm_medium=embed&utm_campaign=UHI
[1] https://mysteryscience.com/mini-lessons/tears
[1] https://twitter.com/QuercusPrinus/status/1234838984313966593
[1] https://twitter.com/cnn/status/1235146330474938368
[1] http://blogs.edweek.org/teachers/teaching_now/2020/03/mt-preview-b717e29fe33ab551264993aaf6a53ad8731e2276.html#disqus_thread
[1] https://www.kcedventures.com/blog/outdoor-stem-how-long-are-your-small-intestines
[1] http://www.dyslexiakit.net/homeschool-science-education/

Top URLs in Tweet in G5:
[7] https://www.youtube.com/watch?time_continue=8&v=4qM25cNa0p8&feature=emb_logo
[3] https://www.michelleschaub.com/dream-big
[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.middleweb.com/42951/reading-strategies-in-the-science-classroom/
[1] https://www.helpteaching.com/lessons/329/hurricanes?utm_source=twitter.com&utm_medium=social&utm_campaign=where-do-hurricanes-come-from--how-do-th
[1] https://www.helpteaching.com/lessons/435/groundwater?utm_source=twitter.com&utm_medium=social&utm_campaign=groundwater-is-water-found-under-the-gro
[1] https://www.helpteaching.com/tests/299937/zoology-review?utm_source=twitter.com&utm_medium=social&utm_campaign=how-much-do-you-know-about-animals--test
[1] https://www.helpteaching.com/lessons/308/meteor-showers?utm_source=twitter.com&utm_medium=social&utm_campaign=have-you-ever-wished-upon-a-shooting-sta
[1] https://www.helpteaching.com/lessons/694/rain-rain-go-away-a-science-story?utm_source=twitter.com&utm_medium=social&utm_campaign=today--were-going-to-share-with-you-a-s
[1] https://www.helpteaching.com/lessons/104/uses-of-radioisotopes?utm_source=twitter.com&utm_medium=social&utm_campaign=carbon-14-dating-is-only-one-of-many-app

Top URLs in Tweet in G6:
[1] https://www.youtube.com/watch?v=wUXtON00xNg&feature=youtu.be

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

Top URLs in Tweet in G7:
[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
[1] https://epiclearning.web.unc.edu/covid/

Top URLs in Tweet in G8:
[1] https://www.youtube.com/watch?v=uxHEUzmJRMU&feature=youtu.be

[1] https://twitter.com/ckklynen/status/1243879241672011778
[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://podcasts.apple.com/us/podcast/so-far-away-so-close-distance-learning-means-more-personalized/id1455984465?i=1000473753011

Top URLs in Tweet in G9:
[2] https://blog.edvotek.com/2020/04/21/earth-day-experimentation/
[1] https://twitter.com/dhubhda/status/1238358905782140929
[1] https://www.rte.ie/news/world/2020/0424/1134497-us-covid19-coronavirus/
[1] https://twitter.com/CollegeBoard/status/1262354010243248128
[1] https://twitter.com/bhundey/status/1252983101199978496
[1] https://www.fastcompany.com/90486163/dysons-44-experiments-will-teach-your-kids-engineering-and-theyre-free
[1] https://hechingerreport.org/challenging-the-tried-and-true-to-serve-a-younger-generation-of-students-2/

Top URLs in Tweet in G10:
[1] http://www.scholastic.com/pathways
[1] https://www.pinterest.com/nigms/virtual-learning-resources/?invite_code=6ba54a9485344fe9a84102904b7577cb&sender=287456526124191254

Top Domains
Top Domains in Tweet in Entire Graph:
[122] twitter.com
[20] youtube.com
[15] helpteaching.com
[13] abs-cbn.com
[13] coetail.com
[10] blogspot.com
[9] fcld.ly
[8] ceci-scienceed.com
[8] bit.ly
[8] co.uk

Top Domains in Tweet in G1:
[12] twitter.com
[2] rte.ie
[2] cdc.gov
[1] cancercarewest.ie
[1] youtube.com
[1] tiny.cc
[1] ncca.ie
[1] teachingandlearning.ie
[1] irishtimes.com
[1] surveymonkey.com

Top Domains in Tweet in G2:
[2] twitter.com
[1] politico.com
[1] stanford.edu

Top Domains in Tweet in G3:
[59] twitter.com
[13] abs-cbn.com
[9] fcld.ly
[8] gmanetwork.com
[8] bit.ly
[5] inquirer.net
[5] edu.ph
[4] techxplore.com
[4] medicalxpress.com
[3] facebook.com

Top Domains in Tweet in G4:
[12] twitter.com
[8] ceci-scienceed.com
[2] explorelearning.com
[1] ubc.ca
[1] climatecentral.org
[1] mysteryscience.com
[1] edweek.org
[1] kcedventures.com
[1] dyslexiakit.net
[1] facebook.com

Top Domains in Tweet in G5:
[15] helpteaching.com
[7] youtube.com
[4] michelleschaub.com
[3] blogspot.com
[2] twitter.com
[1] middleweb.com
[1] anitraroweschulte.com
[1] storymonsters.com

Top Domains in Tweet in G6:
[1] youtube.com
[1] com.au

Top Domains in Tweet in G7:
[1] edweek.org
[1] nsf.gov
[1] unc.edu

Top Domains in Tweet in G8:
[3] apple.com
[2] twitter.com
[1] youtube.com

Top Domains in Tweet in G9:
[3] twitter.com
[2] edvotek.com
[1] rte.ie
[1] fastcompany.com
[1] hechingerreport.org

Top Domains in Tweet in G10:
[1] scholastic.com
[1] pinterest.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[406] scienceed
[122] feuscietalk
[100] stem
[93] edchat
[91] ted1203
[86] covid19
[36] scicomm
[36] science
[34] sciencefromhome
[33] scichat



Top Hashtags in Tweet in G1:
[3] covid19
[3] scienceed
[2] nfseminar
[2] hecapd
[2] gender
[2] bias
[2] internationalwomensday
[1] moycullen2croker
[1] leavingcert
[1] slt

Top Hashtags in Tweet in G2:
[10] dailydo
[10] distancelearning
[6] scienceed
[2] stem
[1] scienceeducation
[1] ngss
[1] scienceteacher
[1] viruses
[1] biology
[1] homeschool

Top Hashtags in Tweet in G3:
[122] feuscietalk
[91] ted1203
[73] covid19
[70] edchat
[20] healthythursday
[19] tgifscience
[19] sciefacts
[14] specialeducation
[10] feuspeducators
[10] covid19ph

Top Hashtags in Tweet in G4:
[59] scienceed
[14] stem
[12] science
[8] scienceteacher
[6] education
[6] edchat
[4] onlinelearning
[4] stemeducation
[4] txed
[4] educator

Top Hashtags in Tweet in G5:
[56] stem
[34] scienceed
[24] dreambiglittlescientists
[13] booklook2020
[13] picturebooks
[12] onlinelesson
[12] onlinelearning
[12] bedtime
[9] science
[7] bookweek2020athome

Top Hashtags in Tweet in G6:
[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 G7:
[33] scienceed
[6] unc
[1] stemed
[1] scienceeducation
[1] covid19
[1] pandemic
[1] stem
[1] nced
[1] teachered
[1] middlegrades

Top Hashtags in Tweet in G8:
[15] scienceed
[8] remotelearning
[6] podcast
[6] distancelearning
[6] edchat
[3] remoteteaching
[1] covid19
[1] whatisschool
[1] caedchat
[1] maths

Top Hashtags in Tweet in G9:
[19] scienceed
[7] stemed
[6] chemed
[5] biochemistry
[4] scicomm
[4] scienceteacher
[4] scied
[3] onthisday
[2] edchatie
[2] covid19

Top Hashtags in Tweet in G10:
[2] scienceed
[1] nigmspathways
[1] circadianrhythms
[1] stemed
[1] onlineed
[1] scienceteaching

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[27] vmcc_scienceed
[12] day
[11] donenda
[10] thanks
[9] edtechne
[9] ml_mcn
[8] over
[8] flynndpaul
[7] happy
[7] one

Top Words in Tweet in G2:
[58] use
[58] home
[50] doc_b_brown
[49] lessons
[48] science
[48] teachers
[48] bunch
[48] downloadable
[48] interactive
[48] based

Top Words in Tweet in G3:
[122] #feuscietalk
[107] 19
[105] covid
[91] #ted1203
[73] #covid19
[70] #edchat
[64] cases
[47] april
[40] 2020
[37] health

Top Words in Tweet in G4:
[59] #scienceed
[18] science
[14] #stem
[12] #science
[11] students
[8] #scienceteacher
[6] #education
[6] #edchat
[6] cecilscienceed
[5] day

Top Words in Tweet in G5:
[56] #stem
[38] schaubwrites
[34] #scienceed
[24] #dreambiglittlescientists
[21] find
[19] dream
[19] big
[13] reading
[13] lesson
[13] alicepotter

Top Words in Tweet in G6:
[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 G7:
[33] #scienceed
[31] developed
[30] troydsadler
[29] please
[29] check
[29] site
[29] shares
[29] instructional
[29] activities
[29] re

Top Words in Tweet in G8:
[15] #scienceed
[10] cinehead
[8] #remotelearning
[6] teacher
[6] llacrosse
[6] #podcast
[6] school
[6] #distancelearning
[6] #edchat
[5] build

Top Words in Tweet in G9:
[19] #scienceed
[7] #stemed
[6] #chemed
[5] today
[5] science
[5] students
[5] #biochemistry
[4] levels
[4] home
[4] need

Top Words in Tweet in G10:
[38] issue
[23] science
[23] resources
[22] nigms
[20] free
[19] third
[19] scholastic
[19] pathways
[19] sleep
[19] download

Top Word Pairs
Top Word Pairs in Tweet in G2:
[8] science,teachers
[8] teachers,bunch
[8] bunch,downloadable
[5] downloadable,lessons
[4] lessons,use
[4] use,interactive
[4] interactive,home
[4] home,based
[3] doc_b_brown,science
[3] based,less

Top Word Pairs in Tweet in G3:
[48] covid,19
[48] #ted1203,#edchat
[48] #feuscietalk,#ted1203
[48] total,number
[48] metro,manila
[48] #feuscietalk,#healthythursday
[48] april,2020
[48] 19,cases
[47] #healthythursday,#ted1203
[47] #covid19,cases

Top Word Pairs in Tweet in G4:
[101] #science,#scienceed
[48] #scienceteacher,#txed
[44] #txed,#educator
[28] #educator,#willisisd
[19] #willisisd,#lucasprideisjustified
[18] #lucasprideisjustified,#scienceed
[16] #scienceed,#technology
[15] 合成速度は速度の足し算,#セシル先生の物理学教室
[15] #セシル先生の物理学教室,#更新
[15] #更新,#ブログ初心者

Top Word Pairs in Tweet in G5:
[5] dream,big
[4] #scienceed,#stem
[4] #onlinelesson,#onlinelearning
[4] encourage,little
[4] little,scientist
[4] scientist,dream
[4] big,#stem
[4] #stem,#picturebooks
[4] #picturebooks,#booklook2020
[4] #booklook2020,suefliess

Top Word Pairs in Tweet in G6:
[19] time,#sciencefromhome
[16] #sciencefromhome,eggsperiment
[12] eggsperiment,using
[12] using,newton's
[12] newton's,1st
[12] 1st,law
[12] law,chocolate
[12] chocolate,eggs
[12] eggs,use
[12] jessechambers_,time

Top Word Pairs in Tweet in G7:
[25] please,check
[25] check,site
[25] site,shares
[25] shares,#scienceed
[25] #scienceed,instructional
[25] instructional,activities
[25] activities,re
[25] re,covid
[25] covid,19
[24] 19,co

Top Word Pairs in Tweet in G8:
[29] build,recipe
[29] recipe,kids
[29] kids,freedom
[29] middle,school
[29] school,#scienceed
[29] #scienceed,teacher
[29] teacher,llacrosse
[29] #remotelearning,#distancelearning
[29] miss,#podcast
[29] #podcast,week

Top Word Pairs in Tweet in G9:
[5] #chemed,#scienceed
[5] #scienceed,#scied
[5] #stemed,#scienceed
[5] highlights,need
[5] need,#scicomm
[5] #scicomm,#scienceed
[5] #scienceed,levels
[5] levels,make
[4] make,efforts
[4] efforts,engage

Top Word Pairs in Tweet in G10:
[4] third,issue
[4] issue,scholastic
[4] scholastic,pathways
[3] pathways,issue
[3] issue,science
[3] science,sleep
[3] sleep,download
[3] download,free
[3] free,resources
[3] nigms,third

Top Replied-To
Top Replied-To in Entire Graph:
@vmcc_scienceed
@oaklandplanning
@acardinot
@iseultmangan
@feu_scienceed
@maighcuilinn
@nancywtech
@_paperika
@educationweek
@anyone4science

Top Replied-To in G1:
@vmcc_scienceed
@acardinot
@iseultmangan
@maighcuilinn
@tereza_myt
@iolnetwork
@berniewhite33
@gardenngather
@jimlenaghan
@jeanharrie

Top Replied-To in G2:
@mrs_furtado

Top Replied-To in G3:
@feu_scienceed
@_paperika

Top Replied-To in G7:
@educationweek

Top Replied-To in G8:
@nancywtech

Top Replied-To in G9:
@anyone4science
@mrfarabaugh

Top Mentioned
Top Mentioned in Entire Graph:
@doc_b_brown
@schaubwrites
@earthshakerph
@jessechambers_
@troydsadler
@nigms
@pallithordarson
@mackayim
@emilyadawson
@inquisitivegyn

Top Mentioned in G1:
@donenda
@vmcc_scienceed
@edtechne
@ml_mcn
@flynndpaul
@teachingcouncil
@ultrajessamyn
@a_selby_phys
@sarahlrcarroll
@pdstie

Top Mentioned in G2:
@doc_b_brown
@ctskeeley
@tjscience
@astbigideas
@mbraaten
@megmarrrero
@douglarkin01
@docmensah
@endeavorstem
@sciencediva319

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

Top Mentioned in G4:
@cecilscienceed
@philray62

Top Mentioned in G5:
@schaubwrites
@alicepotter
@suefliess
@charlesbr
@charlesbridge
@writer_meyer
@nsta
@missjosephison
@middleweb
@anitraschulte

Top Mentioned in G6:
@jessechambers_
@ubgse
@ravenscimaven

Top Mentioned in G7:
@troydsadler
@nsf
@uncschoolofed
@educationweek
@mizzoueducation
@nsta
@nsf_ehr
@doc_b_brown

Top Mentioned in G8:
@cinehead
@llacrosse
@msprda_pisd
@cshawr10
@kimjregion10
@mrdearybury
@julnilsmith
@joelrgarza
@sarahdateechur
@tinapeji_21

Top Mentioned in G9:
@drjohnodonoghue
@irishsciteach
@roysocchem
@ucc
@edvotek
@collegeboard
@francesarnold
@audioenhancemnt
@jdf
@tcd_chemistry

Top Mentioned in G10:
@nigms
@partnershipined

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

Top Tweeters in G1:
@femtech_
@rte
@mcculld
@sharonlflynn
@debsnet
@galway2020
@donenda
@nuigalway
@scienceirel
@saorog

Top Tweeters in G2:
@lisgurthie
@richbacolor
@bpenuel
@zingerlearns
@travisjbristol
@scifleur
@jengutierrez18
@lex1science
@kevnix
@sciencecat222

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

Top Tweeters in G4:
@kcedventures
@mmelayman
@grahamyvonna
@jakse
@iowaagliteracy
@ubc_pdce
@tech_mama3
@friedrichlaurie
@anjuliahooja
@mr_abee_tweets

Top Tweeters in G5:
@larryferlazzo
@ncte
@drmnikfar
@iteachmathall
@cathm_johnson
@nadiaawriter
@annielynn215
@richardklee1
@teresarobeson
@s_akrati

Top Tweeters in G6:
@lisahafey
@benjiw
@worldmeetsgirl
@scicommbot
@aly_sea
@glazgow
@timothy_newport
@labour_lives
@dannouveau
@mshepherd11

Top Tweeters in G7:
@educationweek
@nsf
@dtcampbe
@beaglestana
@mizzoueducation
@kathrynchval
@stephenburgin
@jeffgreeneunc
@caseyelrod13
@kemencevisule

Top Tweeters in G8:
@sarahdateechur
@kqed
@pbs
@mbfxc
@2footgiraffe
@julnilsmith
@michelle4edu
@mrdearybury
@meesterkurt
@askmsq

Top Tweeters in G9:
@everburningfire
@ucc
@collegeboard
@hechingerreport
@tcddublin
@roysocchem
@drjohnodonoghue
@workentinchem
@education_ire
@irishsciteach

Top Tweeters in G10:
@alex_dix
@suebreen6
@barbararother1
@bdsatterfield
@nih_nccih
@samehserry20
@roberta_meyer_
@joparimi
@nigms
@fastplants


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