scienceed, Twitter, 10/10/2020 12:40:33 AM, 237607


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scienceed_2020-10-09_17-33-00.xlsx
scienceed_2020-10-09_17-33-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 10, 2020
Short Description:
scienceed via NodeXL https://bit.ly/34ELqW0
@ctskeeley
@scifri
@doc_b_brown
@stem_ai
@clandelstem
@gastromonica
@vmcc_scienceed
@lenoramcrabtree
@tamiplein
@jste1924

Top hashtags:
#scienceed
#stem
#science
#stemed
#ngss
#stemeducation
#scienceteacher
#onlinelearning

Description:
Description
The graph represents a network of 617 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, 10 October 2020 at 00:33 UTC.

The requested start date was Saturday, 10 October 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 100-day, 5-hour, 23-minute period from Wednesday, 01 July 2020 at 16:04 UTC to Friday, 09 October 2020 at 21:27 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 : 617
Unique Edges : 520
Edges With Duplicates : 908
Total Edges : 1428
Number of Edge Types : 5
Retweet : 330
MentionsInRetweet : 521
Mentions : 356
Tweet : 186
Replies to : 35
Self-Loops : 187
Reciprocated Vertex Pair Ratio : 0.0718157181571816
Reciprocated Edge Ratio : 0.134007585335019
Connected Components : 124
Single-Vertex Connected Components : 43
Maximum Vertices in a Connected Component : 164
Maximum Edges in a Connected Component : 435
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.672464
Graph Density : 0.00208118461765139
Modularity : 0.522677
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 617 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, 10 October 2020 at 00:33 UTC.

The requested start date was Saturday, 10 October 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 100-day, 5-hour, 23-minute period from Wednesday, 01 July 2020 at 16:04 UTC to Friday, 09 October 2020 at 21:27 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:
[4] https://www.tandfonline.com/toc/hedp20/55/3?cookieSet=1
[4] https://www.globaleducationtimes.org/opinion/universities-vital-to-making-uk-a-science-superpower/1759/
[3] https://twitter.com/cleapss/status/1292765691418992641
[3] https://www.sciencefriday.com/articles/science-friday-summer-institute-2020/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://linktr.ee/uabiodiversity
[2] https://twitter.com/msdelarosa1/status/1292273590398865411
[2] https://galwaybayfm.ie/galway-bay-fm-news-desk/design-team-appointed-for-new-school-for-the-bish-on-dangan-site/
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[2] https://twitter.com/DaveGoulson/status/1303975812857819136
[2] https://www.facebook.com/groups/2634226650127732

Top URLs in Tweet in G1:
[2] https://galwaybayfm.ie/galway-bay-fm-news-desk/design-team-appointed-for-new-school-for-the-bish-on-dangan-site/
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[2] https://twitter.com/DaveGoulson/status/1303975812857819136
[1] https://twitter.com/acardinot/status/1307268202905436161
[1] https://twitter.com/shassettruane/status/1310899490530955265
[1] https://twitter.com/SarahLRCarroll/status/1314179467171033089
[1] https://www.iopconferences.org/iop/frontend/reg/thome.csp?pageID=983793&eventID=1565
[1] https://twitter.com/FlynnDPaul/status/1308862606669742085
[1] https://pedagoggles.wordpress.com/2020/09/16/old-dog-new-tricks/
[1] https://twitter.com/IrishTimes/status/1304150032770187264

Top URLs in Tweet in G2:
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DfQivMID9_Pg&q=EgS4SO-bGNSChPwFIhkA8aeDS-fWcie2fHuEzbwuLh1q_avScL9RMgFy
[1] https://twitter.com/stanforded/status/1279822419532922880
[1] https://twitter.com/vicariouslee/status/1282546956020006912
[1] https://twitter.com/msdelarosa1/status/1292273590398865411
[1] https://www.npr.org/2020/09/25/917014304/educators-share-their-thoughts-on-teaching-during-the-pandemic
[1] https://www.edutopia.org/article/2-simple-ways-improve-online-instruction
[1] https://twitter.com/jste1924/status/1286743936942387206

Top URLs in Tweet in G3:
[2] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[2] https://www.buymeacoffee.com/C7YNSMjIF
[1] http://saharalameh.com
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DLgkfy-iPxDU&q=EgS4SO-bGN2ChPwFIhkA8aeDSyNu-M9f614V3u3JLxwK8rUemLmNMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dl5fGMJhD0qE&q=EgS4SO-bGN2ChPwFIhkA8aeDS6wUyYN0wvTDKvZcCkDZcPRab7BGMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DV8ndAyxkxtA&q=EgS4SO-bGN2ChPwFIhkA8aeDS3hQoP3xMyIAuFac1DfMFP1Jiv40MgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DgVebPEYiq2o&q=EgS4SO-bGNqChPwFIhkA8aeDS-hErJdjjfWwF4-cqKdn2vfUajg_MgFy
[1] https://www.givepulse.com/event/198004-Safety-Ambassador-ScienceEd-Building
[1] https://inspiringtas.org.au/wp-content/uploads/2020/08/National-Science-Week-Program-2020-DIGITAL.pdf
[1] https://twitter.com/edsurge/status/1177057707871952897

Top URLs in Tweet in G4:
[2] https://www.facebook.com/groups/2634226650127732
[1] https://twitter.com/nselascience/status/1287268448075120641
[1] https://twitter.com/Katayune/status/1288434537626767361
[1] https://www.uncoveringstudentideas.org
[1] https://www.uncoveringstudentideas.org/resources/3dimensions
[1] https://www.uncoveringstudentideas.org/dna
[1] https://www.eventbrite.com/e/spotlight-on-science-illuminating-what-matters-most-wamoeba-sisters-tickets-95449581267

Top URLs in Tweet in G5:
[3] https://www.sciencefriday.com/articles/science-friday-summer-institute-2020/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://www.sciencefriday.com/educational-resources/how-fireworks-get-their-colors/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G6:
[1] https://twitter.com/utdckatey/status/1283022993199955968

Top URLs in Tweet in G7:
[1] https://www.youtube.com/watch?v=JipGl1mVjgs&feature=youtu.be


Top URLs in Tweet in G8:
[3] https://twitter.com/cleapss/status/1292765691418992641
[2] https://twitter.com/wooksteroo/status/1278810706893254657
[1] https://www.rte.ie/news/2020/0911/1164575-cao-analysis/
[1] https://twitter.com/carcher_pd/status/1280577995611275264
[1] https://twitter.com/irishsciteach/status/1300008347551379457
[1] https://twitter.com/majelladempsey/status/1301835121063014402
[1] https://twitter.com/IamCitSci/status/1303506223124353024
[1] https://www.scidev.net/global/migration/editorials/mitigating-the-brain-drain-is-a-moral-necessity.html
[1] https://www.teacherspayteachers.com/Product/Using-Periodic-Trends-to-Predict-Drug-Effectiveness-3835283

Top URLs in Tweet in G9:
[2] https://linktr.ee/uabiodiversity
[1] https://twitter.com/msdelarosa1/status/1292273590398865411
[1] http://crowfund.arizona.edu
[1] https://twitter.com/LennonAudrain/status/1314285686787194880
[1] https://app.newsomatic.net/2020/9/1/the-continent-without-coronavirus?language=English&reading-level=5-6&t=d0ba6d2b-0dc5-4296-8bfe-2f49c180c518
[1] https://www.newsomatic.org/post/5-news-o-matic-articles-for-teaching-about-the-moon
[1] https://www.newsomatic.org/post/5-news-o-matic-articles-for-teaching-about-the-history-of-moon-exploration
[1] https://app.newsomatic.net/2020/9/23/why-do-leaves-change-colors?language=English&reading-level=5-6&t=db6dd259-fa40-4062-86e1-c7d3bd7d72b8
[1] https://www.science.org.au/sciencexart/spot-the-maths

Top URLs in Tweet in G10:
[1] https://ace-ed.org/vernier-launches-graphical-analysis-pro-app-for-science-instructors-students/
[1] https://ace-ed.org/virginia-discovery-education-science-experience-approved-for-use-statewide/
[1] https://ace-ed.org/new-packages-help-middle-school-teachers-incorporate-science-and-coding-into-instruction/
[1] https://twitter.com/DiscoveryEd/status/1306952383763820547

Top Domains
Top Domains in Tweet in Entire Graph:
[53] twitter.com
[22] helpteaching.com
[12] tandfonline.com
[8] google.com
[5] com.au
[5] youtube.com
[5] facebook.com
[4] globaleducationtimes.org
[4] sciencefriday.com
[3] ace-ed.org

Top Domains in Tweet in G1:
[10] twitter.com
[3] tandfonline.com
[2] galwaybayfm.ie
[1] iopconferences.org
[1] wordpress.com
[1] surveymonkey.com
[1] stanford.edu
[1] kaltura.com
[1] google.com

Top Domains in Tweet in G2:
[4] twitter.com
[1] google.com
[1] npr.org
[1] edutopia.org

Top Domains in Tweet in G3:
[4] google.com
[3] com.au
[2] facebook.com
[2] twitter.com
[2] buymeacoffee.com
[1] saharalameh.com
[1] givepulse.com
[1] org.au
[1] adamequipment.com
[1] chronicle.com

Top Domains in Tweet in G4:
[3] uncoveringstudentideas.org
[2] facebook.com
[2] twitter.com
[1] eventbrite.com

Top Domains in Tweet in G5:
[4] sciencefriday.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[1] youtube.com

Top Domains in Tweet in G8:
[9] twitter.com
[1] rte.ie
[1] scidev.net
[1] teacherspayteachers.com

Top Domains in Tweet in G9:
[2] twitter.com
[2] linktr.ee
[2] newsomatic.net
[2] newsomatic.org
[1] arizona.edu
[1] org.au

Top Domains in Tweet in G10:
[3] ace-ed.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[292] scienceed
[64] stem
[49] science
[25] stemed
[25] ngss
[22] stemeducation
[20] scienceteacher
[20] onlinelearning
[19] edchat
[19] education



Top Hashtags in Tweet in G1:
[5] frontiersofphysics2020
[3] astronomy
[2] science
[1] hechatie
[1] scienceselfefficacyinchildren
[1] scienceselfefficacyscale
[1] scientistfacilitatedinformaleducation
[1] frontiersofphysicsconference2020
[1] asechat
[1] scienceducation

Top Hashtags in Tweet in G2:
[15] scienceed
[9] ngss
[4] stem
[4] urbaned
[3] nycnearpod
[3] earthscience
[2] wertj
[2] nsta
[1] stemeducation
[1] ngsschat

Top Hashtags in Tweet in G3:
[51] scienceed
[9] science
[6] education
[6] stem
[6] biochat
[6] teach180
[5] stemeducation
[5] scicomm
[5] edchat
[5] stemed

Top Hashtags in Tweet in G4:
[10] scienceed
[9] nsta
[8] ngss
[7] nsta20
[5] scied
[4] stem
[4] formative
[2] nsela
[1] sciencects
[1] stem20

Top Hashtags in Tweet in G5:
[6] scienceed
[4] stemed
[4] scientificliteracy
[2] stem
[1] science
[1] phenomena
[1] ngss
[1] stemeducation

Top Hashtags in Tweet in G6:
[7] scienceed

Top Hashtags in Tweet in G7:
[4] scienceed
[3] womeninstem
[3] estuary
[3] ecologist
[2] youcandoboth
[2] whosaysscienceisntcool
[1] scied
[1] science
[1] scicomm
[1] blackinscicomm

Top Hashtags in Tweet in G8:
[17] scienceed
[9] edchatie
[4] chemed
[4] citizenscience
[4] citsci2020
[2] citsci
[2] blacklivesmatter
[2] blackintheivory
[2] ukedchat
[2] aussieed

Top Hashtags in Tweet in G9:
[14] scienceed
[11] students
[10] stem
[6] stemeducation
[4] maths
[4] education
[3] elementary
[3] middleschool
[3] science
[2] teachers

Top Hashtags in Tweet in G10:
[4] science
[4] scienceed
[4] middleschool
[3] ageofequity
[2] edequity
[1] stemed
[1] stem
[1] k12
[1] edpolicy
[1] coding

Top Words
Top Words in Tweet in Entire Graph:
[292] #scienceed
[182] science
[64] teachers
[64] #stem
[62] more
[56] students
[56] ctskeeley
[52] #science
[46] ideas
[44] learning

Top Words in Tweet in G1:
[29] vmcc_scienceed
[22] sarahlrcarroll
[19] murielgrenon
[18] scienceirel
[18] researchatnuig
[16] cellexplorers
[16] nuigalway
[16] nuigsu
[12] edtechne
[11] cconcannonsci

Top Words in Tweet in G2:
[29] doc_b_brown
[19] thanks
[16] more
[15] #scienceed
[14] jste1924
[14] allowing
[14] publish
[14] convinced
[14] potential
[14] value

Top Words in Tweet in G3:
[51] #scienceed
[13] science
[11] learning
[11] students
[9] #science
[8] great
[7] today
[6] #education
[6] ice
[6] #stem

Top Words in Tweet in G4:
[54] ctskeeley
[39] ideas
[36] uncovering
[35] probes
[23] resources
[22] life
[21] middle
[21] hs
[21] sci
[21] bio

Top Words in Tweet in G5:
[28] scifri
[19] science
[18] friday
[17] institute
[16] summer
[13] educators
[13] watched
[13] fireworks
[13] show
[13] wondered

Top Words in Tweet in G6:
[7] #scienceed
[6] attn
[6] peeps
[6] spread
[6] word
[6] apply
[6] bpenuel
[6] jbintzbscs
[6] abeslo
[6] sarahopenscied

Top Words in Tweet in G7:
[16] threw
[16] together
[16] lil
[16] graphic
[16] last
[16] night
[16] represent
[16] inherent
[16] connections
[16] sometimes

Top Words in Tweet in G8:
[17] #scienceed
[11] science
[9] #edchatie
[9] drjohnodonoghue
[8] deis
[6] useful
[5] teachers
[5] very
[5] poll
[5] respond

Top Words in Tweet in G9:
[14] #scienceed
[11] #students
[10] #stem
[10] news
[10] matic
[9] today's
[6] #stemeducation
[5] news_o_matic
[5] check
[4] teachers

Top Words in Tweet in G10:
[6] access2equityed
[6] students
[5] discoveryed
[5] provides
[5] lesson
[5] plans
[5] way
[5] vernierst
[5] teachers
[4] virginia

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[21] middle,hs
[21] hs,life
[21] life,sci
[21] sci,bio
[21] bio,teachers
[21] teachers,anyone
[21] anyone,familiar
[21] familiar,uncovering
[21] uncovering,st
[21] st,ideas

Top Word Pairs in Tweet in G1:
[16] scienceirel,vmcc_scienceed
[16] vmcc_scienceed,researchatnuig
[16] researchatnuig,nuigalway
[16] nuigalway,nuigsu
[14] nuigsu,murielgrenon
[13] cellexplorers,sarahlrcarroll
[13] sarahlrcarroll,scienceirel
[11] murielgrenon,cconcannonsci
[9] cconcannonsci,s_mc_g
[9] s_mc_g,shanemcc

Top Word Pairs in Tweet in G2:
[16] doc_b_brown,thanks
[14] thanks,jste1924
[14] jste1924,allowing
[14] allowing,publish
[14] publish,more
[14] more,convinced
[14] convinced,potential
[14] potential,value
[14] value,added
[13] added,techn

Top Word Pairs in Tweet in G3:
[4] #scienceed,#teach180
[3] #scicomm,#research
[3] #research,#sciencematters
[3] #sciencematters,#science
[3] #science,#researcher
[3] #researcher,#edutwitter
[3] #edutwitter,#education
[3] #education,#philosophy
[3] #philosophy,#university
[3] #university,#educationcannotwait

Top Word Pairs in Tweet in G4:
[21] middle,hs
[21] hs,life
[21] life,sci
[21] sci,bio
[21] bio,teachers
[21] teachers,anyone
[21] anyone,familiar
[21] familiar,uncovering
[21] uncovering,st
[21] st,ideas

Top Word Pairs in Tweet in G5:
[18] science,friday
[16] friday,summer
[16] summer,institute
[13] watched,fireworks
[13] fireworks,show
[13] show,wondered
[13] wondered,different
[13] different,colors
[13] colors,amazing
[13] amazing,reds

Top Word Pairs in Tweet in G6:
[6] attn,#scienceed
[6] #scienceed,peeps
[6] peeps,spread
[6] spread,word
[6] word,apply
[6] apply,bpenuel
[6] bpenuel,jbintzbscs
[6] jbintzbscs,abeslo
[6] abeslo,sarahopenscied
[6] sarahopenscied,shmoovyshmoov

Top Word Pairs in Tweet in G7:
[16] threw,together
[16] together,lil
[16] lil,graphic
[16] graphic,last
[16] last,night
[16] night,represent
[16] represent,inherent
[16] inherent,connections
[16] connections,sometimes
[16] sometimes,consider

Top Word Pairs in Tweet in G8:
[5] #edchatie,#scienceed
[5] science,teachers
[5] very,useful
[5] respond,below
[5] below,friend
[4] serious,food
[4] food,thought
[4] thought,achievement
[4] achievement,gap
[4] gap,between

Top Word Pairs in Tweet in G9:
[10] news,matic
[4] science_academy,inviting
[4] inviting,#students
[4] #students,cameras
[4] cameras,ready
[4] ready,spot
[4] spot,#maths
[4] #maths,part
[4] part,sciencexart
[4] matic,spoke

Top Word Pairs in Tweet in G10:
[5] lesson,plans
[4] virginia,discoveryed
[4] discoveryed,#science
[4] #science,experience
[4] experience,provides
[4] provides,lesson
[4] plans,embedded
[4] embedded,formative
[4] formative,assessments
[4] assessments,activities

Top Replied-To
Top Replied-To in Entire Graph:
@cellexplorers
@vmcc_scienceed
@acardinot
@sarahlrcarroll
@ellenmellon_88
@scifri
@ultrajessamyn
@audrey_ul
@itsgfreviews
@scottpresler

Top Replied-To in G1:
@cellexplorers
@vmcc_scienceed
@ellenmellon_88
@sarahlrcarroll
@acardinot
@ultrajessamyn
@audrey_ul
@bankphysics
@grainnewalshe
@flynndpaul

Top Replied-To in G5:
@scifri

Top Replied-To in G6:
@scifri

Top Replied-To in G7:
@ravenscimaven

Top Mentioned
Top Mentioned in Entire Graph:
@ctskeeley
@doc_b_brown
@scifri
@vmcc_scienceed
@murielgrenon
@researchatnuig
@scienceirel
@sarahlrcarroll
@nuigalway
@nuigsu

Top Mentioned in G1:
@vmcc_scienceed
@murielgrenon
@scienceirel
@researchatnuig
@sarahlrcarroll
@nuigalway
@nuigsu
@edtechne
@cellexplorers
@cconcannonsci

Top Mentioned in G2:
@doc_b_brown
@jste1924
@nearpod
@pearsonprimary
@mrshartnett115
@msljflores
@quizlet
@pearsonpte
@ctskeeley
@drchancewlewis

Top Mentioned in G3:
@dbis_sci

Top Mentioned in G4:
@ctskeeley
@arkscience
@amoebasisters
@aebaeder
@jtugel

Top Mentioned in G5:
@scifri
@chienforstem
@quartokids

Top Mentioned in G6:
@bpenuel
@jbintzbscs
@abeslo
@sarahopenscied
@shmoovyshmoov
@clandelstem
@tiffanyne
@ctskeeley
@tiffanyneill
@tamiplein

Top Mentioned in G7:
@scienergetic
@kathrynbeheshti
@sciallorg
@blackinscicomm
@blackinstemed
@mchammer
@dayshay88
@ravenscimaven

Top Mentioned in G8:
@drjohnodonoghue
@iamcitsci
@cleapss
@theslimevids
@brooksplanet2

Top Mentioned in G9:
@news_o_matic
@science_academy
@ahisa_national
@doc_b_brown
@darciemanning19
@scifri
@jste1924
@lennonaudrain
@uarizona
@mit

Top Mentioned in G10:
@access2equityed
@discoveryed
@vernierst
@samlabs
@edutalkradio
@maialee
@vdoe_news
@illumina

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@irishtimes
@protectingterra
@danzadanceorg
@bbcworld
@bexxmodd
@cbsnews
@boston1775
@academicchatter
@bot_africana

Top Tweeters in G1:
@iainmacl
@nuigsu
@dr_niamh_shaw
@ellenmellon_88
@simonharristd
@shanemcc
@scienceirel
@nuigalway
@elisatelisa
@mrsjmasters

Top Tweeters in G2:
@drjlmooreiii
@brettashtonsj
@nearpod
@jefordnctoy
@nycschools
@scifleur
@carolinebrooks_
@docchriswright
@jorgedoespbl
@kevnix

Top Tweeters in G3:
@paulguinnessy
@givepulseevents
@supportrealtchr
@logangin
@corsair_of_time
@jgates513
@scifinov
@sterlace
@brownellcassie
@massivesci

Top Tweeters in G4:
@nsta
@sciencecook
@sciencecat222
@drloriandersen
@amoebasisters
@lex1science
@science_4_all
@elemscitchr
@stemgalguzman
@mathfanhoefert

Top Tweeters in G5:
@ksbrooker
@hcresearcher
@cherilyntx
@phr5ed
@scifri
@phibetakappa
@katrobison
@mind2motion2
@lauraeventura
@jrzyshark

Top Tweeters in G6:
@bpenuel
@starrscience
@smithsonianscie
@tiffanyneill
@dora_kastel
@stemtricia
@tamiplein
@drspruitt
@bjmacnevin
@clandelstem

Top Tweeters in G7:
@femtech_
@chabis_ch
@mchammer
@gwenckatz
@scicommbot
@sunshinemenezes
@tinkeringprim8
@ravenscimaven
@oliviavespera
@scienergetic

Top Tweeters in G8:
@epuujee
@localecologist
@coopsciscoop
@lessontoolbox
@thughes313
@cleapss
@citsci_geek
@drjohnodonoghue
@chemistryed
@mcmorrowtara

Top Tweeters in G9:
@stem_ai
@gwr
@uarizona
@science_academy
@mit
@nybg
@news_o_matic
@lennonaudrain
@indschoolsvic
@susan11718

Top Tweeters in G10:
@noapp4pedagogy
@discoveryed
@illumina
@fpoodry
@edutalkradio
@vdoe_news
@vernierst
@rwarren42
@samlabs
@vanessalcurtis


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