scichat, Twitter, 2/11/2023 1:24:25 AM, 289108


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scichat_2023-02-10_17-16-48.xlsx
scichat_2023-02-10_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 11, 2023
Short Description:
scichat via NodeXL https://bit.ly/3DZMUMX
@garym
@ericcurts
@praxismedhat
@tcea
@paulenderle
@bunsenbernerbmd
@ncse
@jc_james_clark
@markj_ohnson
@ken_patterson

Top hashtags:
#scichat
#edchat
#stem
#scicomm
#edtech
#science
#d123
#teachers
#learning
#sschat

Description:
Description
The graph represents a network of 1,566 Twitter users whose recent tweets contained "scichat", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 01:20 UTC.

The tweets in the network were tweeted over the 3284-day, 20-hour, 20-minute period from Thursday, 13 February 2014 at 02:23 UTC to Friday, 10 February 2023 at 22:43 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 1566
Unique Edges : 1037
Edges With Duplicates : 8760
Total Edges : 9797
Number of Edge Types : 8
Retweet : 3424
MentionsInRetweet : 4315
Mentions : 905
Replies to : 81
MentionsInReplyTo : 79
Tweet : 919
Quote : 54
MentionsInQuote : 20
Self-Loops : 2113
Reciprocated Vertex Pair Ratio : 0.0307093425605536
Reciprocated Edge Ratio : 0.0595887536718422
Connected Components : 65
Single-Vertex Connected Components : 38
Maximum Vertices in a Connected Component : 1420
Maximum Edges in a Connected Component : 9477
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.596265
Graph Density : 0.000972339531334794
Modularity : 0.212125
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,566 Twitter users whose recent tweets contained "scichat", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 01:20 UTC.

The tweets in the network were tweeted over the 3284-day, 20-hour, 20-minute period from Thursday, 13 February 2014 at 02:23 UTC to Friday, 10 February 2023 at 22:43 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : scichat
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:
[152] https://www.controlaltachieve.com/2023/01/creating-photo-words-with-google-slides.html
[87] https://sciencelessonsthatrock.com/pbl1-project-based-learning-what-is-it-html/
[43] https://www.controlaltachieve.com/2022/11/8-googley-wintertime-activities-for-kids.html
[28] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[19] https://www.stemprintables.com/earth-science/nasa-artemis-program-webquest-mission-to-the-moon-and-beyond/
[15] https://twitch.tv/sciencestreams
[15] https://schoolreportwriter.com/
[12] https://blog.tcea.org/steam-powered-winter-activities/
[12] https://www.weareteachers.com/8th-grade-science-projects/#Echobox=1674235113
[10] https://twitter.com/moorejh/status/1607420560761552896/photo/1

Top URLs in Tweet in G1:
[12] https://schoolreportwriter.com/
[9] https://earthsky.org/astronomy-essentials/what-is-the-milky-way-galaxy/
[8] https://nabt.wufoo.com/forms/2023-darwin-day-with-nabt-ncse/
[8] https://www.bbc.com/news/world-us-canada-64059050?utm_source=Nature+Briefing&utm_campaign=f589b64038-briefing-dy-20221223&utm_medium=email&utm_term=0_c9dfd39373-f589b64038-42977571
[8] https://scitechdaily.com/healthy-new-brain-food-for-stressed-university-students/
[7] https://us02web.zoom.us/webinar/register/WN_6UCMkcVjS_2g0znLVQ0s9Q
[7] https://www.youtube.com/watch?v=GwBIO8YfLzs

[7] https://medium.com/@deep.space/why-is-the-speed-of-light-exactly-300-000-km-s-ace1e42433b5
[6] https://knowablemagazine.org/article/food-environment/2022/city-birds-are-changing-their-tune?cookieSet=1
[6] https://www.scientificamerican.com/article/see-the-largest-flower-ever-found-encased-in-amber/?amp;text=See

Top URLs in Tweet in G2:
[145] https://www.controlaltachieve.com/2023/01/creating-photo-words-with-google-slides.html
[38] https://www.controlaltachieve.com/2022/11/8-googley-wintertime-activities-for-kids.html
[5] https://www.controlaltachieve.com/p/science-links.html
[1] https://twitter.com/ericcurts/status/1612509513919127561/photo/1
[1] https://www.controlaltachieve.com/2022/10/join-control-alt-achieve-email.html
[1] https://twitter.com/ericcurts/status/1594026445675716608/photo/1
[1] https://twitter.com/ericcurts/status/1597577366708035587/photo/1
[1] https://twitter.com/ericcurts/status/1598121283799191553/photo/1
[1] https://techwithlittles.blogspot.com/2022/10/batfacts.html
[1] https://twitter.com/TechWithLittles/status/1623873386903658496/photo/1

Top URLs in Tweet in G3:
[83] https://sciencelessonsthatrock.com/pbl1-project-based-learning-what-is-it-html/
[25] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[8] https://blog.tcea.org/steam-powered-winter-activities/
[6] https://twitter.com/TCEA/status/1603284332117999616/photo/1
[5] https://blog.tcea.org/how-to-design-science-lessons-based-on-instructional-research
[3] https://whatihavelearnedteaching.com/5e-model-science-instruction/
[3] https://twitter.com/TCEA/status/1602065949057843201/photo/1
[3] https://twitter.com/TCEA/status/1597433434057723904/photo/1
[3] https://twitter.com/TCEA/status/1611820476808003584/photo/1
[3] https://www.controlaltachieve.com/2023/01/creating-photo-words-with-google-slides.html

Top URLs in Tweet in G4:
[7] https://teacherhead.com/2022/11/20/brilliant-questioning-sequences-some-examples-from-the-field/
[7] https://www.weareteachers.com/8th-grade-science-projects/#Echobox=1674235113
[6] https://www.edutopia.org/article/to-increase-student-engagement-focus-on-motivation/
[6] https://www.edutopia.org/article/3-ways-activate-student-engagement
[5] https://www.edutopia.org/blog/22-powerful-closure-activities-todd-finley
[4] https://www.weareteachers.com/silent-ball/#.Y1rRM_Ntrkg.twitter
[4] https://www.teachthought.com/critical-thinking/habits-that-make-thinkers/
[4] https://www.bookwidgets.com/blog/2022/09/20-helpful-tips-to-become-an-organized-and-focused-teacher
[4] https://ditchthattextbook.com/ai/
[4] https://samlabs.com/us/benefits-of-computational-thinking/

Top URLs in Tweet in G5:
[8] https://twitter.com/i/spaces/1OdKrzeEADyKX
[5] https://bunsenbernerbmd.buzzsprout.com/
[4] https://twitter.com/Oceanfilly/status/1474058154816253954/photo/1
[3] https://www.buzzsprout.com/413041/11768704-scichat-with-anthropologist-neil-kaplan-kelly-the-history-of-peace
[2] https://www.buzzsprout.com/413041/11851360-scichat-dr-one-pagan-on-drunk-flies-and-stoned-dolphins
[2] https://www.buzzsprout.com/413041/11651821-scichat-with-lauren-pharr-woodpecker-expert
[2] https://twitter.com/i/spaces/1gqGvyPEBwzKB
[2] https://www.buzzsprout.com/413041/11894486-scichat-with-dr-emily-fairfax-all-about-beavers
[2] https://twitter.com/bunsenbernerbmd/status/1622988545295265793
[1] https://www.buzzsprout.com/413041/11995021-scichat-with-immunologist-dr-yane-valdez-tejeira

Top URLs in Tweet in G6:
[1] https://twitter.com/Ken_Patterson/status/1617655545254580224/photo/1
[1] https://twitter.com/Ken_Patterson/status/1617884585324576769/photo/1
[1] https://twitter.com/Ken_Patterson/status/1618647362179579915/photo/1
[1] https://blog.tcea.org/steam-powered-winter-activities/
[1] https://www.controlaltachieve.com/p/science-links.html
[1] https://www.controlaltachieve.com/2023/01/creating-photo-words-with-google-slides.html
[1] https://www.controlaltachieve.com/2022/11/8-googley-wintertime-activities-for-kids.html

Top URLs in Tweet in G7:
[19] https://www.stemprintables.com/earth-science/nasa-artemis-program-webquest-mission-to-the-moon-and-beyond/
[8] https://justabiologyteacher.school.blog/2022/12/31/starting-a-new-teaching-job-in-the-middle-of-the-school-year-heres-what-to-do/
[5] https://justabiologyteacher.school.blog/2023/01/20/the-key-to-unlocking-student-potential-stop-watching-the-clock/
[5] https://justabiologyteacher.school.blog/2023/01/08/revolutionize-your-science-class-with-these-amazing-word-wall-strategies/
[5] https://justabiologyteacher.school.blog/2022/12/31/the-dark-side-of-technology-in-education/
[4] https://www.youtube.com/watch?v=XDHg6e1SDAQ&feature=youtu.be

[4] https://justabiologyteacher.school.blog/2023/01/20/transform-your-teaching-how-to-have-the-right-conversation-with-yourself-every-day/
[4] https://justabiologyteacher.school.blog/2023/01/21/part-1-setting-the-tone/
[4] https://twitter.com/CJH_Science/status/1618631555664187395/photo/1
[4] https://twitter.com/CJH_Science/status/1616424078381924353/photo/1

Top URLs in Tweet in G8:
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=ad6167c0-a016-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=e86ad0f0-6d02-11ed-95c4-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=0826e500-8ecd-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=bb54a1c0-7f15-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=5e75abd0-8ba8-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=ddc08060-8e03-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=b4d00b60-8883-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=5d354b20-905f-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=f3762be0-9771-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=8472a070-9a96-11ed-98b5-fa163eed9ef2

Top URLs in Tweet in G9:
[1] https://arstechnica.com/science/2023/01/experiments-with-paper-airplanes-reveal-surprisingly-complex-aerodynamics/
[1] https://www.psi.edu/news/iooutbursts
[1] https://twitter.com/planetarysci/status/1610305063318069250/photo/1
[1] https://twitter.com/QuantaMagazine/status/1612436679226281985
[1] https://twitter.com/NASA/status/1599815833492295693
[1] https://twitter.com/JupiterBits/status/1616284514090684416
[1] https://twitter.com/sciam/status/1603376826054852609
[1] https://twitter.com/BBCWorld/status/1608506400866549760
[1] https://twitter.com/TansuYegen/status/1619696595620237316
[1] https://twitter.com/planetarysci/status/1610305063318069250

Top URLs in Tweet in G10:
[4] https://twitter.com/MrOrysiuk/status/1605293039110463488/photo/1
[4] https://twitter.com/MrOrysiuk/status/1605292903479365636/photo/1
[4] https://twitter.com/MrOrysiuk/status/1605293236922515457/photo/1
[4] https://fromcanada.org/
[3] https://twitter.com/FromCanada_org/status/1597665282452963328/photo/1
[1] https://www.buzzsprout.com/413041/11994976-scichat-with-food-scientist-dr-gail-barnes
[1] https://tweetedtimes.com/v/1835
[1] https://twitter.com/KtStationery/status/1604462144220991489/photo/1
[1] https://twitter.com/CottingSchool/status/1591094218960900096/photo/1
[1] http://12DaySummit.net

Top Domains
Top Domains in Tweet in Entire Graph:
[421] twitter.com
[211] controlaltachieve.com
[182] scitechdaily.com
[122] school.blog
[106] paper.li
[87] sciencelessonsthatrock.com
[68] nature.com
[63] medium.com
[59] sciencenews.org
[56] youtube.com

Top Domains in Tweet in G1:
[179] scitechdaily.com
[94] twitter.com
[67] nature.com
[62] medium.com
[59] sciencenews.org
[54] cbc.ca
[53] smithsonianmag.com
[42] paper.li
[38] theguardian.com
[37] theconversation.com

Top Domains in Tweet in G2:
[189] controlaltachieve.com
[6] twitter.com
[1] blogspot.com

Top Domains in Tweet in G3:
[83] sciencelessonsthatrock.com
[38] tcea.org
[17] twitter.com
[4] controlaltachieve.com
[3] whatihavelearnedteaching.com
[2] renovatedlearning.com
[2] festeredu.com
[1] principalsdesk.org
[1] paper.li

Top Domains in Tweet in G4:
[29] edutopia.org
[25] twitter.com
[15] gettingsmart.com
[13] weareteachers.com
[12] ajjuliani.com
[8] techlearning.com
[8] controlaltachieve.com
[8] teacherhead.com
[8] blogspot.com
[8] tcea.org

Top Domains in Tweet in G5:
[29] twitter.com
[21] buzzsprout.com
[1] getrevue.co
[1] speakingofgeoscience.org
[1] wixsite.com

Top Domains in Tweet in G6:
[3] twitter.com
[3] controlaltachieve.com
[1] tcea.org

Top Domains in Tweet in G7:
[103] school.blog
[46] twitter.com
[19] stemprintables.com
[12] google.com
[4] youtube.com
[3] classcraft.com
[2] teacherspayteachers.com
[1] fabiodisalvo.com
[1] nodexlgraphgallery.org
[1] tu.edu

Top Domains in Tweet in G8:
[31] paper.li

Top Domains in Tweet in G9:
[15] twitter.com
[1] arstechnica.com
[1] psi.edu
[1] youtube.com
[1] sandiegouniontribune.com
[1] celestrak.org
[1] trib.al
[1] nasa.gov

Top Domains in Tweet in G10:
[39] twitter.com
[4] fromcanada.org
[3] solumaths.com
[3] youtube.com
[2] teacherspayteachers.com
[1] buzzsprout.com
[1] tweetedtimes.com
[1] 12daysummit.net
[1] constantcontact.com
[1] clearcto.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2381] scichat
[585] edchat
[577] stem
[476] scicomm
[467] edtech
[448] science
[252] d123
[243] teachers
[227] learning
[220] sschat



Top Hashtags in Tweet in G1:
[1522] scichat
[458] stem
[403] scicomm
[278] science
[118] evolution
[114] scied
[113] biology
[88] history
[84] edchat
[72] astronomy

Top Hashtags in Tweet in G2:
[10] controlaltachieve
[10] scichat
[6] edtech
[4] elachat
[4] sschat
[4] mathchat
[3] googleedu
[3] tlap
[1] edtechchat
[1] edutwitter

Top Hashtags in Tweet in G3:
[121] scichat
[96] science
[83] pbl
[83] teaching
[27] learning
[25] stem
[25] cooltools
[25] edutwitter
[10] steam
[8] educoach

Top Hashtags in Tweet in G4:
[239] edchat
[224] edtech
[215] d123
[202] scichat
[180] cpchat
[167] elemchat
[160] mschat
[157] hschat
[155] ntchat
[149] pblchat

Top Hashtags in Tweet in G5:
[39] scichat
[8] petchat
[6] academicheroes
[1] sotu
[1] rcwoodpecker
[1] teamfish
[1] dnd

Top Hashtags in Tweet in G6:
[54] chatgpt
[4] scichat
[3] edchat
[3] edleadership
[3] k12
[3] edtech
[3] kidsdeserveit
[3] edreform
[3] mathchat
[2] healing

Top Hashtags in Tweet in G7:
[158] edchat
[154] k12
[149] teachers
[136] teachertwitter
[133] education
[130] stemeducation
[130] learning
[129] scichat
[124] technology
[124] classroomteacher

Top Hashtags in Tweet in G8:
[31] hschat
[31] scichat
[15] langchat

Top Hashtags in Tweet in G9:
[17] scichat
[8] scicomm
[7] space
[3] math
[3] mathchat
[3] problemsolving
[3] mathresource
[3] edresouce
[3] jupiter
[2] nasa

Top Hashtags in Tweet in G10:
[51] scichat
[33] edchat
[19] mathchat
[19] edtech
[19] learning
[18] edleadership
[17] literacy
[17] k12
[11] science
[9] asu

Top Words
Top Words in Tweet in Entire Graph:
[2381] #scichat
[1147] garym
[708] science
[585] #edchat
[577] #stem
[566] ncse
[476] #scicomm
[467] #edtech
[450] #science
[306] slides

Top Words in Tweet in G1:
[1522] #scichat
[1132] garym
[533] ncse
[458] #stem
[451] science
[403] #scicomm
[280] #science
[212] climate
[204] more
[204] news

Top Words in Tweet in G2:
[290] slides
[189] ericcurts
[146] photo
[145] image
[145] text
[145] place
[145] creating
[145] words
[145] make
[145] inside

Top Words in Tweet in G3:
[150] tcea
[121] #scichat
[102] lessons
[96] #science
[83] rock
[83] #pbl
[83] sure
[83] right
[83] doing
[83] #teaching

Top Words in Tweet in G4:
[239] #edchat
[224] #edtech
[215] #d123
[202] #scichat
[180] #cpchat
[167] #elemchat
[160] #mschat
[157] #hschat
[155] #ntchat
[149] #suptchat

Top Words in Tweet in G5:
[180] bunsenbernerbmd
[118] science
[70] beaker
[67] bunsen
[46] pawdcast
[46] peace
[42] amazing
[39] #scichat
[38] yep
[38] scichat

Top Words in Tweet in G6:
[54] #chatgpt
[53] panicking
[53] stay
[53] revolutionize
[53] work
[53] instead
[53] tool
[53] see
[53] absolutely
[52] ken_patterson

Top Words in Tweet in G7:
[158] #edchat
[154] #k12
[149] #teachers
[136] #teachertwitter
[133] #education
[130] #learning
[130] #stemeducation
[129] #scichat
[124] #technology
[124] #classroomteacher

Top Words in Tweet in G8:
[31] #hschat
[31] latest
[31] #scichat
[29] thanks
[16] special
[16] jewish
[16] education
[16] daily
[15] news
[15] wl

Top Words in Tweet in G9:
[32] ncse
[25] michaelemann
[24] member
[24] board
[24] ncse's
[24] directors
[20] science
[20] musk
[20] usatoday
[19] mainstream

Top Words in Tweet in G10:
[51] #scichat
[33] #edchat
[20] essay
[19] #edtech
[19] #mathchat
[19] #learning
[18] #edleadership
[17] #k12
[17] #literacy
[11] #science

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[303] #scichat,#scicomm
[250] #edchat,#edtech
[238] #d123,#edchat
[224] #stem,#scichat
[200] #edtech,#cpchat
[182] #sschat,#scichat
[180] #cpchat,#elemchat
[176] #teachers,#teachertwitter
[171] #elemchat,#mschat
[167] #edleadership,#edtech

Top Word Pairs in Tweet in G1:
[287] #scichat,#scicomm
[188] #stem,#scichat
[146] #science,#scichat
[143] science,outreach
[143] smarts',column
[143] 'science,smarts'
[143] latest,praxis
[143] outreach,'science
[143] praxis,science
[132] column,medicine

Top Word Pairs in Tweet in G2:
[145] image,inside
[145] text,slides
[145] slides,place
[145] words,google
[145] photo,words
[145] creating,photo
[145] inside,text
[145] google,slides
[145] slides,make
[145] place,image

Top Word Pairs in Tweet in G3:
[94] #science,lessons
[83] rock,#scichat
[83] right,#science
[83] sure,doing
[83] #scichat,#pbl
[83] doing,right
[83] lessons,rock
[83] #pbl,#teaching
[82] tcea,sure
[32] provides,template

Top Word Pairs in Tweet in G4:
[213] #edchat,#edtech
[204] #d123,#edchat
[180] #edtech,#cpchat
[167] #cpchat,#elemchat
[160] #elemchat,#mschat
[156] #mschat,#hschat
[152] #hschat,#ntchat
[149] #pblchat,#apchat
[149] #sschat,#scichat
[149] #ntchat,#pblchat

Top Word Pairs in Tweet in G5:
[46] science,pawdcast
[32] pawdcast,award
[32] bunsenbernerbmd,hey
[30] call,science
[30] science,types
[30] putting,open
[30] types,science
[30] open,call
[30] hey,putting
[29] award,winn

Top Word Pairs in Tweet in G6:
[53] revolutionize,work
[53] absolutely,revolutionize
[53] tool,absolutely
[53] #chatgpt,stay
[53] stay,instead
[53] instead,panicking
[53] panicking,see
[53] see,tool
[52] ken_patterson,#chatgpt
[52] work,practi

Top Word Pairs in Tweet in G7:
[135] #teachers,#teachertwitter
[132] #teachertwitter,#education
[129] #education,#stemeducation
[129] #edchat,#k12
[124] #technology,#classroomteacher
[124] #stemeducation,#technology
[118] #k12,#learning
[113] #edleadership,#edtech
[96] #learning,#edleadership
[92] #classroomteacher,#scienceeducation

Top Word Pairs in Tweet in G8:
[31] #hschat,#scichat
[16] special,education
[16] jewish,special
[16] latest,jewish
[16] daily,thanks
[16] education,daily
[15] wl,#langchat
[15] latest,pbl
[15] #langchat,news
[15] pbl,wl

Top Word Pairs in Tweet in G9:
[24] ncse's,board
[24] michaelemann,member
[24] board,directors
[24] member,ncse's
[19] science,michaelemann
[19] mainstream,science
[19] attacks,mainstream
[19] ncse,musk
[19] openly,encouraged
[19] directors,told

Top Word Pairs in Tweet in G10:
[15] #edchat,#learning
[14] #literacy,#scichat
[14] #edleadership,#edtech
[13] #learning,#edleadership
[10] #edchat,#literacy
[10] finals,#mathchat
[10] #edtech,#edchat
[10] paper,pay
[10] #scichat,essay
[10] essay,due

Top Replied-To
Top Replied-To in Entire Graph:
@bunsenbernerbmd
@drcaberry
@kathybenison
@claretempley
@jacquelyngill
@ncse
@hebisdpeople
@hebisd
@neallpogue
@ericcurts

Top Replied-To in G1:
@andrewdessler
@sciencenews
@neallpogue
@jacquelyngill

Top Replied-To in G2:
@ericcurts

Top Replied-To in G4:
@teacher2teacher

Top Replied-To in G5:
@bunsenbernerbmd
@indra_bartona
@csulbmammallab
@oceanfilly
@claretempley
@kathybenison

Top Replied-To in G7:
@hebisdpeople
@hebisd

Top Replied-To in G9:
@ncse

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@ericcurts
@gwardis
@praxismedhat
@bunsenbernerbmd
@tcea
@paulenderle
@cjh_science
@ken_patterson

Top Mentioned in G1:
@garym
@ncse
@gwardis
@praxismedhat
@nature
@paulenderle
@laelaps
@sciencebuddies
@stemhub_se
@sciencenews

Top Mentioned in G2:
@ericcurts
@techwithlittles
@ohiogeg
@sarahjkiefer

Top Mentioned in G3:
@tcea
@tceajmg
@ericcurts
@dianalrendina
@tmclain903
@paulenderle
@mdancho84
@nanette79310814

Top Mentioned in G4:
@paulenderle
@edutopia
@getting_smart
@weareteachers
@ajjuliani
@zarinali6
@garym
@cjh_science
@teacherhead
@ericcurts

Top Mentioned in G5:
@bunsenbernerbmd
@nuclearquaffle
@hayrose12
@astrodaria
@zagrrl
@malikagrayson
@zedscience
@emilyfairfax
@mangroverivulus

Top Mentioned in G6:
@ken_patterson
@tcea
@ericcurts

Top Mentioned in G7:
@forsanamerican
@cjh_science
@mammothscience
@stemprintables
@hebisd
@katinarhodescjh
@cynthiamorganh1
@benjaminkirton1
@hebisdpeople
@plugusin

Top Mentioned in G8:
@paulenderle
@brookespubco
@jtanews
@jdforward
@jewishnewsuk
@jewishtweets
@jewishjournal
@auschwitzmuseum
@pblworks
@rabbijilljacobs

Top Mentioned in G9:
@ncse
@michaelemann
@usatoday
@jenlucpiquant
@arstechnica
@ncsereid
@ioio_obs
@nasa
@nasa_orion
@nasajuno

Top Mentioned in G10:
@juliepjones
@milaconara

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@rk70534
@cybersecurityn8
@streamerwallcom
@astwisa
@ronaldclarke
@frecklesxx20
@ambiimoore
@godfrey_g_
@andrewmorrisuk

Top Tweeters in G1:
@rk70534
@astwisa
@godfrey_g_
@andrewmorrisuk
@blackphysicists
@globeandmail
@slate
@eco1start
@neilyoungsaveus
@petertoupin

Top Tweeters in G2:
@_simplyoasis
@lowellroemer
@emmanuelbethoux
@wheatpoweredram
@physedbum
@dkemball
@brwneyedsoulman
@carolinencarr
@cesarerivasr
@pgeorge

Top Tweeters in G3:
@gdorn1
@blubberycrest
@pcalleypbvusd
@bikespoke
@siengchong
@sleepingmind
@vipulasharma1
@drsolis
@tcea
@jusbeinkandi

Top Tweeters in G4:
@washingtonpost
@ndtvfeed
@galactic_ditto
@npr
@rdene915
@markj_ohnson
@teacher2teacher
@stem_ai
@shakeuplearning
@teacherhead

Top Tweeters in G5:
@frecklesxx20
@ambiimoore
@rrnunez
@llhawaii
@gawlinskilaura
@sbram94
@ktynot
@mpweirdopodcast
@1mirandaallen
@16pawswy

Top Tweeters in G6:
@shellterrell
@afrikanfengshui
@drkatrinaadkins
@richardklee1
@lead4education
@phausedu
@robert_schuetz
@craigpeterson16
@bri_ishteacher
@thaliataz

Top Tweeters in G7:
@sectest9
@cybersecurityn8
@alicekeeler
@grjenkin
@enderton_justin
@jc_james_clark
@cecilia_bocking
@saaspump
@e_sheninger
@sm_telecomm

Top Tweeters in G8:
@prasannavishy
@newsneus
@erobbprincipal
@auschwitzmuseum
@jdforward
@jtanews
@andydrc
@manningbooks
@jewishnewsuk
@gaw101

Top Tweeters in G9:
@usatoday
@adamisalamb
@bbcworld
@joseyrider
@aleksanderrb
@fillmorewhite
@rainmaker1973
@green_footballs
@michaelemann
@paganforge

Top Tweeters in G10:
@burgessdave
@iconohash
@i4isp
@fromcanada_org
@middaygujarati
@propaperwrite
@brianvision
@write2spotlight
@writers_papers
@bobombede


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