scichat, Twitter, 8/1/2021 3:40:47 AM, 259278


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scichat_2021-07-31_16-48-02.xlsx
scichat_2021-07-31_16-48-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 01, 2021
Short Description:
scichat via NodeXL https://bit.ly/3yjrIwy
@garym
@praxismedhat
@ncse
@populationed
@pentaclethra
@paulenderle
@ericcurts
@stem_ai
@thease
@rosepillay1

Top hashtags:
#scichat
#stem
#edchat
#science
#scicomm
#edtech
#mathchat
#sschat
#d123
#cpchat

Description:
Description
The graph represents a network of 1,740 Twitter users whose tweets in the requested range contained "scichat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 01 August 2021 at 00:02 UTC.

The requested start date was Saturday, 31 July 2021 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 90-day, 22-hour, 0-minute period from Saturday, 01 May 2021 at 00:48 UTC to Friday, 30 July 2021 at 22:48 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 : 1740
Unique Edges : 1316
Edges With Duplicates : 8055
Total Edges : 9371
Number of Edge Types : 5
Retweet : 3088
MentionsInRetweet : 3790
Mentions : 1133
Tweet : 1339
Replies to : 21
Self-Loops : 1646
Reciprocated Vertex Pair Ratio : 0.0372381691233514
Reciprocated Edge Ratio : 0.0718025430067315
Connected Components : 144
Single-Vertex Connected Components : 64
Maximum Vertices in a Connected Component : 1338
Maximum Edges in a Connected Component : 8694
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.740727
Graph Density : 0.000883715703965154
Modularity : 0.248834
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1,740 Twitter users whose tweets in the requested range contained "scichat", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 01 August 2021 at 00:02 UTC.

The requested start date was Saturday, 31 July 2021 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 90-day, 22-hour, 0-minute period from Saturday, 01 May 2021 at 00:48 UTC to Friday, 30 July 2021 at 22:48 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 : 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:
[44] https://www.controlaltachieve.com/2021/05/how-big-is-space.html
[37] https://twitch.tv/sciencestreams
[26] https://www.globalschoolsearches.org/teachers.html
[19] https://schoolreportwriter.com/
[16] https://seab-sciencefair.com
[15] https://scitechdaily.com/protein-big-bang-reveals-molecular-makeup-for-medicine-and-bioengineering-applications/
[14] https://www.pressreader.com/article/281822876673303
[13] https://www.youtube.com/watch?v=0nrzDdceMME&feature=youtu.be

[12] https://www.nationalgeographic.com/science/article/dragon-man-fossil-skull-may-represent-new-human-species-in-china
[12] https://www.pressreader.com/article/281870121299077

Top URLs in Tweet in G1:
[26] https://www.globalschoolsearches.org/teachers.html
[16] https://seab-sciencefair.com
[15] https://scitechdaily.com/protein-big-bang-reveals-molecular-makeup-for-medicine-and-bioengineering-applications/
[14] https://www.pressreader.com/article/281822876673303
[12] https://www.pressreader.com/article/281870121299077
[11] https://twitter.com/PraxisMedHat/status/1406259856978309121
[10] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-01485-y
[9] https://medicinehatnews.com/life/local-life/2021/06/05/science-smarts-a-vortex-in-your-hands/
[9] https://blog.tcea.org/ios-science-apps/
[8] https://globalnews.ca/news/7900371/mars-covid-19-calgary-teen-astronaut-dreams/

Top URLs in Tweet in G2:
[7] https://www.nationalgeographic.com/science/article/dragon-man-fossil-skull-may-represent-new-human-species-in-china
[7] https://ncse.ngo/project-steve
[6] https://www.sciencemag.org/news/2021/05/piles-ancient-poop-reveal-extinction-event-human-gut-bacteria
[6] https://www.sfgate.com/local/article/fossil-find-california-ebmud-mastodon-bones-16192070.php
[6] http://www.birdandmoon.com/comic/smoke-and-mirrors/
[5] https://www.nature.com/articles/d41586-021-01250-1
[5] https://www.sciencemag.org/news/2021/06/ancient-siberian-cave-hosted-neanderthals-denisovans-and-modern-humans-possibly-same
[5] https://www.youtube.com/watch?v=chdXO_Bxdf8

[5] https://radiowest.kuer.org/post/carl-zimmer-life-s-biggest-question
[4] https://www.theguardian.com/world/2021/may/18/galapagos-rock-formation-darwins-arch-collapses-from-erosion

Top URLs in Tweet in G3:
[1] https://bit.ly/3gZO3cU?utm_campaign=W7B%20Contest&utm_content=166005524&utm_medium=social&utm_source=twitter&hss_channel=tw-2647865652
[1] https://bit.ly/33acJaz?utm_campaign=W7B%20Contest&utm_content=166000515&utm_medium=social&utm_source=twitter&hss_channel=tw-2647865652
[1] https://twitter.com/i/web/status/1391783842231590912
[1] https://twitter.com/i/web/status/1391800197227950081
[1] https://twitter.com/i/web/status/1396847206561423365
[1] https://twitter.com/i/web/status/1396849816370663426
[1] https://twitter.com/i/web/status/1396876988606988290
[1] https://twitter.com/i/web/status/1397209596301877257
[1] https://twitter.com/i/web/status/1397213368851828738
[1] https://twitter.com/i/web/status/1397224691316760577

Top URLs in Tweet in G4:
[3] https://www.theyellowbirdhouse.com/11-free-educational-websites-for-kids/
[3] https://www.edutopia.org/article/4-strategies-scaffold-complex-essential-reading
[3] https://www.weareteachers.com/morning-message-ideas/#.YIa_hyBq2_g.twitter
[3] https://www.weareteachers.com/individualized-learning-learning-loss/#.YJkxyl8S0V4.twitter
[3] https://blog.neolms.com/6-resources-for-teaching-about-artificial-intelligence/
[3] https://www.wonderexplorelearn.com/students-need-motivation-try-gamification/
[3] https://www.teachthought.com/learning/6-teaching-strategies-to-promote-deeper-learning/
[3] https://www.teachthought.com/critical-thinking/how-students-learn/
[3] https://learnography.wordpress.com/2021/03/29/why-is-learning-called-knowledge-transfer-to-students-brain/
[3] https://readingmiddlegrade.com/2021-summer-reading-guide-middle-grade-books/

Top URLs in Tweet in G5:
[38] https://www.controlaltachieve.com/2021/05/how-big-is-space.html
[11] https://www.controlaltachieve.com/p/science-links.html
[3] https://blog.tcea.org/investigating-science-with-flipgrid/@drbruceellis?utm_content=buffer66f2c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://twitter.com/JRSTpub/status/1392223450522136576
[2] https://blog.tcea.org/ios-science-apps/
[2] https://icograms.com/
[2] https://discord.com/invite/GEdMVxhYN5
[2] https://www.spanish.academy/blog/read-in-spanish-vi-free-spanish-texts-for-high-school-students/
[2] https://www.eventbrite.com/e/steam-space-education-virtual-conference-2021-registration-140136563233
[1] https://blog.tcea.org/investigating-science-with-flipgrid/

Top URLs in Tweet in G6:
[3] https://www.internet4classrooms.com/links_grades_kindergarten_12/july4.htm
[2] https://us10.campaign-archive.com/?u=500e0afcc20b6fe59b853cb5e&id=5d9013af9d
[2] https://www.eduporium.com/catalog/product/view/id/888/s/thames-kosmos-happy-atoms-educator-s-bundle-250-atoms/category/2/
[2] https://www.sciencedaily.com/releases/2021/07/210707112408.htm
[1] https://www.youtube.com/watch?v=MCTK_P8KobQ&feature=youtu.be

[1] https://twitter.com/DrGrayMorales/status/1388473905308999681
[1] https://www.sciencemag.org/news/2021/03/watch-winners-year-s-dance-your-phd-contest
[1] https://www.stemedinnovators.org/spring-programming
[1] https://block.fiverr.com/index.html?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3MyL2MyZGIwYTNhOTU/dXRtX3NvdXJjZT1Ud2l0dGVyX01vYmlsZQ==&uuid=71fd5770-b076-11eb-a347-b19d6115fc67&vid=
[1] https://twitter.com/i/web/status/1392641402706792462

Top URLs in Tweet in G7:
[28] https://twitch.tv/sciencestreams
[2] https://www.youtube.com/channel/UCQeDOnoCGPZHCAbsvgACRhw
[1] https://twitter.com/i/web/status/1392646021461647360
[1] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/forms/d/e/1FAIpQLSfPEvc-rrFeHxC5KEH_GUmW7VuYNGTji5hbcZAuNSD3CQhUaA/viewform?usp%3Dsf_link&followup=https://docs.google.com/forms/d/e/1FAIpQLSfPEvc-rrFeHxC5KEH_GUmW7VuYNGTji5hbcZAuNSD3CQhUaA/viewform?usp%3Dsf_link<mpl=forms
[1] https://twitter.com/i/web/status/1396474569775538186
[1] https://twitter.com/i/web/status/1397191473376940036
[1] https://twitter.com/i/web/status/1398059170763612163
[1] https://www.sciencealert.com/fear-in-babies-is-shaped-by-the-microbiome-inside-them-study-reveals
[1] https://sites.google.com/rcsd.k12.ny.us/sciencesuperheroes/home
[1] https://futurism.com/the-byte/toilet-poop-green-energy

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1398406637359144964
[1] http://physicsalive.com/shame/

Top URLs in Tweet in G9:
[9] https://www.ase.org.uk/best-steps-diagnostic-resource-gcse-science-teachers
[8] https://www.eventbrite.co.uk/e/ase-summer-conference-online-tickets-147115553581?aff=social
[4] https://www.eventbrite.co.uk/e/143313022107
[3] https://www.ase.org.uk/membership
[2] http://www.schoolscience.co.uk/bestbestevidencescienceteaching
[1] https://www.eventbrite.co.uk/e/physics-for-non-specialists-teaching-physics-post-covid-tickets-140488794767#ASEChat
[1] https://twitter.com/i/web/status/1392743964306984962
[1] https://www.ase.org.uk/bookshop/ase-guide-secondary-science-education-4th-edition
[1] https://www.eventbrite.co.uk/e/ase-online-futures-conference-2021-tickets-149671941807?aff=social
[1] https://www.schoolscience.co.uk/whyyoullnevercatchsmallpox

Top URLs in Tweet in G10:
[8] https://go.info.amplify.com/getintouch-webinar-fy21_science_lhs_national_springwebinar
[2] https://myemail.constantcontact.com/Activate-Learning-PRIME--A-Complete-K-5-Hands-On-Science-Solution.html?soid=1104275337756&aid=2a_fnbNw2tk
[2] https://www.savvas.com/symposium2021
[2] https://savvas.com/virtualstemfair
[2] https://www.savvas.com/index.cfm?locator=PS3i6m
[1] https://zoom.us/webinar/register/WN__jBJf778RQiP723VaoHPxQ
[1] https://twitter.com/ActivateScience/status/1421112458056503299
[1] https://home.edweb.net/webinar/stem20210727/
[1] https://twitter.com/i/web/status/1396475756335681544
[1] https://twitter.com/i/web/status/1396625241242312714

Top Domains
Top Domains in Tweet in Entire Graph:
[384] twitter.com
[226] scitechdaily.com
[141] nasa.gov
[97] sciencenews.org
[88] pressreader.com
[67] nature.com
[60] controlaltachieve.com
[53] edutopia.org
[46] smithsonianmag.com
[45] theconversation.com

Top Domains in Tweet in G1:
[223] scitechdaily.com
[178] twitter.com
[141] nasa.gov
[88] pressreader.com
[84] sciencenews.org
[55] nature.com
[45] medicinehatnews.com
[43] cbc.ca
[43] theconversation.com
[37] sciencebuddies.org

Top Domains in Tweet in G2:
[19] twitter.com
[15] ncse.ngo
[13] sciencenews.org
[12] theguardian.com
[12] nature.com
[12] sciencemag.org
[12] smithsonianmag.com
[9] nationalgeographic.com
[8] youtube.com
[8] mcgill.ca

Top Domains in Tweet in G3:
[41] bit.ly
[9] twitter.com

Top Domains in Tweet in G4:
[40] twitter.com
[33] edutopia.org
[19] weareteachers.com
[17] teachthought.com
[12] edweek.org
[11] blogspot.com
[10] edsurge.com
[9] cultofpedagogy.com
[8] shakeuplearning.com
[5] teachbetter.com

Top Domains in Tweet in G5:
[49] controlaltachieve.com
[10] twitter.com
[7] tcea.org
[6] spanish.academy
[6] youngzine.org
[2] icograms.com
[2] discord.com
[2] eventbrite.com

Top Domains in Tweet in G6:
[26] twitter.com
[5] savvas.com
[3] internet4classrooms.com
[2] youtube.com
[2] campaign-archive.com
[2] eduporium.com
[2] sciencedaily.com
[2] teacherspayteachers.com
[1] sciencemag.org
[1] stemedinnovators.org

Top Domains in Tweet in G7:
[28] twitch.tv
[8] twitter.com
[4] google.com
[2] youtube.com
[1] sciencealert.com
[1] futurism.com
[1] earthsky.org
[1] amazon.com
[1] stemtradingcards.org
[1] wakelet.com

Top Domains in Tweet in G8:
[1] twitter.com
[1] physicsalive.com

Top Domains in Tweet in G9:
[17] co.uk
[13] org.uk
[3] twitter.com
[1] rsc.org
[1] soundcloud.com
[1] mcgill.ca

Top Domains in Tweet in G10:
[18] savvas.com
[9] twitter.com
[9] amplify.com
[2] constantcontact.com
[1] zoom.us
[1] edweb.net
[1] nsta.org
[1] ow.ly
[1] kqed.org
[1] handsonaswegrow.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2702] scichat
[830] stem
[608] edchat
[564] science
[465] scicomm
[400] edtech
[317] mathchat
[298] sschat
[271] d123
[240] cpchat



Top Hashtags in Tweet in G1:
[1527] scichat
[578] stem
[440] science
[156] medhat
[150] scied
[134] scicomm
[129] evolution
[129] edchat
[124] aerospace
[111] space

Top Hashtags in Tweet in G2:
[307] scicomm
[303] scichat
[13] stem
[9] sciencetwitter
[7] phdvoice
[7] phdchat
[7] edutwitter
[7] educhat
[7] ukedchat
[7] teachers

Top Hashtags in Tweet in G3:
[40] edchat
[40] scichat
[40] sschat
[40] inspo
[2] wo7b

Top Hashtags in Tweet in G4:
[222] d123
[219] edchat
[205] edtech
[190] cpchat
[169] elemchat
[164] scichat
[162] mschat
[159] hschat
[157] ntchat
[156] mathchat

Top Hashtags in Tweet in G5:
[57] scichat
[43] edtech
[31] edchat
[26] k12
[25] mathchat
[21] engchat
[18] elearning
[17] education
[14] controlaltachieve
[14] lrnchat

Top Hashtags in Tweet in G6:
[75] scichat
[43] edchat
[26] edtech
[22] engchat
[22] mathchat
[20] learning
[17] literacy
[16] essayhelp
[16] homeworkhelp
[16] onlineclasses

Top Hashtags in Tweet in G7:
[45] scichat
[40] scitlap
[17] scicomm
[16] science
[11] games4ed
[9] ngsschat
[8] biochem
[8] gradschool
[8] ditchbook
[7] education

Top Hashtags in Tweet in G8:
[1] iteachphysics
[1] iteachmath
[1] iteachscience
[1] scichat

Top Hashtags in Tweet in G9:
[38] asesummerconf
[33] scichat
[32] scied
[29] asechat
[20] edchat
[19] physics
[6] educhat
[5] chatbiology
[5] chatphysics
[5] chatchemistry

Top Hashtags in Tweet in G10:
[40] scichat
[19] stem
[12] ngsschat
[11] edchat
[10] stem21
[8] science
[7] nsta
[7] sciencefriday
[6] nstachat
[5] ngss

Top Words
Top Words in Tweet in Entire Graph:
[2702] #scichat
[905] science
[830] #stem
[783] garym
[611] #edchat
[564] #science
[483] students
[465] #scicomm
[463] ncse
[403] #edtech

Top Words in Tweet in G1:
[1527] #scichat
[702] garym
[578] #stem
[528] science
[440] #science
[344] praxismedhat
[282] nasa
[198] latest
[197] students
[194] column

Top Words in Tweet in G2:
[347] ncse
[307] #scicomm
[303] #scichat
[75] garym
[57] science
[56] book
[42] mark
[37] calendar
[36] register
[35] climate

Top Words in Tweet in G3:
[69] video
[49] winning
[46] check
[40] congrats
[40] #edchat
[40] #scichat
[40] #sschat
[40] #inspo
[36] learn
[32] more

Top Words in Tweet in G4:
[223] #d123
[220] #edchat
[206] #edtech
[191] #cpchat
[168] #elemchat
[164] #scichat
[162] #mschat
[159] #hschat
[157] #ntchat
[156] #mathchat

Top Words in Tweet in G5:
[57] #scichat
[45] ericcurts
[43] #edtech
[40] students
[39] space
[38] scale
[37] big
[37] interactive
[37] simulations
[37] explore

Top Words in Tweet in G6:
[75] #scichat
[43] #edchat
[26] #edtech
[22] #engchat
[22] #mathchat
[20] #learning
[19] science
[17] #literacy
[16] hey
[16] offering

Top Words in Tweet in G7:
[45] #scichat
[40] #scitlap
[26] pentaclethra
[25] science
[23] share
[22] join
[18] connected
[17] #scicomm
[16] #science
[16] conversations

Top Words in Tweet in G8:
[116] happening
[59] physics
[58] aapthq
[58] high
[58] school
[58] teacher
[58] camp
[58] virtually
[58] summer
[58] register

Top Words in Tweet in G9:
[79] thease
[41] resource
[41] steps
[40] science
[38] #asesummerconf
[33] keynote
[33] #scichat
[32] #scied
[32] more
[29] free

Top Words in Tweet in G10:
[40] #scichat
[34] science
[26] savvaslearning
[22] virtual
[19] learning
[19] #stem
[16] stem
[15] join
[15] nsta
[14] sure

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[264] #d123,#edchat
[249] #edchat,#edtech
[230] #science,#scichat
[224] #scichat,#scicomm
[219] #stem,#scichat
[217] #edtech,#cpchat
[193] 'science,smarts'
[186] #sschat,#scichat
[185] #scichat,#mathchat
[182] #cpchat,#elemchat

Top Word Pairs in Tweet in G1:
[205] #science,#scichat
[193] 'science,smarts'
[189] #stem,#scichat
[178] smarts',column
[141] #scichat,#stem
[132] nasa,#scichat
[124] #scichat,#aerospace
[113] latest,'science
[111] #aerospace,#stem
[111] #stem,#science

Top Word Pairs in Tweet in G2:
[165] #scichat,#scicomm
[91] #scicomm,#scichat
[37] mark,calendar
[32] calendar,register
[32] ncse,mark
[22] ncse,icymi
[21] news,death
[19] book,first
[19] first,steps
[18] sad,news

Top Word Pairs in Tweet in G3:
[49] winning,video
[40] #edchat,#scichat
[40] #scichat,#sschat
[40] #sschat,#inspo
[36] check,winning
[34] video,learn
[32] learn,more
[10] place,video
[9] tian,hsu
[9] hsu,london

Top Word Pairs in Tweet in G4:
[215] #d123,#edchat
[198] #edchat,#edtech
[183] #edtech,#cpchat
[168] #cpchat,#elemchat
[161] #elemchat,#mschat
[159] #mschat,#hschat
[154] #hschat,#ntchat
[153] #ntchat,#pblchat
[151] #pblchat,#apchat
[151] #apchat,#suptchat

Top Word Pairs in Tweet in G5:
[37] big,space
[37] interactive,simulations
[37] students,explore
[37] explore,scale
[34] ericcurts,big
[20] space,check
[20] check,interactive
[20] simulations,students
[18] help,students
[18] scale,size

Top Word Pairs in Tweet in G6:
[16] #engchat,#literacy
[16] hey,offering
[16] offering,#essayhelp
[16] #essayhelp,#homeworkhelp
[16] #homeworkhelp,#onlineclasses
[16] #onlineclasses,#assignmenthelp
[16] #assignmenthelp,dm
[16] dm,whatsapp
[16] whatsapp,text
[16] text,551

Top Word Pairs in Tweet in G7:
[16] connected,conversations
[11] #scichat,#scitlap
[8] #science,#scichat
[8] 2020,2021
[8] 2021,season
[8] season,connected
[8] conversations,come
[8] come,end
[8] end,thank
[8] thank,wonderful

Top Word Pairs in Tweet in G8:
[58] happening,aapthq
[58] aapthq,high
[58] high,school
[58] school,physics
[58] physics,teacher
[58] teacher,camp
[58] camp,happening
[58] happening,virtually
[58] virtually,summer
[58] summer,register

Top Word Pairs in Tweet in G9:
[26] keynote,panel
[26] panel,selected
[26] selected,sessions
[26] sessions,#asesummerconf
[26] #asesummerconf,recorded
[26] recorded,adding
[26] adding,more
[22] thease,keynote
[21] steps,resource
[20] scientific,understanding

Top Word Pairs in Tweet in G10:
[14] stem,fair
[11] miller,levine
[11] levine,biology
[9] nsta,#stem21
[9] virtual,marketplace
[9] first,see
[9] see,best
[9] best,selling
[9] selling,miller
[9] biology,available

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@nasa
@gwardis
@medicinehatnews
@thease
@paulenderle
@aapthq
@kellyoshea

Top Mentioned in G1:
@garym
@praxismedhat
@nasa
@gwardis
@ncse
@medicinehatnews
@paulenderle
@nature
@sciencebuddies
@educatoral

Top Mentioned in G2:
@ncse
@garym
@lemoustier
@carlzimmer
@desilva_jerry
@bbc_future
@theleakeyfndtn
@yorkfestofideas
@brianapobiner
@nautilusmag

Top Mentioned in G3:
@populationed
@shorewoodlearns
@bhs_ri
@spgsmain
@vanessarancano
@drewcostley
@maddycfox
@wuwmenviron
@drmariasimbra
@ormorrison

Top Mentioned in G4:
@paulenderle
@weareteachers
@teachthought
@e_sheninger
@edsurge
@cultofpedagogy
@shakeuplearning
@teachertoolkit
@britannicalearn
@neolms

Top Mentioned in G5:
@ericcurts
@vedajunction
@flipgrid
@limestonesteam
@mguhlin
@tcea
@jumbominds
@pharoscareer
@drbruceellis
@essayguybackup1

Top Mentioned in G6:
@drkarah372018
@drvivian372018
@gifexperiments

Top Mentioned in G7:
@pentaclethra
@daleyscience
@natty_science
@mpilakow
@hezjbranch
@techybeckyyoung
@burgessdave
@sc
@mnlimas
@marylyndphan

Top Mentioned in G8:
@aapthq
@kellyoshea

Top Mentioned in G9:
@thease
@bestevsciteach
@rupertwegerif
@defi_cambridge
@dave2004b
@schoolscience
@rsc_eic
@cleapss
@yeasminmortuza
@physicspartners

Top Mentioned in G10:
@savvaslearning
@teachpasci
@nsta
@activatescience
@caahayes
@dajae_monae
@nasa
@monica_vincent
@njstanews
@kennethrmiller

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@inabster
@cipherequality
@bexxmodd
@miguelhilargiak
@menabster
@chilhon2016lap
@cybersecurityn8
@viralvideovlogs
@kimvie

Top Tweeters in G1:
@femtech_
@cipherequality
@miguelhilargiak
@viralvideovlogs
@frazzling
@dataaugmented
@artificialbra1n
@globeandmail
@jfsebastian146
@devvibesbot

Top Tweeters in G2:
@inabster
@menabster
@bbcnews
@nytimes
@paul_trembath
@pennytindall
@wsj
@awarding_women
@thegrugq
@rmathematicus

Top Tweeters in G3:
@pxwhittle
@marissaaevans
@aacountyschools
@tjdelsanto
@annemariewthr
@longislandpress
@lborgprojocom
@kevinrichert
@gregoryjon
@newsmanchris

Top Tweeters in G4:
@forbes
@fastcompany
@discriminantbot
@mssackstein
@scalarhumanity
@teachertoolkit
@google
@newyorker
@gcouros
@shakeuplearning

Top Tweeters in G5:
@thecuriousluke
@education_24x7
@flipgrid
@jc_james_clark
@leearaoz
@sdiazc39
@pen63
@rsamantha725
@luisegh030272
@tcea

Top Tweeters in G6:
@s_bearden
@eduporium
@jackiegerstein
@indritvucaj
@teel0ck
@theresajhall
@internet4classr
@jeremiahosgo
@pritski
@nashworld

Top Tweeters in G7:
@burgessdave
@taramartinedu
@urbie
@drcaberry
@jasonwilliamsny
@tarafarah7
@paulsolarz
@irvspanish
@2footgiraffe
@swankykindaguy

Top Tweeters in G8:
@sjdj
@jsb16
@willyb
@kristingregory7
@quantum_goat
@jleescience
@dbeam758
@jim_deane
@fpoodry
@kristenrec

Top Tweeters in G9:
@askgerbil
@13scidave
@hrogerson
@phoare1963
@sciencecat222
@viciascience
@mmmm_astrom
@evahartell
@priscigeeks
@cleapss

Top Tweeters in G10:
@betteastevens
@handsonaswegrow
@nsta
@annebala
@happylaura
@monica_vincent
@padeptofed
@dajae_monae
@jengutierrez18
@janetsplanet


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