scichat, Twitter, 7/4/2021 12:20:35 AM, 258210


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scichat_2021-07-03_16-48-01.xlsx
scichat_2021-07-03_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 04, 2021
Short Description:
scichat via NodeXL https://bit.ly/2UqtWuU
@garym
@praxismedhat
@ericcurts
@ncse
@populationed
@b0tsci
@pentaclethra
@stem_ai
@paulenderle
@thease

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

Description:
Description
The graph represents a network of 2,143 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, 04 July 2021 at 00:00 UTC.

The requested start date was Saturday, 03 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 92-day, 21-hour, 18-minute period from Thursday, 01 April 2021 at 00:05 UTC to Friday, 02 July 2021 at 21:23 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 : 2143
Unique Edges : 1570
Edges With Duplicates : 9461
Total Edges : 11031
Number of Edge Types : 5
MentionsInRetweet : 4506
Mentions : 1459
Retweet : 3540
Tweet : 1509
Replies to : 17
Self-Loops : 1783
Reciprocated Vertex Pair Ratio : 0.0394574599260173
Reciprocated Edge Ratio : 0.0759193357058126
Connected Components : 147
Single-Vertex Connected Components : 69
Maximum Vertices in a Connected Component : 1732
Maximum Edges in a Connected Component : 10310
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.997338
Graph Density : 0.00073459155010581
Modularity : 0.264643
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 2,143 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, 04 July 2021 at 00:00 UTC.

The requested start date was Saturday, 03 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 92-day, 21-hour, 18-minute period from Thursday, 01 April 2021 at 00:05 UTC to Friday, 02 July 2021 at 21:23 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:
[74] https://www.controlaltachieve.com/2021/04/earth-timelapse.html
[54] https://twitch.tv/sciencestreams
[47] https://makedesigninnovate.weebly.com/bloglesson-share/earth-science-innovation-choice-boards
[44] https://www.controlaltachieve.com/2021/05/how-big-is-space.html
[35] https://schoolreportwriter.com/
[29] https://www.controlaltachieve.com/p/science-links.html
[24] https://www.ck12.org/conceptmap/
[21] https://techcommunity.microsoft.com/t5/articles/learn-how-to-solve-math-problems-with-math-solver-in-microsoft/m-p/2195689
[16] https://www.globalschoolsearches.org/teachers.html
[16] https://seab-sciencefair.com

Top URLs in Tweet in G1:
[35] https://schoolreportwriter.com/
[16] https://seab-sciencefair.com
[16] https://www.globalschoolsearches.org/teachers.html
[14] https://www.pressreader.com/article/281822876673303
[13] https://www.pressreader.com/article/281758452089816
[13] https://www.pressreader.com/article/281754157167338
[12] https://www.pressreader.com/article/281745567202487
[12] https://www.pressreader.com/article/281758452119443
[12] https://www.pressreader.com/article/281870121299077
[12] https://6thgradeworldsolutions.blogspot.com/2021/04/we-can-do-this.html

Top URLs in Tweet in G2:
[52] https://twitch.tv/sciencestreams
[8] https://www.wbur.org/onpoint/2021/04/01/lifes-edge-science-writer-carl-zimmer-alive-science
[7] https://www.nationalgeographic.com/science/article/dragon-man-fossil-skull-may-represent-new-human-species-in-china
[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] https://www.youtube.com/channel/UCQeDOnoCGPZHCAbsvgACRhw
[5] https://www.youtube.com/watch?v=chdXO_Bxdf8

[5] https://www.sciencemag.org/news/2021/06/ancient-siberian-cave-hosted-neanderthals-denisovans-and-modern-humans-possibly-same
[5] https://www.nature.com/articles/d41586-021-01250-1
[5] https://radiowest.kuer.org/post/carl-zimmer-life-s-biggest-question

Top URLs in Tweet in G3:
[64] https://www.controlaltachieve.com/2021/04/earth-timelapse.html
[42] https://makedesigninnovate.weebly.com/bloglesson-share/earth-science-innovation-choice-boards
[34] https://www.controlaltachieve.com/2021/05/how-big-is-space.html
[25] https://www.controlaltachieve.com/p/science-links.html
[20] https://www.ck12.org/conceptmap/
[10] https://edulastic.com/blog/sparkscience/
[8] https://www.earthcam.com/
[4] https://www.youtube.com/watch?v=9NYFgTE5QHY

[3] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkfJsqwu6Yzc&q=EgS4SO-bGOSg-IAGIhkA8aeDS64Tn6S6JRSM32GWAlxnBxUxvZzPMgFy
[3] https://twitter.com/JRSTpub/status/1392223450522136576

Top URLs in Tweet in G4:
[11] https://www.weareteachers.com/squid-dissection-lab-activity/?utm_content=1617047048&utm_medium=social&utm_source=twitterers.com/squid-dissection-lab-activity/
[11] https://blog.google/products/search/5-ways-search-can-help-you-learn/
[7] https://www.mystemkits.com/
[5] https://blog.neolms.com/6-resources-for-teaching-about-artificial-intelligence/
[5] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3633_world_ocean_day_celebration.htm
[4] https://www.theyellowbirdhouse.com/11-free-educational-websites-for-kids/
[4] https://readingmiddlegrade.com/2021-summer-reading-guide-middle-grade-books/
[4] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3577_invention_convention_8_websites_teach_inventions.htm
[4] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3582_human_impact_environment.htm
[4] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3626_factile-_an_easy_way_create_jeopardy-style_quiz_games.htm

Top URLs in Tweet in G5:
[1] https://bit.ly/3gZO3cU?utm_campaign=W7B%20Contest&utm_content=166005524&utm_medium=social&utm_source=twitter&hss_channel=tw-2647865652
[1] https://twitter.com/i/web/status/1382013839785529344
[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

Top URLs in Tweet in G6:
[2] https://schoolship.org/glwfc
[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/
[1] https://www.inqits.com/
[1] https://twitter.com/whalingmuseum/status/1379489780824735757
[1] https://twitter.com/Etownscience/status/1379572658833084416
[1] https://twitter.com/nytimes/status/1379813228214169602
[1] https://origamiorganelles.com/collections/organelles-cells
[1] https://www.droneblocks.io/droneblocks-edu
[1] https://twitter.com/DroneBlocks/status/1377577732901642243

Top URLs in Tweet in G7:
[10] https://www.youtube.com/watch?v=0nrzDdceMME&feature=youtu.be

[1] https://twitter.com/i/web/status/1398406637359144964
[1] http://physicsalive.com/shame/
[1] https://m.tiktok.com/v/6961977908978027781.html?_d=secCgYIASAHKAESMgowIED7c7ttPG%2BnlxIGpJ6vS%2FhGUUUwwAC1atmfpoPyYnpvmPA4%2FhAhHtsE5ffAlfq%2BGgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAABrDl8w6a2cwFJrP40XaznKmvFQrW8jieymbKGi4o4oWpkWWeqRnlSHHpcv_LIUGJ&share_app_id=1233&share_item_id=6961977908978027781&share_link_id=B7C8EF8A-47E6-4DC2-A9DD-94886CC9712D&source=h5_m×tamp=1621231557&tt_from=twitter&u_code=d3710mmd5kj851&user_id=6624929472997064709&utm_campaign=client_share&utm_medium=ios&utm_source=twitter

Top URLs in Tweet in G8:
[2] https://teachmag.com/archives/11368
[2] https://mass.pbslearningmedia.org/resource/mol20tnc-sci-animalmigrations/tracking-animal-migrations-h2o-the-molecule-that-made-us/
[2] https://mass.pbslearningmedia.org/resource/mol20-sci-groundwater/disappearing-groundwater-h2o-the-molecule-that-made-us/
[1] https://issuu.com/teachmag/docs/teach_mayjun2021/28
[1] https://teachmag.com/archives/11503
[1] https://twitter.com/i/web/status/1385205549315366914
[1] https://twitter.com/i/web/status/1385315066967470085
[1] https://twitter.com/i/web/status/1385330156148076560
[1] https://teachmag.com/archives/11261
[1] https://www.pbslearningmedia.org/resource/buac20-912-sci-ess-lifecyclestars-lp/life-cycle-of-stars-lesson-plan/

Top URLs in Tweet in G9:
[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.eventbrite.co.uk/e/physics-for-non-specialists-teaching-physics-post-covid-tickets-140488794767#ASEChat
[3] https://www.ase.org.uk/membership
[2] https://www.eventbrite.co.uk/e/a-send-masterclass-online-2021-across-2-vacation-mornings-tickets-144181896935
[2] https://www.ase.org.uk/bookshop/ase-guide-secondary-science-education-4th-edition
[1] http://www.schoolscience.co.uk/bestbestevidencescienceteaching
[1] http://www.schoolscience.co.uk/whyyoullnevercatchsmallpox
[1] https://www.schoolscience.co.uk/whyyoullnevercatchsmallpox
[1] https://twitter.com/i/web/status/1410138600994398215

Top URLs in Tweet in G10:
[1] https://www.pbs.org/newshour/extra/daily-videos/after-four-decades-of-aids-progress-has-been-made-but-major-problems-remain/
[1] https://twitter.com/i/web/status/1387385107728805889
[1] https://twitter.com/gpbeducation/status/1381686903993475073
[1] https://www.pbs.org/newshour/extra/daily-videos/daily-news-lesson-will-offshore-wind-energy-drive-renewable-energy-push/
[1] https://www.pbs.org/newshour/extra/lessons-plans/lesson-plan-the-history-of-vaccination-and-opposition-to-it/
[1] https://www.pbs.org/newshour/extra/lessons-plans/lesson-plan-design-a-thermoelectric-generator-to-help-meet-un-sustainable-development-goals/

Top Domains
Top Domains in Tweet in Entire Graph:
[583] twitter.com
[198] scitechdaily.com
[153] controlaltachieve.com
[147] nasa.gov
[117] pressreader.com
[69] sciencenews.org
[66] youtube.com
[60] savvas.com
[59] edutopia.org
[56] smithsonianmag.com

Top Domains in Tweet in G1:
[274] twitter.com
[196] scitechdaily.com
[145] nasa.gov
[117] pressreader.com
[65] sciencenews.org
[60] savvas.com
[54] medicinehatnews.com
[51] cbc.ca
[44] smithsonianmag.com
[42] nature.com

Top Domains in Tweet in G2:
[52] twitch.tv
[33] twitter.com
[17] youtube.com
[14] nytimes.com
[12] sciencemag.org
[11] smithsonianmag.com
[10] theguardian.com
[9] nationalgeographic.com
[8] wbur.org
[7] mcgill.ca

Top Domains in Tweet in G3:
[123] controlaltachieve.com
[42] weebly.com
[20] edulastic.com
[20] ck12.org
[14] twitter.com
[8] earthcam.com
[7] youtube.com
[3] google.com
[3] zoom.us
[2] icograms.com

Top Domains in Tweet in G4:
[81] twitter.com
[43] weareteachers.com
[42] teacheridea.com
[40] edutopia.org
[17] teachthought.com
[12] blogspot.com
[12] blog.google
[11] edweek.org
[11] cultofpedagogy.com
[11] shakeuplearning.com

Top Domains in Tweet in G5:
[41] bit.ly
[10] twitter.com

Top Domains in Tweet in G6:
[21] twitter.com
[3] paper.li
[2] schoolship.org
[2] youtube.com
[2] campaign-archive.com
[2] eduporium.com
[1] inqits.com
[1] origamiorganelles.com
[1] droneblocks.io
[1] viglink.com

Top Domains in Tweet in G7:
[10] youtube.com
[1] twitter.com
[1] physicsalive.com
[1] tiktok.com

Top Domains in Tweet in G8:
[35] pbslearningmedia.org
[12] twitter.com
[4] teachmag.com
[1] issuu.com
[1] facebook.com
[1] youtu.be
[1] wwtambassadors.org

Top Domains in Tweet in G9:
[21] co.uk
[5] twitter.com
[5] org.uk
[1] soundcloud.com

Top Domains in Tweet in G10:
[4] pbs.org
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2963] scichat
[882] stem
[664] edchat
[528] science
[472] edtech
[440] scicomm
[335] mathchat
[316] sschat
[291] d123
[274] elemchat



Top Hashtags in Tweet in G1:
[1575] scichat
[634] stem
[354] science
[168] medhat
[134] scied
[120] evolution
[116] aerospace
[111] biology
[109] scicomm
[106] edchat

Top Hashtags in Tweet in G2:
[327] scichat
[287] scicomm
[35] scitlap
[25] science
[17] stem
[16] ecology
[16] ngsschat
[14] sciencetwitter
[13] phdchat
[11] education

Top Hashtags in Tweet in G3:
[76] scichat
[31] controlaltachieve
[16] googleearth
[15] edtech
[7] iteachscience
[5] edchat
[5] science
[5] edulasticearth
[5] edulasticscience
[5] sschat

Top Hashtags in Tweet in G4:
[339] edtech
[323] edchat
[273] scichat
[254] d123
[211] elemchat
[208] cpchat
[185] mschat
[182] mathchat
[174] hschat
[161] ntchat

Top Hashtags in Tweet in G5:
[40] edchat
[40] scichat
[40] sschat
[40] inspo
[2] wo7b

Top Hashtags in Tweet in G6:
[74] scichat
[26] edchat
[21] stem
[20] edtech
[19] mathchat
[15] engchat
[13] education
[13] learning
[12] edreform
[11] science

Top Hashtags in Tweet in G7:
[3] scichat
[2] edchat
[1] education
[1] educators
[1] iteachphysics
[1] iteachmath
[1] iteachscience
[1] tiktok
[1] mathchat

Top Hashtags in Tweet in G8:
[42] scichat
[13] edchat
[8] ngss
[7] edtech
[7] science
[5] outdoorclassrooms
[5] bigbang
[4] stem
[3] lessonplan
[3] earthday

Top Hashtags in Tweet in G9:
[38] asesummerconf
[37] physics
[36] scied
[27] scichat
[22] asechat
[11] educhat
[11] edchat
[8] send
[6] edutwitter
[4] ukedchat

Top Hashtags in Tweet in G10:
[15] invented
[6] scichat
[4] ngsschat
[3] sschat
[2] globaledchat
[2] whapchat
[1] musiceducation
[1] elachat
[1] artsed
[1] performingarts

Top Words
Top Words in Tweet in Entire Graph:
[2963] #scichat
[1086] science
[882] #stem
[744] garym
[665] #edchat
[539] students
[530] #science
[472] #edtech
[441] ncse
[440] #scicomm

Top Words in Tweet in G1:
[1575] #scichat
[658] garym
[634] #stem
[558] science
[411] praxismedhat
[354] #science
[290] nasa
[208] 'science
[206] smarts'
[197] latest

Top Words in Tweet in G2:
[327] #scichat
[314] ncse
[287] #scicomm
[67] register
[66] garym
[65] book
[64] mark
[62] calendar
[51] pentaclethra
[43] climate

Top Words in Tweet in G3:
[190] ericcurts
[166] science
[146] earth
[128] changes
[106] explore
[96] interactive
[84] choice
[84] boards
[76] #scichat
[64] 37

Top Words in Tweet in G4:
[339] #edtech
[323] #edchat
[273] #scichat
[254] #d123
[210] #elemchat
[208] #cpchat
[185] #mschat
[182] #mathchat
[174] #hschat
[161] #ntchat

Top Words in Tweet in G5:
[69] video
[49] winning
[46] check
[41] congrats
[40] #edchat
[40] #scichat
[40] #sschat
[40] #inspo
[36] learn
[32] more

Top Words in Tweet in G6:
[74] #scichat
[26] #edchat
[21] #stem
[20] #edtech
[19] #mathchat
[15] #engchat
[13] #education
[13] #learning
[12] #edreform
[11] #science

Top Words in Tweet in G7:
[112] happening
[66] school
[66] teacher
[58] physics
[56] aapthq
[56] high
[56] camp
[56] virtually
[56] summer
[56] register

Top Words in Tweet in G8:
[54] students
[42] #scichat
[32] gbheducation
[25] more
[21] introduce
[20] hope
[20] pbs
[19] create
[18] learningmedia
[18] janetiwasa

Top Words in Tweet in G9:
[85] thease
[60] teaching
[49] join
[48] science
[43] physics
[41] non
[41] specialists
[38] workshops
[38] #asesummerconf
[37] tackle

Top Words in Tweet in G10:
[64] lesson
[46] newshourextra
[36] pbs
[27] newshour
[26] extra
[23] plan
[23] history
[23] vaccination
[23] opposition
[23] covers

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[278] #d123,#edchat
[261] #edchat,#edtech
[242] #stem,#scichat
[226] #edtech,#cpchat
[216] #scichat,#scicomm
[206] 'science,smarts'
[205] #science,#scichat
[190] #scichat,#stem
[190] #cpchat,#elemchat
[190] smarts',column

Top Word Pairs in Tweet in G1:
[213] #stem,#scichat
[206] 'science,smarts'
[190] smarts',column
[167] #science,#scichat
[152] #scichat,#stem
[135] nasa,#scichat
[117] options,useful
[116] #scichat,#aerospace
[114] praxismedhat,icymi
[111] praxis,'science

Top Word Pairs in Tweet in G2:
[166] #scichat,#scicomm
[73] #scicomm,#scichat
[62] mark,calendar
[62] calendar,register
[52] ncse,mark
[36] connected,conversations
[27] book,life's
[27] life's,edge
[21] earth,day
[19] ncse,icymi

Top Word Pairs in Tweet in G3:
[87] earth,science
[84] choice,boards
[64] explore,37
[64] 37,years
[64] years,changes
[61] ericcurts,explore
[50] changes,google
[50] google,earth
[50] earth,timelapse
[50] timelapse,awesome

Top Word Pairs in Tweet in G4:
[242] #d123,#edchat
[222] #edchat,#edtech
[203] #edtech,#cpchat
[180] #cpchat,#elemchat
[164] #elemchat,#mschat
[159] #mschat,#hschat
[152] #hschat,#ntchat
[151] #ntchat,#pblchat
[150] #pblchat,#apchat
[150] #apchat,#suptchat

Top Word Pairs in Tweet in G5:
[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 G6:
[11] #scichat,#mathchat
[9] #edchat,#k12
[8] #k12,#learning
[8] #learning,#edleadership
[8] #engchat,#literacy
[8] #literacy,#scichat
[8] #mathchat,#scichat
[7] #edleadership,#edtech
[7] #edtech,#engchat
[7] #mathchat,#edreform

Top Word Pairs in Tweet in G7:
[56] happening,aapthq
[56] aapthq,high
[56] high,school
[56] school,physics
[56] physics,teacher
[56] teacher,camp
[56] camp,happening
[56] happening,virtually
[56] virtually,summer
[56] summer,register

Top Word Pairs in Tweet in G8:
[19] introduce,students
[18] pbs,learningmedia
[18] students,janetiwasa
[18] janetiwasa,molecular
[18] molecular,biologist
[18] biologist,computer
[18] computer,animator
[18] animator,hope
[18] hope,create
[18] create,more

Top Word Pairs in Tweet in G9:
[41] physics,non
[41] non,specialists
[38] specialists,workshops
[38] workshops,join
[37] teaching,#physics
[35] #physics,physics
[34] take,fear
[34] fear,teaching
[26] keynote,panel
[26] panel,selected

Top Word Pairs in Tweet in G10:
[26] pbs,newshour
[26] newshour,extra
[23] extra,lesson
[23] lesson,plan
[23] plan,history
[23] history,vaccination
[23] vaccination,opposition
[23] opposition,lesson
[23] lesson,covers
[23] covers,smallpox

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

Top Mentioned in G1:
@garym
@praxismedhat
@nasa
@savvaslearning
@gwardis
@ncse
@medicinehatnews
@educatoral
@inspectorplanet
@paulenderle

Top Mentioned in G2:
@ncse
@garym
@pentaclethra
@carlzimmer
@therealbdabney
@lemoustier
@theleakeyfndtn
@desilva_jerry
@khayhoe
@yorkfestofideas

Top Mentioned in G3:
@ericcurts
@edulastic
@limestonesteam
@garym
@jeff_ed_
@nashworld
@phetsims
@googleforedu
@christinekdixon
@ck12foundation

Top Mentioned in G4:
@paulenderle
@weareteachers
@mystemkits
@teachthought
@vedajunction
@e_sheninger
@cultofpedagogy
@shakeuplearning
@ericcurts
@edsurge

Top Mentioned in G5:
@populationed
@shorewoodlearns
@bhs_ri
@spgsmain
@vanessarancano
@drewcostley
@maddycfox
@wuwmenviron
@drmariasimbra
@ormorrison

Top Mentioned in G6:
@droneblocks
@gifexperiments

Top Mentioned in G7:
@aapthq
@kellyoshea
@trevormuir
@jheiding
@shareski
@courosa

Top Mentioned in G8:
@gbheducation
@janetiwasa
@novapbs
@teachmag
@novaeducation
@gpbeducation
@amexperiencepbs
@nasa
@spacetelescope
@pbsteachers

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

Top Mentioned in G10:
@newshourextra
@newshour
@newshou
@mekkadonmusic
@creativitydept
@saribethrose
@lacountyartsed
@justvisionmedia
@grundlerart
@reportinglabs

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@cipherequality
@bexxmodd
@rosenchild
@chilhon2016lap
@cybersecurityn8
@ronaldclarke
@frazzling
@dataaugmented
@trendsinai

Top Tweeters in G1:
@femtech_
@cipherequality
@frazzling
@dataaugmented
@hackneywick
@artificialbra1n
@jfsebastian146
@fabriciosx
@devvibesbot
@thmda

Top Tweeters in G2:
@trendsinai
@aowd25
@bbcnews
@nytimes
@godfrey_g_
@paul_trembath
@wsj
@awarding_women
@dazilmz
@rmathematicus

Top Tweeters in G3:
@bexxmodd
@gr8wheels
@mguhlin
@cuzkristoff
@principalogg
@crestwoodsupt
@indritvucaj
@wickededtech
@tanyacomrie2
@mrpiercey

Top Tweeters in G4:
@bar_zie
@thecuriousluke
@forbes
@fastcompany
@mzteachuh
@discriminantbot
@mssackstein
@scalarhumanity
@teachertoolkit
@brainpicker

Top Tweeters in G5:
@pxwhittle
@marissaaevans
@aacountyschools
@tjdelsanto
@annemariewthr
@longislandpress
@lborgprojocom
@kevinrichert
@gregoryjon
@newsmanchris

Top Tweeters in G6:
@cambridgegirl
@cristama
@jackiegerstein
@eduporium
@teel0ck
@drmcgettigan
@micwalker
@jeremiahosgo
@jonathanwylie
@newscience101

Top Tweeters in G7:
@courosa
@shareski
@rosepillay1
@sailwozniak
@sjdj
@jsb16
@willyb
@kristingregory7
@jleescience
@quantum_goat

Top Tweeters in G8:
@needhibhalla
@fillmorewhite
@_emilybot
@th3far
@audubonsociety
@dunneteach
@solokomwater
@novapbs
@wwfcanada
@amexperiencepbs

Top Tweeters in G9:
@askgerbil
@13scidave
@phoare1963
@viciascience
@sciencecat222
@mmmm_astrom
@priscigeeks
@sciencelp
@cleapss
@robin2reader

Top Tweeters in G10:
@rosenchild
@chilhon2016lap
@lulu82824
@hubbucket
@newshour
@mekkadonmusic
@ritadentino
@oldcojote
@dtwyman
@ewhitmore


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