scichat, Twitter, 2/14/2021 12:53:18 AM, 248678


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scichat_2021-02-13_16-31-07.xlsx
scichat_2021-02-13_16-31-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 14, 2021
Short Description:
scichat via NodeXL https://bit.ly/2OCPFNB
@garym
@ncse
@praxismedhat
@pj_saez
@mrmwilby
@middleweb
@weareteachers
@ericcurts
@b0tsci
@markj_ohnson

Top hashtags:
#scichat
#science
#stem
#edchat
#scicomm
#mathchat
#edtech
#sschat
#engchat
#scied

Description:
Description
The graph represents a network of 1,962 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, 14 February 2021 at 00:42 UTC.

The requested start date was Saturday, 13 February 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 73-day, 23-hour, 29-minute period from Tuesday, 01 December 2020 at 01:11 UTC to Saturday, 13 February 2021 at 00:40 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 : 1962
Unique Edges : 1169
Edges With Duplicates : 6685
Total Edges : 7854
Number of Edge Types : 5
Retweet : 2540
MentionsInRetweet : 3101
Mentions : 1054
Tweet : 1141
Replies to : 18
Self-Loops : 1332
Reciprocated Vertex Pair Ratio : 0.0385363954846244
Reciprocated Edge Ratio : 0.0742128935532234
Connected Components : 179
Single-Vertex Connected Components : 80
Maximum Vertices in a Connected Component : 1502
Maximum Edges in a Connected Component : 7150
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.097863
Graph Density : 0.000693440541112343
Modularity : 0.299525
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 1,962 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, 14 February 2021 at 00:42 UTC.

The requested start date was Saturday, 13 February 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 73-day, 23-hour, 29-minute period from Tuesday, 01 December 2020 at 01:11 UTC to Saturday, 13 February 2021 at 00:40 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:
[39] https://twitch.tv/sciencestreams
[31] https://www.controlaltachieve.com/p/science-links.html
[26] https://www.weareteachers.com/tiktok-science-experiments/?utm_content=1608646381&utm_medium=social&utm_source=facebook
[16] https://icograms.com/
[15] http://www.edjoin.org/Home/Jobs?countyID=0&districtID=3338&catID=1
[14] https://ncse.ngo/darwin-day-approaches-13
[14] https://timss2019.org/international-database/index.html
[13] https://www.shorturl.at/abezEand
[13] https://www.shorturl.at/nsAH3
[13] https://www.freetech4teachers.com/2021/01/nine-neat-nasa-resources-for-students.html

Top URLs in Tweet in G1:
[10] https://www.edutopia.org/article/how-set-science-fair-during-pandemic
[10] https://www.edutopia.org/article/low-tech-scientific-exploration-students-home
[7] https://www.cbc.ca/news/canada/edmonton/fort-mcmurray-maryam-tsegaye-khan-1.5829840
[7] https://www.sciencenews.org/article/upwelling-rock-beneath-atlantic-ocean-may-drive-continents-apart?utm_source=email&utm_medium=email&utm_campaign=latest-newsletter-v2&utm_source=Latest_Headlines&utm_medium=email&utm_campaign=Latest_Headlines
[7] https://www.pressreader.com/article/281986084482700
[6] https://en.wikipedia.org/wiki/Darwin_Day
[6] https://genomealberta.ca/genomics/genomics_blog_01312101.aspx#.YBdcpk-qwyQ.twitter
[6] https://www.youtube.com/watch?v=rL4nPYo9fxA&feature=youtu.be

[6] https://www.youtube.com/watch?v=K3jJeGgXhHw&feature=youtu.be

[6] https://wonderopolis.org/wonder/What%E2%80%99s-the-Science-of-Glass-Blowing#.YBbZq4WICYE.twitter

Top URLs in Tweet in G2:
[11] https://ncse.ngo/darwin-day-approaches-13
[7] https://www.smithsonianmag.com/smithsonian-institution/ten-new-things-we-learned-about-human-origins-2020-180976632/
[7] https://www.theguardian.com/science/2021/jan/29/lewis-wolpert-obituary
[5] https://www.nytimes.com/2020/12/20/science/pythons-fossils-snakes.html
[5] https://theconversation.com/why-creationism-bears-all-the-hallmarks-of-a-conspiracy-theory-153831
[4] https://www.climatechangecommunication.org/debunking-handbook-2020/
[4] https://ncse.ngo/acceptance-human-caused-climate-change-twenty-countries
[3] https://twitch.tv/roughscienceworkshop
[3] https://www.youtube.com/watch?v=tFQJ1sxCNd8

[3] https://www.nytimes.com/2020/12/02/climate/climate-change-health-risks.html

Top URLs in Tweet in G4:
[22] https://www.weareteachers.com/tiktok-science-experiments/?utm_content=1608646381&utm_medium=social&utm_source=facebook
[7] https://www.weareteachers.com/hands-on-custom-science-kits/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=VWR_2006_Art_2_Kits&utm_content=1605733984
[7] https://www.weareteachers.com/circulatory-system-activities/?utm_content=1612454667&utm_medium=social&utm_source=twitter
[4] https://www.weareteachers.com/environmental-science-lesson/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=EdTechAuthority_1911_Art&utm_content=1607009224
[4] https://www.weareteachers.com/science-kits-middle-high-school/?utm_source=MDR-WAT&utm_medium=TW&utm_campaign=VWR_2006_Art_3_Supplies&utm_content=1608582260
[3] https://www.youtube.com/watch?v=pEAzzIpCjoA&feature=youtu.be

[2] https://www.weareteachers.com/black-scientist-posters/?utm_source=MDR-WAT&utm_medium=TW&utm_campaign=VWR_2006_Posters&utm_content=1611072910
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246997
[1] https://twitter.com/i/web/status/1352375926915555329
[1] https://www.nsta.org/resources/freebies-science-teachers-november-3-2020

Top URLs in Tweet in G5:
[39] https://twitch.tv/sciencestreams
[5] https://drive.google.com/drive/folders/1etXtPEQF0owyIoD1dKUUMO5K3R67g7sn
[5] http://www.innovatemyschool.com/ideas/scientific-identity-play-based-learning
[3] 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
[3] https://docs.google.com/presentation/d/e/2PACX-1vSjKK6ljIKYhI02LD3O3Tq461byBynTvqaQYrvw7ypG6-xgw6zY6hfurgcHhP_9tYb2J74zlu8z7QhS/pub?start=false&loop=false&delayms=3000&slide=id.p
[2] https://www.youtube.com/channel/UCQeDOnoCGPZHCAbsvgACRhw
[2] https://www.youtube.com/watch?v=lK0E3mUTGT4&feature=youtu.be

[2] https://www.youtube.com/watch?v=hJym3Yh-6nc&feature=youtu.be

[2] https://www.vernier.com/exolab-8/
[2] https://paper.li/hopadero/1442062004?edition_id=cacb19a0-4988-11eb-b42e-0cc47a0d1609

Top URLs in Tweet in G6:
[13] https://www.shorturl.at/abezEand
[13] https://www.shorturl.at/nsAH3
[2] https://whiteboard.fi/
[1] https://twitter.com/MrMWilby/status/1333051077810384896
[1] https://drive.google.com/file/d/1SPlF5CzX27Y8ZwY3K4iBIzxJosxD-z1d/view?usp=sharing
[1] https://twitter.com/i/web/status/1348377720066084870
[1] https://twitter.com/i/web/status/1348378501951401985

Top URLs in Tweet in G7:
[6] https://www.mystemkits.com/
[4] https://eduk8.me/?p=13435
[3] https://www.whatihavelearnedteaching.com/5e-model-science-instruction/
[3] https://www.bookwidgets.com/blog/2020/11/the-best-way-for-students-to-use-math-and-science-symbols-in-digital-assignments?platform=hootsuite&utm_source=Twitter
[3] https://eduk8.me/?p=12993
[2] https://edulastic.zoom.us/webinar/register/1316101446971/WN_KKFEO2XwQFiwTeS_iPSNBA
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkfJsqwu6Yzc&q=EgS4SO-bGOSg-IAGIhkA8aeDS64Tn6S6JRSM32GWAlxnBxUxvZzPMgFy
[2] https://shadowfaxrant.blogspot.com/2021/01/happy-new-year-2021.html?spref=tw
[2] https://www.bookwidgets.com/blog/2020/11/the-best-way-for-students-to-use-math-and-science-symbols-in-digital-assignments
[2] https://www.festeredu.com/single-post/using-games-to-teach-environmental-science

Top URLs in Tweet in G8:
[3] https://twitter.com/middleweb/status/1351218818664828932
[1] https://www.middleweb.com/42795/build-steamy-music-instruments-at-home/
[1] https://twitter.com/i/web/status/1340738451197612033
[1] https://twitter.com/ncte/status/997430348312207362
[1] https://twitter.com/i/web/status/1348650915792908294
[1] https://twitter.com/i/web/status/1350876848247472128
[1] https://www.middleweb.com/middlewebs-most-popular-articles/
[1] https://www.middleweb.com/tag/sunday-cummins/
[1] https://twitter.com/cultofpedagogy/status/1338253627622891522
[1] https://www.middleweb.com/44050/effective-questioning-during-remote-learning/

Top URLs in Tweet in G9:
[4] https://www.tes.com/teaching-resource/christmas-quiz-12208316
[2] https://www.je411.com/
[2] https://www.proedtn.org/page/ERSTEM2
[1] https://twitter.com/ajplus/status/1334552536712425474
[1] https://www.bbc.com/news/world-us-canada-55185390
[1] https://edu.rsc.org/opinion/teaching-creative-chemistry/4012801.article
[1] https://learn.twigeducation.com/l/272722/2020-09-18/954cs2
[1] https://www.theguardian.com/world/2020/dec/06/the-vaccine-miracle-how-scientists-waged-the-battle-against-covid-19?CMP=oth_b-aplnews_d-1
[1] https://paper.li/MahafoozAlam/1569342013?edition_id=a0ca6b00-3971-11eb-9209-0cc47a0d15fd
[1] https://www.nationalgeographic.com/animals/2020/12/honeybees-use-tools-dung-repels-giant-hornets/

Top URLs in Tweet in G10:
[29] https://www.controlaltachieve.com/p/science-links.html
[14] https://icograms.com/
[13] https://www.freetech4teachers.com/2021/01/nine-neat-nasa-resources-for-students.html
[1] https://blog.tcea.org/another-new-infographic-tool-icograms-designer/
[1] https://artsandculture.google.com/project/nhm-fantastic-beasts
[1] https://play.google.com/store/apps/details?id=cc.arduino.sciencejournal
[1] https://apps.apple.com/us/app/arduino-science-journal/id1518014927

Top Domains
Top Domains in Tweet in Entire Graph:
[502] twitter.com
[105] nasa.gov
[74] youtube.com
[70] paper.li
[69] scitechdaily.com
[68] smithsonianmag.com
[61] sciencenews.org
[59] cbc.ca
[54] weareteachers.com
[43] twitch.tv

Top Domains in Tweet in G1:
[162] twitter.com
[67] scitechdaily.com
[55] sciencenews.org
[55] cbc.ca
[41] smithsonianmag.com
[29] youtube.com
[24] edutopia.org
[22] the-scientist.com
[22] nature.com
[21] sciencebuddies.org

Top Domains in Tweet in G2:
[34] twitter.com
[30] ncse.ngo
[22] smithsonianmag.com
[13] nytimes.com
[10] theguardian.com
[6] nationalgeographic.com
[5] youtube.com
[5] sciencenews.org
[5] the-scientist.com
[5] theconversation.com

Top Domains in Tweet in G4:
[46] weareteachers.com
[13] twitter.com
[3] youtube.com
[2] nodexlgraphgallery.org
[2] senecalearning.com
[2] google.com
[1] nsta.org
[1] paper.li

Top Domains in Tweet in G5:
[40] twitch.tv
[23] twitter.com
[13] google.com
[13] youtube.com
[7] nasa.gov
[5] innovatemyschool.com
[5] paper.li
[4] vernier.com
[4] smithsonianmag.com
[3] thekidshouldseethis.com

Top Domains in Tweet in G6:
[26] shorturl.at
[3] twitter.com
[2] whiteboard.fi
[1] google.com

Top Domains in Tweet in G7:
[54] twitter.com
[8] blogspot.com
[7] youtube.com
[7] eduk8.me
[6] mystemkits.com
[5] edulastic.com
[5] bookwidgets.com
[3] whatihavelearnedteaching.com
[2] edutopia.org
[2] zoom.us

Top Domains in Tweet in G8:
[10] middleweb.com
[9] twitter.com

Top Domains in Tweet in G9:
[27] twitter.com
[16] paper.li
[7] youtube.com
[4] tes.com
[4] com.au
[3] theguardian.com
[3] youngzine.org
[2] sociamonials.com
[2] je411.com
[2] proedtn.org

Top Domains in Tweet in G10:
[29] controlaltachieve.com
[14] icograms.com
[13] freetech4teachers.com
[2] google.com
[1] tcea.org
[1] apple.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2247] scichat
[476] science
[456] stem
[433] edchat
[416] scicomm
[241] mathchat
[237] edtech
[186] sschat
[163] engchat
[160] scied



Top Hashtags in Tweet in G1:
[842] scichat
[209] science
[188] stem
[94] scicomm
[93] medhat
[79] evolution
[76] scied
[65] edchat
[55] genomics
[53] covid19

Top Hashtags in Tweet in G2:
[284] scichat
[227] scicomm
[46] climatechange
[33] evolution
[16] scied
[11] darwinday
[9] becauseipcc
[7] sciteachers
[6] twitch
[6] climatescience

Top Hashtags in Tweet in G3:
[8] cytoskeleton
[7] cells
[2] scicomm
[2] scichat
[2] science
[1] microtubules
[1] cell
[1] immunology
[1] sciencetwitter

Top Hashtags in Tweet in G4:
[111] scichat
[65] sponsored
[32] edchat
[29] blackhistorymonth
[24] science
[15] airpollution
[11] sschat
[11] engchat
[10] langchat
[10] socialstudies

Top Hashtags in Tweet in G5:
[125] scichat
[64] scicomm
[45] stem
[42] science
[19] scitlap
[14] edchat
[11] twitch
[10] chemistry
[10] physics
[9] stanyschat

Top Hashtags in Tweet in G6:
[4] scichat
[3] ukedchat
[1] edutwitter
[1] cogscisci
[1] asechat
[1] stem
[1] stemchat
[1] teamscience

Top Hashtags in Tweet in G7:
[109] scichat
[79] edchat
[78] edtech
[56] mathchat
[51] elearning
[49] k12
[42] education
[42] mlearning
[39] science
[31] stem

Top Hashtags in Tweet in G8:
[101] scichat
[98] sschat
[82] mathchat
[80] ellchat
[54] mschat
[43] ngsschat
[42] esl
[41] ell
[32] engchat
[29] elachat

Top Hashtags in Tweet in G9:
[92] scichat
[37] stem
[32] edchat
[25] edtech
[25] mathchat
[24] education
[22] edapp
[22] classroom
[22] elearning
[22] engchat

Top Hashtags in Tweet in G10:
[35] scichat
[29] controlaltachieve
[14] science
[12] teachers
[4] edtechchat
[2] edchat
[1] sschat
[1] gsuiteedu
[1] googleedu
[1] astronomy

Top Words
Top Words in Tweet in Entire Graph:
[2239] #scichat
[893] science
[476] #science
[468] garym
[456] #stem
[435] ncse
[431] #edchat
[412] #scicomm
[317] students
[275] free

Top Words in Tweet in G1:
[841] #scichat
[416] science
[406] garym
[251] praxismedhat
[209] #science
[188] #stem
[152] praxis
[145] 'science
[145] smarts'
[145] column

Top Words in Tweet in G2:
[289] ncse
[281] #scichat
[227] #scicomm
[75] climate
[53] change
[46] #climatechange
[40] more
[38] two
[35] science
[34] book

Top Words in Tweet in G3:
[113] pj_saez
[109] observed
[109] under
[108] immune
[108] cells
[108] patrol
[108] body
[108] search
[108] danger
[108] signals

Top Words in Tweet in G4:
[111] #scichat
[95] weareteachers
[65] #sponsored
[34] wardsscience
[33] students
[32] #edchat
[31] teaching
[29] virtually
[29] add
[29] slides

Top Words in Tweet in G5:
[124] #scichat
[64] #scicomm
[46] ncse
[45] #stem
[42] #science
[37] science
[34] garym
[28] pentaclethra
[19] #scitlap
[19] use

Top Words in Tweet in G6:
[119] forms
[103] quizzes
[103] science
[100] mrmwilby
[93] use
[90] ks3
[87] ms
[87] remote
[87] learning
[82] free

Top Words in Tweet in G7:
[109] #scichat
[79] #edchat
[78] #edtech
[67] vedajunction
[56] #mathchat
[55] science
[51] students
[51] #elearning
[49] classroom
[49] #k12

Top Words in Tweet in G8:
[101] #scichat
[98] #sschat
[95] middleweb
[81] #mathchat
[80] #ellchat
[54] #mschat
[47] tankhuynh
[43] #ngsschat
[42] #esl
[41] #ell

Top Words in Tweet in G9:
[92] #scichat
[37] #stem
[32] #edchat
[25] #edtech
[25] #mathchat
[24] #education
[22] #edapp
[22] #classroom
[22] #elearning
[22] #engchat

Top Words in Tweet in G10:
[65] ericcurts
[40] links
[35] #scichat
[33] science
[29] 100's
[29] best
[29] edtech
[29] curated
[29] each
[29] month

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[264] #scichat,#scicomm
[180] #science,#scichat
[147] 'science,smarts'
[147] smarts',column
[141] praxis,'science
[135] #scichat,#stem
[112] observed,under
[111] immune,cells
[111] cells,patrol
[111] patrol,body

Top Word Pairs in Tweet in G1:
[145] 'science,smarts'
[145] smarts',column
[139] praxis,'science
[112] #science,#scichat
[98] #scichat,#stem
[73] column,medicinehatnews
[69] praxismedhat,praxis
[67] science,fair
[61] covid,19
[57] column,#medhat

Top Word Pairs in Tweet in G2:
[167] #scichat,#scicomm
[53] climate,change
[50] #scicomm,#scichat
[40] #climatechange,#scichat
[27] mark,calendar
[22] #evolution,#scichat
[21] both,public
[21] public,health
[21] health,crises
[21] crises,knew

Top Word Pairs in Tweet in G3:
[109] observed,under
[108] immune,cells
[108] cells,patrol
[108] patrol,body
[108] body,search
[108] search,danger
[108] danger,signals
[108] signals,leukocyte
[108] leukocyte,scanning
[108] scanning,microenvironment

Top Word Pairs in Tweet in G4:
[29] teaching,virtually
[29] virtually,add
[29] add,slides
[29] slides,prompt
[29] prompt,conversations
[29] conversations,#scichat
[29] #scichat,#blackhistorymonth
[29] #blackhistorymonth,#sponsored
[28] #sponsored,wardsscience
[27] weareteachers,teaching

Top Word Pairs in Tweet in G5:
[32] #scichat,#scicomm
[21] #scicomm,#scichat
[10] #scitlap,#scichat
[9] #scichat,#stem
[8] physical,models
[8] models,students
[8] students,use
[8] use,classroom
[8] classroom,#remotelearning
[7] #onted,#cdnedchat

Top Word Pairs in Tweet in G6:
[87] quizzes,ms
[87] ms,forms
[87] science,remote
[87] remote,learning
[78] feel,free
[78] free,use
[77] ks3,gcse
[77] gcse,science
[75] learning,feel
[75] use,save

Top Word Pairs in Tweet in G7:
[45] #edtech,#edchat
[42] start,vedajunction
[42] vedajunction,classroom
[42] classroom,pilot
[42] pilot,become
[42] become,champion
[42] champion,teaching
[42] teaching,#k12
[42] #k12,#edtech
[42] #edchat,#mlearning

Top Word Pairs in Tweet in G8:
[54] #sschat,#mathchat
[42] #scichat,#ngsschat
[39] teach,content
[39] content,vocabulary
[39] vocabulary,english
[39] english,learners
[39] learners,tankhuynh
[39] tankhuynh,#ellchat
[39] #ellchat,#ell
[39] #ell,#esl

Top Word Pairs in Tweet in G9:
[25] #mathchat,#scichat
[22] #edchat,#edtech
[21] #edtech,#education
[20] #edreform,#globaled
[20] #globaled,#cpchat
[20] #mlearning,#elearning
[20] #sschat,#mathchat
[18] #edoxi,#virtual
[18] #virtual,#classroom
[18] #classroom,#edchat

Top Word Pairs in Tweet in G10:
[29] 100's,best
[29] best,science
[29] science,edtech
[29] edtech,links
[29] links,curated
[29] curated,each
[29] each,month
[29] month,#scichat
[29] #scichat,#controlaltachieve
[28] ericcurts,100's

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@pj_saez
@weareteachers
@middleweb
@nasa
@mrmwilby
@gwardis
@medicinehatnews

Top Mentioned in G1:
@garym
@praxismedhat
@ncse
@gwardis
@medicinehatnews
@educatoral
@natgeoeducation
@genomealberta
@weareteachers
@sciencebuddies

Top Mentioned in G2:
@ncse
@khayhoe
@garym
@lemoustier
@brianapobiner
@badastronomer
@nathanlents
@michaelemann
@baskeptics
@theleakeyfndtn

Top Mentioned in G3:
@pj_saez
@ukehamburg

Top Mentioned in G4:
@weareteachers
@wardsscience
@kidsmakingsense
@seneca_k12
@chemdrk
@pj_saez
@mrmwilby
@mxcharlier

Top Mentioned in G5:
@ncse
@garym
@pentaclethra
@theedtechimpact
@themorgantrail
@youtube
@chriskentjones
@doemiso
@nasa
@innovatemyschl

Top Mentioned in G6:
@mrmwilby

Top Mentioned in G7:
@vedajunction
@edulastic
@mystemkits
@tcea
@rspb_ribble
@tes
@mrsfisher_sci
@mpilakow
@seneca_k12

Top Mentioned in G8:
@middleweb
@tankhuynh
@sundaycummins
@larryferlazzo
@ajollygal
@routledgeeoe
@barbblackburn
@valentinaesl
@jimknight99

Top Mentioned in G9:
@quizmajig

Top Mentioned in G10:
@ericcurts
@catlin_tucker
@tcea
@mguhlin
@rmbyrne
@vhopekennedy
@ysabortiz
@dr3w_b3ar
@mrs_dsherwood
@garym

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@femtech_
@coopmike48
@padakitty
@xaelbot
@cipherequality
@codedailybot
@lizditz
@astwisa
@guardian

Top Tweeters in G1:
@bbcnews
@mailonline
@mjoehlerich
@genecowan
@akimcampbell
@dlhampton
@eco1start
@rgyatso
@megloops
@rdene915

Top Tweeters in G2:
@femtech_
@padakitty
@lizditz
@astwisa
@guardian
@viralvideovlogs
@whirledcitizen_
@dvanhook822
@vievararosel
@kimellis9

Top Tweeters in G3:
@estarianne
@equateall
@sweetpotat0314
@exarmyofficer1
@brendaschory
@deserthawk09
@celticvisionorg
@global79619367
@amainsight
@guatauva_

Top Tweeters in G4:
@cipherequality
@riyadhalrifai
@fourcornersrock
@michaelbathurst
@mabr3moaden
@daniellsinaga
@grahamandre
@teacherhead
@piorno_gz
@joe4rialtousd

Top Tweeters in G5:
@ssxman2
@salon
@buzzfeednews
@retweelgend
@jalopnik
@edchateu
@popsci
@maddiepolar
@cassandrasorig2
@stem_ai

Top Tweeters in G6:
@nichilessdey
@staffdb66
@mrz__black
@drjohnodonoghue
@dodiscimus
@ellieerussell
@sciencelabman
@paddyshevlin
@mrhavercroft
@dwalkerdine

Top Tweeters in G7:
@calcaware
@epuujee
@openmarketingtv
@trendsinai
@thecuriousluke
@elemmathaccount
@teachertoolkit
@education_24x7
@tes
@tarafarah7

Top Tweeters in G8:
@coopmike48
@macchica26
@larryferlazzo
@smgaillard
@heinemannpub
@timlriley
@devorahheitner
@valentinaesl
@middleweb
@alextvalencic

Top Tweeters in G9:
@hsianghui
@editor13x
@karenvaites
@bagnararod
@internet4classr
@ljconrad
@meenoorami
@fizzicsed
@btcnasia
@jonathanwylie

Top Tweeters in G10:
@mguhlin
@thebradcurrie
@catlin_tucker
@pevoplaneacion
@trichick17
@justinstallings
@filibuster3
@shuggins67
@ericcurts
@b_ballcoach


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