scichat, Twitter, 2/28/2021 3:46:49 AM, 249733


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scichat_2021-02-27_16-31-07.xlsx
scichat_2021-02-27_16-31-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 28, 2021
Short Description:
scichat via NodeXL https://bit.ly/3synVIv
@garym
@ncse
@praxismedhat
@pj_saez
@weareteachers
@mrmwilby
@middleweb
@stem_ai
@b0tsci
@ericcurts

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

Description:
Description
The graph represents a network of 2,301 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, 28 February 2021 at 00:42 UTC.

The requested start date was Saturday, 27 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 87-day, 21-hour, 38-minute period from Tuesday, 01 December 2020 at 01:11 UTC to Friday, 26 February 2021 at 22:49 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 : 2301
Unique Edges : 1401
Edges With Duplicates : 8364
Total Edges : 9765
Number of Edge Types : 5
Retweet : 3174
MentionsInRetweet : 3876
Mentions : 1286
Tweet : 1406
Replies to : 23
Self-Loops : 1642
Reciprocated Vertex Pair Ratio : 0.0379746835443038
Reciprocated Edge Ratio : 0.0731707317073171
Connected Components : 209
Single-Vertex Connected Components : 94
Maximum Vertices in a Connected Component : 1790
Maximum Edges in a Connected Component : 9012
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.058751
Graph Density : 0.000604274134119381
Modularity : 0.287576
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 2,301 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, 28 February 2021 at 00:42 UTC.

The requested start date was Saturday, 27 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 87-day, 21-hour, 38-minute period from Tuesday, 01 December 2020 at 01:11 UTC to Friday, 26 February 2021 at 22:49 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:
[45] https://twitch.tv/sciencestreams
[42] https://www.weareteachers.com/tiktok-science-experiments/?utm_content=1608646381&utm_medium=social&utm_source=facebook
[31] https://www.controlaltachieve.com/p/science-links.html
[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:
[11] https://ncse.ngo/darwin-day-approaches-13
[7] https://www.theguardian.com/science/2021/jan/29/lewis-wolpert-obituary
[7] https://www.smithsonianmag.com/smithsonian-institution/ten-new-things-we-learned-about-human-origins-2020-180976632/
[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
[5] https://www.theguardian.com/science/2021/feb/13/how-should-we-address-charles-darwin-complicated-legacy
[5] https://www.discovermagazine.com/planet-earth/continental-drift-a-revolutionary-theory-that-was-once-considered
[4] https://ncse.ngo/acceptance-human-caused-climate-change-twenty-countries
[4] https://www.climatechangecommunication.org/debunking-handbook-2020/
[4] https://www.theguardian.com/science/audio/2021/feb/09/what-can-the-evolutionary-history-of-turtles-tell-us-about-their-future-podcast

Top URLs in Tweet in G2:
[10] https://www.edutopia.org/article/how-set-science-fair-during-pandemic
[10] https://www.edutopia.org/article/low-tech-scientific-exploration-students-home
[9] https://www.pressreader.com/article/281857236250689
[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
[7] https://www.youtube.com/watch?v=rL4nPYo9fxA&feature=youtu.be

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

[7] https://www.youtube.com/playlist?list=PLvisPb8FuBbbiLp2yT0BD-SolHxs8naGg

[6] https://en.wikipedia.org/wiki/Darwin_Day

Top URLs in Tweet in G3:
[9] https://www.mystemkits.com/
[6] https://www.ecowatch.com/court-rejects-trump-arctic-drilling-2649416541.html
[6] http://go.info.amplify.com/download-whitepaper-fy20_general_remoteadoptionguide_national_decide
[5] http://www.innovatemyschool.com/ideas/scientific-identity-play-based-learning
[5] https://amplify.com/review/science68virtualsampling/
[4] https://shadowfaxrant.blogspot.com/2021/02/mat225-week01-of-unit02-partial.html?m=0
[4] https://twitter.com/EBTSOYP/status/1356047380781690880
[4] https://www.festeredu.com/single-post/using-games-to-teach-environmental-science
[4] https://go.info.amplify.com/thank-you_ebook_howtotrainyourrobot
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3474_the_newsela_daily_deck.htm

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1363252842614706182

Top URLs in Tweet in G5:
[13] https://www.shorturl.at/abezEand
[13] https://www.shorturl.at/nsAH3
[3] https://www.youtube.com/watch?v=pEAzzIpCjoA&feature=youtu.be

[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246997
[2] https://whiteboard.fi/
[1] https://twitter.com/i/web/status/1365426423813529600
[1] https://twitter.com/i/web/status/1336451756063154176
[1] https://twitter.com/i/web/status/1336486987147206657
[1] https://twitter.com/i/web/status/1337062034853203968
[1] https://app.senecalearning.com/classroom/course/afca6973-c650-44c4-a65b-fac29b63ab50/section/4d220894-9b3b-447f-b2ff-291c1f5eb593/session?utm_source=twitter&utm_medium=fla&utm_campaign=usa&utm_content=twitter-addcourses

Top URLs in Tweet in G6:
[36] 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/science-kits-middle-high-school/?utm_source=MDR-WAT&utm_medium=TW&utm_campaign=VWR_2006_Art_3_Supplies&utm_content=1608582260
[4] https://www.weareteachers.com/environmental-science-lesson/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=EdTechAuthority_1911_Art&utm_content=1607009224
[2] https://www.weareteachers.com/black-scientist-posters/?utm_source=MDR-WAT&utm_medium=TW&utm_campaign=VWR_2006_Posters&utm_content=1611072910
[1] https://twitter.com/i/web/status/1364608034568351746
[1] https://twitter.com/i/web/status/1352375926915555329
[1] https://twitter.com/WeAreTeachers/status/1333411464842006528
[1] https://paper.li/francfarre?edition_id=42557190-480e-11eb-b42e-0cc47a0d1609

Top URLs in Tweet in G7:
[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://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.google.com/url?q=https://www.nationalgeographic.com/animals/2020/12/honeybees-use-tools-dung-repels-giant-hornets/
[1] https://www.youtube.com/playlist?list=PL6RlkQnoCx_UeWQpT5dDXUssF94xYSPkH

[1] https://paper.li/f-1525837454?edition_id=8ec62530-3c2c-11eb-816c-0cc47a0d1605

Top URLs in Tweet in G8:
[3] https://twitter.com/middleweb/status/1351218818664828932
[1] https://www.middleweb.com/44611/cris-tovani-use-these-6ts-to-deepen-learning/
[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://twitter.com/middleweb/status/1362090002260365321
[1] https://www.middleweb.com/tag/sunday-cummins/
[1] https://twitter.com/cultofpedagogy/status/1338253627622891522

Top URLs in Tweet in G9:
[45] https://twitch.tv/sciencestreams
[4] https://drive.google.com/drive/folders/1etXtPEQF0owyIoD1dKUUMO5K3R67g7sn
[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://paper.li/giftedcanada/1321923448?edition_id=17edf9a0-6a72-11eb-87e8-0cc47a0d1609
[2] https://www.smithsonianmag.com/smithsonian-institution/ten-new-things-we-learned-about-human-origins-2020-180976632/
[2] https://ncse.ngo/darwin-day-approaches-13
[2] https://paper.li/hopadero/1442062004?edition_id=cacb19a0-4988-11eb-b42e-0cc47a0d1609
[2] https://www.youtube.com/channel/UCQeDOnoCGPZHCAbsvgACRhw
[1] https://climatefeedback.org/claimreview/prageru-post-by-william-happer-uses-flawed-reasoning-to-claim-that-climate-models-always-fail/

Top URLs in Tweet in G10:
[29] https://www.controlaltachieve.com/p/science-links.html
[13] 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:
[690] twitter.com
[139] nasa.gov
[92] youtube.com
[88] paper.li
[85] scitechdaily.com
[73] smithsonianmag.com
[71] weareteachers.com
[65] sciencenews.org
[60] cbc.ca
[51] twitch.tv

Top Domains in Tweet in G1:
[40] twitter.com
[31] ncse.ngo
[23] smithsonianmag.com
[19] theguardian.com
[13] nytimes.com
[9] nature.com
[9] nationalgeographic.com
[9] discovermagazine.com
[7] sciencenews.org
[6] youtube.com

Top Domains in Tweet in G2:
[261] twitter.com
[128] nasa.gov
[84] scitechdaily.com
[57] sciencenews.org
[55] cbc.ca
[45] smithsonianmag.com
[41] youtube.com
[31] pressreader.com
[27] heritagedaily.com
[26] edutopia.org

Top Domains in Tweet in G3:
[117] twitter.com
[17] blogspot.com
[17] teacheridea.com
[16] amplify.com
[13] youtube.com
[9] mystemkits.com
[9] nasa.gov
[9] eduk8.me
[6] ecowatch.com
[5] edulastic.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[26] shorturl.at
[16] twitter.com
[5] youtube.com
[2] nodexlgraphgallery.org
[2] senecalearning.com
[2] whiteboard.fi
[1] nsta.org
[1] google.com

Top Domains in Tweet in G6:
[60] weareteachers.com
[3] twitter.com
[1] paper.li

Top Domains in Tweet in G7:
[36] twitter.com
[19] paper.li
[7] youtube.com
[4] tes.com
[4] com.au
[3] youngzine.org
[2] theguardian.com
[2] sociamonials.com
[2] je411.com
[2] proedtn.org

Top Domains in Tweet in G8:
[11] middleweb.com
[10] twitter.com
[1] edweek.org

Top Domains in Tweet in G9:
[47] twitch.tv
[23] twitter.com
[13] google.com
[11] youtube.com
[8] paper.li
[4] smithsonianmag.com
[2] blogspot.com
[2] nature.com
[2] nationalgeographic.com
[2] ncse.ngo

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2688] scichat
[543] stem
[541] science
[541] edchat
[500] scicomm
[288] edtech
[266] mathchat
[209] sschat
[180] engchat
[179] scied



Top Hashtags in Tweet in G1:
[321] scichat
[267] scicomm
[46] climatechange
[33] evolution
[17] scied
[11] darwinday
[9] becauseipcc
[8] sciteachers
[8] climatescience
[6] stem

Top Hashtags in Tweet in G2:
[1122] scichat
[297] science
[292] stem
[118] medhat
[110] scicomm
[104] space
[92] evolution
[91] scied
[84] aerospace
[72] genomics

Top Hashtags in Tweet in G3:
[277] scichat
[206] edchat
[186] edtech
[101] stem
[100] mathchat
[100] k12
[94] elearning
[79] mlearning
[74] science
[69] engchat

Top Hashtags in Tweet in G4:
[83] cells
[67] actin
[18] cytoskeleton
[3] scicomm
[3] scichat
[3] science
[1] microtubules
[1] cell
[1] immunology
[1] sciencetwitter

Top Hashtags in Tweet in G5:
[21] scichat
[12] engchat
[11] sschat
[10] langchat
[10] socialstudies
[8] teks
[6] k12
[5] edchat
[5] mathchat
[5] txlege

Top Hashtags in Tweet in G6:
[114] scichat
[70] sponsored
[43] edchat
[37] science
[30] blackhistorymonth
[14] airpollution
[3] stem
[1] remoteteaching
[1] edtech

Top Hashtags in Tweet in G7:
[100] scichat
[39] stem
[36] edchat
[27] edtech
[27] mathchat
[25] education
[22] edapp
[22] classroom
[22] elearning
[22] sschat

Top Hashtags in Tweet in G8:
[111] scichat
[108] sschat
[84] mathchat
[82] ellchat
[63] mschat
[43] ngsschat
[42] esl
[41] ell
[38] elachat
[33] engchat

Top Hashtags in Tweet in G9:
[118] scichat
[88] scicomm
[26] science
[26] scitlap
[11] twitch
[9] stanyschat
[6] chemistry
[6] ngsschat
[5] physics
[5] edchat

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

Top Words
Top Words in Tweet in Entire Graph:
[2680] #scichat
[1099] science
[580] garym
[543] #stem
[541] #science
[539] #edchat
[509] ncse
[496] #scicomm
[380] students
[366] praxismedhat

Top Words in Tweet in G1:
[340] ncse
[318] #scichat
[267] #scicomm
[82] climate
[61] change
[56] garym
[52] science
[46] #climatechange
[45] more
[43] book

Top Words in Tweet in G2:
[1118] #scichat
[531] science
[469] garym
[353] praxismedhat
[297] #science
[292] #stem
[269] nasa
[181] praxis
[173] 'science
[173] smarts'

Top Words in Tweet in G3:
[276] #scichat
[206] #edchat
[186] #edtech
[122] vedajunction
[101] #stem
[100] #mathchat
[100] #k12
[94] science
[94] #elearning
[93] classroom

Top Words in Tweet in G4:
[187] pj_saez
[176] observed
[176] under
[108] immune
[108] cells
[108] patrol
[108] body
[108] search
[108] danger
[108] signals

Top Words in Tweet in G5:
[120] forms
[112] science
[104] quizzes
[103] mrmwilby
[96] free
[95] use
[91] learning
[91] ks3
[88] ms
[88] remote

Top Words in Tweet in G6:
[114] #scichat
[109] weareteachers
[70] #sponsored
[43] #edchat
[37] #science
[36] put
[36] candle
[36] far
[36] away
[36] cool

Top Words in Tweet in G7:
[100] #scichat
[39] #stem
[36] #edchat
[27] #edtech
[27] #mathchat
[25] #education
[22] #edapp
[22] #classroom
[22] #elearning
[22] #sschat

Top Words in Tweet in G8:
[111] #scichat
[108] #sschat
[103] middleweb
[83] #mathchat
[82] #ellchat
[63] #mschat
[47] tankhuynh
[43] #ngsschat
[42] #esl
[41] #ell

Top Words in Tweet in G9:
[118] #scichat
[88] #scicomm
[55] ncse
[31] pentaclethra
[27] science
[26] #science
[26] #scitlap
[22] garym
[19] conversation
[15] great

Top Words in Tweet in G10:
[63] ericcurts
[39] 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:
[303] #scichat,#scicomm
[205] #science,#scichat
[183] observed,under
[175] 'science,smarts'
[175] smarts',column
[169] praxis,'science
[166] #scichat,#stem
[132] #scicomm,#scichat
[113] praxismedhat,icymi
[111] immune,cells

Top Word Pairs in Tweet in G1:
[191] #scichat,#scicomm
[61] #scicomm,#scichat
[60] climate,change
[40] #climatechange,#scichat
[35] mark,calendar
[26] ncse,mark
[25] calendar,register
[22] #evolution,#scichat
[21] both,public
[21] public,health

Top Word Pairs in Tweet in G2:
[173] 'science,smarts'
[173] smarts',column
[167] praxis,'science
[121] #science,#scichat
[110] #scichat,#stem
[110] praxismedhat,icymi
[102] nasa,#scichat
[92] international,day
[86] column,medicinehatnews
[84] day,women

Top Word Pairs in Tweet in G3:
[92] #edtech,#edchat
[71] start,vedajunction
[71] vedajunction,classroom
[71] classroom,pilot
[71] pilot,become
[71] become,champion
[71] champion,teaching
[71] teaching,#k12
[71] #k12,#edtech
[71] #edchat,#mlearning

Top Word Pairs in Tweet in G4:
[176] 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 G5:
[88] quizzes,ms
[88] ms,forms
[88] science,remote
[88] remote,learning
[79] feel,free
[79] free,use
[78] ks3,gcse
[78] gcse,science
[76] learning,feel
[76] use,save

Top Word Pairs in Tweet in G6:
[37] #science,#scichat
[36] put,candle
[36] candle,far
[36] far,away
[36] away,cool
[36] cool,#science
[36] #scichat,#edchat
[33] weareteachers,put
[30] teaching,virtually
[30] virtually,add

Top Word Pairs in Tweet in G7:
[26] #mathchat,#scichat
[23] #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 G8:
[55] #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:
[39] #scichat,#scicomm
[33] #scicomm,#scichat
[15] #scitlap,#scichat
[9] #scicomm,#science
[6] #scichat,#twitch
[6] check,#scichat
[6] check,great
[6] great,line
[5] #chemistry,#physics
[5] latest,#gifted

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
@nasa
@weareteachers
@middleweb
@gwardis
@mrmwilby
@savvaslearning

Top Mentioned in G1:
@ncse
@garym
@khayhoe
@lemoustier
@brianapobiner
@badastronomer
@theleakeyfndtn
@neilshubin
@nathanlents
@laelaps

Top Mentioned in G2:
@garym
@praxismedhat
@nasa
@ncse
@gwardis
@medicinehatnews
@educatoral
@doemiso
@weareteachers
@genomealberta

Top Mentioned in G3:
@vedajunction
@smartixedtech
@garym
@edulastic
@theedtechimpact
@mystemkits
@tcea
@saintfester
@doemiso
@nasa

Top Mentioned in G4:
@pj_saez
@ukehamburg

Top Mentioned in G5:
@mrmwilby
@seneca_k12
@chemdrk
@weareteachers
@mxcharlier
@nlad84
@garym
@ncse
@pj_saez
@praxismedhat

Top Mentioned in G6:
@weareteachers
@wardsscience
@kidsmakingsense
@kiwico_inc
@remoteteachtool
@pj_saez
@rosamariafelip

Top Mentioned in G7:
@quizmajig
@intelligian

Top Mentioned in G8:
@middleweb
@tankhuynh
@stenhousepub
@sundaycummins
@larryferlazzo
@routledgeeoe
@ajollygal
@ctovani
@barbblackburn

Top Mentioned in G9:
@ncse
@pentaclethra
@garym
@youtube
@themorgantrail
@chriskentjones
@pbsteachers
@la_u_re_n
@aminart
@pj_saez

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

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

Top Tweeters in G1:
@padakitty
@lizditz
@astwisa
@guardian
@viralvideovlogs
@whirledcitizen_
@dvanhook822
@vievararosel
@kimellis9
@quick13

Top Tweeters in G2:
@cowboyscifibot
@femtech_
@bbcnews
@mailonline
@mjoehlerich
@genecowan
@artificialbra1n
@forbes
@ctvnews
@akimcampbell

Top Tweeters in G3:
@calcaware
@ssxman2
@epuujee
@trendsinai
@openmarketingtv
@thecuriousluke
@suptmoran
@buzzfeednews
@elemmathaccount
@scalarhumanity

Top Tweeters in G4:
@estarianne
@equateall
@sweetpotat0314
@exarmyofficer1
@brendaschory
@deserthawk09
@celticvisionorg
@mgmglobal
@global79619367
@amainsight

Top Tweeters in G5:
@bt_uk
@michaelbathurst
@teacherhead
@aj
@chemdrk
@nichilessdey
@staffdb66
@mrz__black
@mxcharlier
@blewis09

Top Tweeters in G6:
@cipherequality
@riyadhalrifai
@fourcornersrock
@mabr3moaden
@daniellsinaga
@grahamandre
@piorno_gz
@ritawirtz
@joe4rialtousd
@strongann

Top Tweeters in G7:
@gothamknowledge
@hsianghui
@editor13x
@karenvaites
@bagnararod
@internet4classr
@ljconrad
@meenoorami
@fizzicsed
@btcnasia

Top Tweeters in G8:
@coopmike48
@macchica26
@larryferlazzo
@smgaillard
@heinemannpub
@timlriley
@rickwormeli2
@devorahheitner
@valentinaesl
@middleweb

Top Tweeters in G9:
@katelaity
@salon
@retweelgend
@drjoanvinallcox
@jalopnik
@maddiepolar
@hechternacht
@mccoyderek
@sta
@massp

Top Tweeters in G10:
@pevoplaneacion
@catlin_tucker
@trichick17
@justinstallings
@filibuster3
@shuggins67
@ericcurts
@kellygrillo
@b_ballcoach
@abel_jennifer


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