scichat, Twitter, 1/31/2021 8:35:08 AM, 246904


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scichat_2021-01-30_16-31-08.xlsx
scichat_2021-01-30_16-31-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 31, 2021
Short Description:
scichat via NodeXL https://bit.ly/39wchay
@garym
@ncse
@weareteachers
@seneca_k12
@pj_saez
@praxismedhat
@mrmwilby
@chemdrk
@middleweb
@b0tsci

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

Description:
Description
The graph represents a network of 2,215 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, 31 January 2021 at 00:46 UTC.

The requested start date was Saturday, 30 January 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 90-day, 0-hour, 15-minute period from Sunday, 01 November 2020 at 00:18 UTC to Saturday, 30 January 2021 at 00:33 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 : 2215
Unique Edges : 1263
Edges With Duplicates : 7785
Total Edges : 9048
Number of Edge Types : 5
Mentions : 1095
Retweet : 2981
MentionsInRetweet : 3630
Tweet : 1323
Replies to : 19
Self-Loops : 1530
Reciprocated Vertex Pair Ratio : 0.0396797772363383
Reciprocated Edge Ratio : 0.0763307666555072
Connected Components : 195
Single-Vertex Connected Components : 88
Maximum Vertices in a Connected Component : 1688
Maximum Edges in a Connected Component : 8172
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.28314
Graph Density : 0.00060909337460568
Modularity : 0.295199
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 2,215 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, 31 January 2021 at 00:46 UTC.

The requested start date was Saturday, 30 January 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 90-day, 0-hour, 15-minute period from Sunday, 01 November 2020 at 00:18 UTC to Saturday, 30 January 2021 at 00:33 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:
[47] https://www.controlaltachieve.com/p/science-links.html
[41] https://twitch.tv/sciencestreams
[26] https://www.weareteachers.com/tiktok-science-experiments/?utm_content=1608646381&utm_medium=social&utm_source=facebook
[18] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-03158-8
[16] https://icograms.com/
[15] https://learn.twigeducation.com/l/272722/2020-09-18/954cs2
[15] http://www.edjoin.org/Home/Jobs?countyID=0&districtID=3338&catID=1
[15] 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
[14] https://timss2019.org/international-database/index.html
[14] https://www.teachthought.com/critical-thinking/8-science-based-strategies-for-critical-thinking/

Top URLs in Tweet in G1:
[10] https://www.goodreads.com/giveaway/show/313960-the-new-climate-war-the-fight-to-take-back-our-planet
[9] https://www.smithsonianmag.com/smithsonian-institution/ten-new-things-we-learned-about-human-origins-2020-180976632/
[7] https://ncse.ngo/acceptance-human-caused-climate-change-twenty-countries
[7] https://ncse.ngo/3-tips-understand-and-address-covid-misinformation
[6] https://www.nytimes.com/2020/12/20/science/pythons-fossils-snakes.html
[5] https://www.sciencenews.org/article/platypus-glow-blue-green-ultraviolet-light-fluorescent-fur?utm_source=Editors_Picks&utm_medium=email&utm_campaign=editorspicks110820
[4] https://ncse.ngo/when-news-makes-you-say-huh
[4] https://www.smithsonianmag.com/science-nature/thicker-air-and-thinner-ice-how-climate-change-affecting-mount-everest-180976360/
[4] https://ncse.ngo/road-again-darwin-1
[4] https://www.sciencenews.org/article/first-frog-fossil-antarctica-found-ancient-climate

Top URLs in Tweet in G2:
[10] https://www.teachthought.com/critical-thinking/8-science-based-strategies-for-critical-thinking/
[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/281784221613369
[8] https://www.bookwidgets.com/blog/2020/11/the-best-way-for-students-to-use-math-and-science-symbols-in-digital-assignments
[7] https://www.cbc.ca/news/canada/edmonton/fort-mcmurray-maryam-tsegaye-khan-1.5829840
[7] https://www.pressreader.com/article/281986084482700
[6] https://www.washingtonpost.com/health/covid-19-artificial-intelligence/2020/10/30/7486db84-1485-11eb-bc10-40b25382f1be_story.html?tid=ss_tw
[6] https://www.fastcompany.com/90573460/kathrin-jansen-pfizer-covid-19-vaccine-scientist
[6] https://paper.li/stefras/1430721581

Top URLs in Tweet in G3:
[6] https://www.ecowatch.com/court-rejects-trump-arctic-drilling-2649416541.html
[6] https://eduk8.me/?p=12993
[4] https://www.festeredu.com/single-post/using-games-to-teach-environmental-science
[4] https://eduk8.me/?p=13435
[3] https://twitter.com/middleweb/status/1351218818664828932
[3] https://primarysourcenexus.org/2020/12/looking-back-top-content-of-2020/
[3] https://www.bookwidgets.com/blog/2020/11/the-best-way-for-students-to-use-math-and-science-symbols-in-digital-assignments
[2] https://www.middleweb.com/44050/effective-questioning-during-remote-learning/
[2] https://apple.news/A4ruP2TIQQ62ylQn42ZAd_g
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243734

Top URLs in Tweet in G4:
[22] https://www.weareteachers.com/tiktok-science-experiments/?utm_content=1608646381&utm_medium=social&utm_source=facebook
[14] 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
[10] https://www.weareteachers.com/labxchange-virtual-lab-experiments/?utm_content=1603723940&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

[3] https://www.weareteachers.com/labxchange-virtual-lab-experiments/
[1] https://twitter.com/i/web/status/1352375926915555329
[1] https://www.weareteachers.com/black-scientist-posters/?utm_source=MDR-WAT&utm_medium=TW&utm_campaign=VWR_2006_Posters&utm_content=1611072910
[1] https://www.nsta.org/resources/freebies-science-teachers-november-3-2020

Top URLs in Tweet in G6:
[14] https://learn.twigeducation.com/l/272722/2020-09-18/954cs2
[9] https://learn.twigeducation.com/l/272722/2020-11-02/bhtmkv
[6] https://learn.twigeducation.com/l/272722/2020-11-20/c43xq4
[5] http://www.innovatemyschool.com/ideas/take-science-teaching-to-mars
[5] http://www.innovatemyschool.com/ideas/scientific-identity-play-based-learning
[4] https://www.youtube.com/watch?v=hJym3Yh-6nc&feature=youtu.be

[4] https://www.sciencealert.com/drones-sent-into-degassing-volcanoes-for-science
[4] https://edtechimpact.com/news/science-resources
[4] https://www.mystemkits.com/
[3] https://learn.twigeducation.com/l/272722/2020-12-01/chk372

Top URLs in Tweet in G7:
[4] https://www.youtube.com/watch?v=N_OOPz4KfDI&feature=youtu.be

[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3474_the_newsela_daily_deck.htm
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3441_30_simple_machine_projects_kids.htm
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3464_kids_friendly_news_websites.htm
[3] https://edtechmagazine.com/k12/article/2020/11/4-tips-enhancing-stem-engagement-hybrid-classroom
[3] https://twitter.com/dailystem/status/1329896046173048833
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3432_how_batteries_work_and_resource_safely_experimenting_with_circuits.htm
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3439_note_taking_strategies_tips_secondary.htm
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3457_200_exciting_elementary_stem_projects.htm
[2] http://esheninger.blogspot.com/2020/12/feedback-is-needed-more-than-ever.html

Top URLs in Tweet in G8:
[4] https://www.tes.com/teaching-resource/christmas-quiz-12208316
[3] https://www.teachthought.com/critical-thinking/8-science-based-strategies-for-critical-thinking/
[2] https://www.je411.com/
[2] https://www.proedtn.org/page/ERSTEM2
[1] https://twitter.com/NatGeoEducation/status/1324128498601074688
[1] https://www.nytimes.com/2020/11/10/learning/lesson-of-the-day-why-a-perfect-spiral-football-pass-doesnt-break-the-laws-of-physics.html
[1] https://twitter.com/NotchCom/status/1326180734328074242
[1] https://paper.li/e-1543301302?edition_id=565b9300-24b3-11eb-8067-0cc47a0d164b
[1] https://twitter.com/HMENixa/status/1327001866425786379
[1] https://www.awesomecareerbooks.com/shop

Top URLs in Tweet in G9:
[11] https://www.shorturl.at/abezEand
[11] 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 G10:
[45] 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://www.tsin.org/winterhub
[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:
[524] twitter.com
[105] nasa.gov
[77] paper.li
[76] sciencenews.org
[75] smithsonianmag.com
[71] weareteachers.com
[68] ncse.ngo
[66] scitechdaily.com
[54] cbc.ca
[53] youtube.com

Top Domains in Tweet in G1:
[63] ncse.ngo
[45] twitter.com
[37] smithsonianmag.com
[25] sciencenews.org
[20] nytimes.com
[10] goodreads.com
[8] nationalgeographic.com
[7] scientificamerican.com
[7] youtube.com
[7] nodexlgraphgallery.org

Top Domains in Tweet in G2:
[166] twitter.com
[66] scitechdaily.com
[50] sciencenews.org
[49] cbc.ca
[37] smithsonianmag.com
[33] pressreader.com
[27] phys.org
[26] nature.com
[26] edutopia.org
[20] the-scientist.com

Top Domains in Tweet in G3:
[21] twitter.com
[12] primarysourcenexus.org
[10] middleweb.com
[10] eduk8.me
[6] ecowatch.com
[5] bookwidgets.com
[4] festeredu.com
[2] apple.news
[2] nodexlgraphgallery.org
[2] amazon.com

Top Domains in Tweet in G4:
[59] weareteachers.com
[14] twitter.com
[3] youtube.com
[2] senecalearning.com
[2] google.com
[1] nsta.org
[1] discoveryeducation.com
[1] paper.li

Top Domains in Tweet in G6:
[42] twigeducation.com
[40] twitter.com
[14] youtube.com
[10] innovatemyschool.com
[9] edulastic.com
[9] nasa.gov
[6] edtechimpact.com
[5] sciencealert.com
[4] zoom.us
[4] nsta.org

Top Domains in Tweet in G7:
[48] twitter.com
[21] teacheridea.com
[4] youtube.com
[3] edtechmagazine.com
[2] blogspot.com
[1] teacherrebootcamp.com
[1] visualcapitalist.com
[1] cultofpedagogy.com
[1] ecoocean.de
[1] edutopia.org

Top Domains in Tweet in G8:
[24] twitter.com
[17] paper.li
[6] com.au
[4] tes.com
[3] teachthought.com
[3] youtube.com
[3] youngzine.org
[3] google.com
[2] twigeducation.com
[2] theguardian.com

Top Domains in Tweet in G9:
[22] shorturl.at
[3] twitter.com
[2] whiteboard.fi
[1] google.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2602] scichat
[577] science
[551] scicomm
[465] stem
[436] edchat
[284] mathchat
[268] edtech
[208] sschat
[206] engchat
[204] scied



Top Hashtags in Tweet in G1:
[486] scichat
[391] scicomm
[140] climatechange
[78] evolution
[44] scied
[22] covid
[16] sciteachers
[12] climatescience
[10] becauseipcc
[10] newclimatewar

Top Hashtags in Tweet in G2:
[874] scichat
[295] science
[168] stem
[101] medhat
[99] scicomm
[75] evolution
[75] scied
[72] covid19
[57] genomics
[46] kidscience

Top Hashtags in Tweet in G3:
[200] scichat
[137] sschat
[130] mathchat
[83] mschat
[76] ellchat
[68] edchat
[64] engchat
[61] educoach
[58] elachat
[41] esl

Top Hashtags in Tweet in G4:
[114] scichat
[62] sponsored
[29] edchat
[26] science
[15] airpollution
[10] scienceed
[10] blackhistorymonth
[10] engchat
[10] langchat
[10] socialstudies

Top Hashtags in Tweet in G5:
[3] cell
[2] immunecell
[2] microfluidic
[2] scicomm
[2] sciencetwitter
[2] scichat
[1] pacman
[1] cellmigration
[1] cytoskeleton
[1] science

Top Hashtags in Tweet in G6:
[148] scichat
[76] stem
[37] science
[36] edchat
[31] stemed
[30] edtech
[27] education
[26] scied
[24] mathchat
[22] twigsciencereporter

Top Hashtags in Tweet in G7:
[160] edtech
[153] edchat
[116] scichat
[107] k12
[79] engchat
[77] mathchat
[75] elearning
[67] mlearning
[49] literacy
[45] education

Top Hashtags in Tweet in G8:
[104] scichat
[34] stem
[32] edchat
[27] edtech
[26] mathchat
[23] education
[22] classroom
[22] elearning
[22] engchat
[21] teaching

Top Hashtags in Tweet in G9:
[4] scichat
[3] ukedchat
[1] edutwitter
[1] cogscisci
[1] asechat
[1] stem
[1] stemchat
[1] teamscience

Top Hashtags in Tweet in G10:
[50] scichat
[45] controlaltachieve
[4] edtechchat
[1] sschat
[1] gsuiteedu
[1] googleedu
[1] astronomy
[1] science

Top Words
Top Words in Tweet in Entire Graph:
[2587] #scichat
[902] science
[658] ncse
[576] #science
[550] #scicomm
[471] garym
[465] #stem
[436] #edchat
[392] students
[306] free

Top Words in Tweet in G1:
[546] ncse
[480] #scichat
[391] #scicomm
[176] climate
[140] #climatechange
[117] change
[98] evolution
[78] #evolution
[58] science
[52] book

Top Words in Tweet in G2:
[870] #scichat
[399] garym
[344] science
[294] #science
[202] praxismedhat
[186] praxis
[186] 'science
[186] smarts'
[186] column
[168] #stem

Top Words in Tweet in G3:
[200] #scichat
[137] #sschat
[130] #mathchat
[117] middleweb
[83] #mschat
[76] #ellchat
[68] #edchat
[64] #engchat
[61] #educoach
[58] #elachat

Top Words in Tweet in G4:
[114] #scichat
[84] weareteachers
[62] #sponsored
[39] wardsscience
[32] students
[29] right
[29] #edchat
[26] #science
[23] cool
[22] science

Top Words in Tweet in G5:
[108] pj_saez
[108] immune
[108] cells
[108] patrol
[108] body
[108] search
[108] danger
[108] signals
[108] leukocyte
[108] scanning

Top Words in Tweet in G6:
[147] #scichat
[76] #stem
[72] science
[49] students
[46] twigeducation
[42] use
[39] learn
[37] #science
[36] #edchat
[31] #stemed

Top Words in Tweet in G7:
[160] #edtech
[153] #edchat
[115] #scichat
[107] #k12
[105] vedajunction
[79] #engchat
[77] #mathchat
[75] #elearning
[69] teaching
[67] #mlearning

Top Words in Tweet in G8:
[104] #scichat
[34] #stem
[32] #edchat
[27] #edtech
[26] #mathchat
[23] #education
[22] #classroom
[22] #elearning
[22] #engchat
[21] science

Top Words in Tweet in G9:
[118] forms
[102] quizzes
[102] science
[99] mrmwilby
[94] use
[91] ks3
[85] free
[84] ms
[84] remote
[84] learning

Top Words in Tweet in G10:
[80] ericcurts
[56] links
[50] science
[50] #scichat
[45] 100's
[45] best
[45] edtech
[45] curated
[45] each
[45] month

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[395] #scichat,#scicomm
[219] #science,#scichat
[193] praxis,'science
[193] 'science,smarts'
[193] smarts',column
[152] #scichat,#stem
[146] covid,19
[146] climate,change
[121] remote,learning
[119] #climatechange,#scichat

Top Word Pairs in Tweet in G1:
[317] #scichat,#scicomm
[112] climate,change
[111] #climatechange,#scichat
[47] #scicomm,#scichat
[40] #evolution,#scichat
[40] mark,calendar
[36] calendar,register
[33] michaelemann,#climatechange
[29] ncse,mark
[28] 00,eastern

Top Word Pairs in Tweet in G2:
[186] praxis,'science
[186] 'science,smarts'
[186] smarts',column
[147] #science,#scichat
[102] covid,19
[95] column,medicinehatnews
[94] #scichat,#stem
[76] column,#medhat
[71] praxismedhat,praxis
[68] #medhat,news

Top Word Pairs in Tweet in G3:
[70] #sschat,#mathchat
[44] #scichat,#mathchat
[41] #scichat,#ngsschat
[38] teach,content
[38] content,vocabulary
[38] vocabulary,english
[38] english,learners
[38] learners,tankhuynh
[38] tankhuynh,#ellchat
[38] #ellchat,#ell

Top Word Pairs in Tweet in G4:
[29] #scichat,#edchat
[28] #scichat,#sponsored
[26] #sponsored,wardsscience
[23] #science,#scichat
[22] put,candle
[22] candle,far
[22] far,away
[22] away,cool
[22] cool,#science
[20] weareteachers,put

Top Word Pairs in Tweet in G5:
[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
[108] microenvironment,observed

Top Word Pairs in Tweet in G6:
[17] #scichat,#stem
[16] learn,more
[15] news,update
[14] nsta,#engage20
[13] #scichat,#scied
[13] #boswinrobotics,#onlineclasses
[13] #onlineclasses,#virtuallearning
[11] #scied,#scichat
[11] #virtuallearning,#onlinerobotics
[10] join,contessa

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

Top Word Pairs in Tweet in G8:
[26] #mathchat,#scichat
[23] #edchat,#edtech
[22] #edtech,#education
[21] #edreform,#globaled
[21] #globaled,#cpchat
[21] #mlearning,#elearning
[20] #sschat,#mathchat
[19] #teaching,#edreform
[19] #cpchat,#mlearning
[18] #edoxi,#virtual

Top Word Pairs in Tweet in G9:
[84] quizzes,ms
[84] ms,forms
[84] science,remote
[84] remote,learning
[79] feel,free
[79] free,use
[78] ks3,gcse
[78] gcse,science
[76] mrmwilby,lots
[74] learning,feel

Top Word Pairs in Tweet in G10:
[45] 100's,best
[45] best,science
[45] science,edtech
[45] edtech,links
[45] links,curated
[45] curated,each
[45] each,month
[45] month,#scichat
[45] #scichat,#controlaltachieve
[43] ericcurts,100's

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

Top Mentioned in G1:
@ncse
@michaelemann
@garym
@khayhoe
@stevebrusatte
@ncsereid
@brianapobiner
@lemoustier
@badastronomer
@seanbiolcarroll

Top Mentioned in G2:
@garym
@praxismedhat
@ncse
@medicinehatnews
@gwardis
@educatoral
@karenblumberg
@tcea
@weareteachers
@physorg_com

Top Mentioned in G3:
@middleweb
@tankhuynh
@saintfester
@natgeoeducation
@parkbasedlearn
@naesp
@larryferlazzo
@curtischan
@psntps
@seneca_k12

Top Mentioned in G4:
@weareteachers
@wardsscience
@kidsmakingsense
@chemdrk
@seneca_k12
@mxcharlier
@nlad84
@checkthisoutbr
@kiefersj

Top Mentioned in G5:
@pj_saez
@cellmigration
@ecr_larc

Top Mentioned in G6:
@twigeducation
@edulastic
@theedtechimpact
@mystemkits
@nsta
@garym
@innovatemyschl
@doemiso
@nasa
@rspb_ribble

Top Mentioned in G7:
@vedajunction
@amitava64801373
@smartixedtech
@flipgrid
@kerszi
@buddyxo
@pharoscareer
@ischoolzambia
@idmah14792559
@garym

Top Mentioned in G8:
@quizmajig
@seligmancharles

Top Mentioned in G9:
@mrmwilby

Top Mentioned in G10:
@ericcurts
@thetsin
@mguhlin
@rmbyrne
@tcea
@garym

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@femtech_
@coopmike48
@padakitty
@astwisa
@lizditz
@ottlegalrebels
@frecklesxx20
@guardian
@estarianne

Top Tweeters in G1:
@padakitty
@astwisa
@lizditz
@guardian
@lorettabower3
@whirledcitizen_
@dvanhook822
@vievararosel
@washingtonpost
@phpress

Top Tweeters in G2:
@cowboyscifibot
@femtech_
@ottlegalrebels
@bbcnews
@suestroud
@time
@mailonline
@hubofml
@forbes
@artificialbra1n

Top Tweeters in G3:
@coopmike48
@mjoehlerich
@suptmoran
@macchica26
@larryferlazzo
@elemmathaccount
@teachertoolkit
@smgaillard
@johnscalhoun
@blocht574

Top Tweeters in G4:
@riyadhalrifai
@fourcornersrock
@daniellsinaga
@teacherhead
@piorno_gz
@joe4rialtousd
@strongann
@bumblebike
@booksyalove
@vxjoe

Top Tweeters in G5:
@estarianne
@equateall
@sweetpotat0314
@exarmyofficer1
@brendaschory
@deserthawk09
@celticvisionorg
@amainsight
@global79619367
@guatauva_

Top Tweeters in G6:
@ssxman2
@epuujee
@buzzfeednews
@adnansensitive
@popsci
@education_24x7
@tes
@iskaraman
@cassandrasorig2
@stem_ai

Top Tweeters in G7:
@calcaware
@openmarketingtv
@thecuriousluke
@trendsinai
@flipgrid
@scalarhumanity
@shellterrell
@markj_ohnson
@jc_james_clark
@e_sheninger

Top Tweeters in G8:
@hsianghui
@editor13x
@internet4classr
@ljconrad
@meenoorami
@fizzicsed
@btcnasia
@jonathanwylie
@nytimeslearning
@alicemercer

Top Tweeters in G9:
@nichilessdey
@staffdb66
@mrz__black
@drjohnodonoghue
@dodiscimus
@ellieerussell
@msdowdsci
@sciencelabman
@paddyshevlin
@mrhavercroft

Top Tweeters in G10:
@bexxmodd
@imsouthern
@thebradcurrie
@tina_p
@pevoplaneacion
@trichick17
@prtaylorca
@justinstallings
@filibuster3
@shuggins67


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