scichat, Twitter, 3/27/2021 11:57:10 PM, 251437


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scichat_2021-03-27_16-31-07.xlsx
scichat_2021-03-27_16-31-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 27, 2021
Short Description:
scichat via NodeXL https://bit.ly/3lYSUeX
@garym
@praxismedhat
@pj_saez
@ncse
@ericcurts
@b0tsci
@weareteachers
@mrmwilby
@jc_james_clark
@middleweb

Top hashtags:
#scichat
#stem
#edchat
#scicomm
#science
#edtech
#mathchat
#sschat
#engchat
#k12

Description:
Description
The graph represents a network of 2,391 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 Saturday, 27 March 2021 at 23:42 UTC.

The requested start date was Saturday, 27 March 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 84-day, 17-hour, 32-minute period from Friday, 01 January 2021 at 05:00 UTC to Friday, 26 March 2021 at 22:33 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 : 2391
Unique Edges : 1458
Edges With Duplicates : 9018
Total Edges : 10476
Number of Edge Types : 5
Mentions : 1357
Retweet : 3445
MentionsInRetweet : 4203
Tweet : 1449
Replies to : 22
Self-Loops : 1712
Reciprocated Vertex Pair Ratio : 0.0344932844932845
Reciprocated Edge Ratio : 0.0666863381528474
Connected Components : 187
Single-Vertex Connected Components : 84
Maximum Vertices in a Connected Component : 1943
Maximum Edges in a Connected Component : 9849
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.128066
Graph Density : 0.00059305379832671
Modularity : 0.286177
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 2,391 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 Saturday, 27 March 2021 at 23:42 UTC.

The requested start date was Saturday, 27 March 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 84-day, 17-hour, 32-minute period from Friday, 01 January 2021 at 05:00 UTC to Friday, 26 March 2021 at 22:33 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:
[61] https://www.controlaltachieve.com/p/science-links.html
[57] https://twitch.tv/sciencestreams
[28] https://www.weareteachers.com/circulatory-system-activities/?utm_content=1612454667&utm_medium=social&utm_source=twitter
[25] https://www.weareteachers.com/tiktok-science-experiments/?utm_content=1608646381&utm_medium=social&utm_source=facebook
[22] https://www.donorschoose.org/project/cordless-and-organized-classroom/5406006/
[18] https://learn.twigeducation.com/l/272722/2020-09-18/954cs2
[16] https://icograms.com/
[14] https://www.praxismedhat.com/events/international-day-of-women-and-girls-in-science-2021
[14] https://ncse.ngo/darwin-day-approaches-13
[14] https://timss2019.org/international-database/index.html

Top URLs in Tweet in G1:
[17] https://learn.twigeducation.com/l/272722/2020-09-18/954cs2
[14] https://www.praxismedhat.com/events/international-day-of-women-and-girls-in-science-2021
[10] https://www.edutopia.org/article/how-set-science-fair-during-pandemic
[10] https://www.edutopia.org/article/low-tech-scientific-exploration-students-home
[10] https://www.instagram.com/accounts/login/
[9] https://www.pressreader.com/article/281857236250689
[9] https://womenyoushouldknow.net/downloadable-stem-role-models-posters
[8] https://www.youtube.com/playlist?list=PLvisPb8FuBbbiLp2yT0BD-SolHxs8naGg

[7] https://www.pressreader.com/article/281986084482700
[7] https://www.youtube.com/watch?v=rL4nPYo9fxA&feature=youtu.be


Top URLs in Tweet in G2:
[57] https://twitch.tv/sciencestreams
[13] https://ncse.ngo/darwin-day-approaches-13
[13] https://ncse.ngo/random-samples-briana-pobiner
[9] 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
[6] https://www.nytimes.com/2020/12/20/science/pythons-fossils-snakes.html
[6] https://theconversation.com/why-creationism-bears-all-the-hallmarks-of-a-conspiracy-theory-153831
[5] https://www.theguardian.com/science/audio/2021/feb/09/what-can-the-evolutionary-history-of-turtles-tell-us-about-their-future-podcast
[5] https://www.anthropology-news.org/index.php/2021/03/01/ten-things-archaeology-tells-us-about-neanderthals/
[5] https://news.asu.edu/20210314-leading-paleoanthropologist-helm-institute-human-origins

Top URLs in Tweet in G3:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250766
[1] https://twitter.com/i/web/status/1363252842614706182
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Fimmersive%2Fd41586-021-00095-y%2Findex.html

Top URLs in Tweet in G4:
[13] https://www.shorturl.at/abezEand
[13] https://www.shorturl.at/nsAH3
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246997
[2] https://whiteboard.fi/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250766
[1] https://twitter.com/i/web/status/1374077669634154497
[1] https://twitter.com/MrMWilby/status/1333051077810384896
[1] https://twitter.com/i/web/status/1348377720066084870
[1] https://twitter.com/i/web/status/1348378501951401985
[1] https://twitter.com/i/web/status/1365426423813529600

Top URLs in Tweet in G5:
[56] https://www.controlaltachieve.com/p/science-links.html
[12] https://www.freetech4teachers.com/2021/01/nine-neat-nasa-resources-for-students.html
[12] https://icograms.com/
[11] https://blog.google/products/search/5-ways-search-can-help-you-learn/
[4] https://www.playmadagames.com/
[2] https://mars.nasa.gov/mars2020/?fbclid=IwAR3FD6mm3avDphX6OOPnmUuzjeMczaWvLu1afQOT8vatYAxJG7vSYF36nRc
[1] https://twitter.com/i/web/status/1374706618458370049
[1] https://twitter.com/i/web/status/1374714669726859264
[1] https://blog.tcea.org/another-new-infographic-tool-icograms-designer/
[1] https://maatauranga.co.nz

Top URLs in Tweet in G6:
[22] https://www.donorschoose.org/project/cordless-and-organized-classroom/5406006/
[4] https://www.smartbrief.com/branded/EC4C3F63-9D32-438A-A013-2D28A32CFEA5/58D7D8A0-4249-4E55-8123-070A000FE041
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3474_the_newsela_daily_deck.htm
[3] https://twitter.com/EBTSOYP/status/1356047380781690880
[3] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3533_youtube_channels_use_your_classroom.htm
[3] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3512_3_excellent_free_science_podcasts_kids.htm
[3] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3527_20_of_the_best_free_science_apps_for_ipad__ios.htm
[2] https://twitter.com/NoFullAPexam/status/1350827556438745088
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250766
[1] https://www.edutopia.org/article/low-tech-scientific-exploration-students-home

Top URLs in Tweet in G7:
[22] https://www.weareteachers.com/circulatory-system-activities/?utm_content=1612454667&utm_medium=social&utm_source=twitter
[21] https://www.weareteachers.com/tiktok-science-experiments/?utm_content=1608646381&utm_medium=social&utm_source=facebook
[7] https://www.weareteachers.com/slime-space-virtual-field-trip/?utm_content=1614801619&utm_medium=social&utm_source=twitter
[2] 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
[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://www.weareteachers.com/contest/science-distance-learning-survival-kit/?utm_source=DNB-WAT&utm_medium=TW&utm_campaign=VWR_2006_GIVE_SPRING_MEGA
[2] https://www.weareteachers.com/contest/win-kiwico-steam-kits/?utm_content=1612809368&utm_medium=social&utm_source=facebook
[1] https://twitter.com/i/web/status/1352375926915555329
[1] https://twitter.com/i/web/status/1368593036075278336
[1] https://twitter.com/i/web/status/1375289406462955528

Top URLs in Tweet in G8:
[4] https://eduk8.me/?p=13648
[4] https://eduk8.me/?p=13435
[2] https://www.je411.com/
[2] https://eduk8.me/2021/01/calculate-anything/
[2] https://www.internet4classrooms.com/assessment_assistance/assessment_practice_test_preparation_interactive_1st_first_grade.htm
[1] https://www.cnn.com/2021/01/04/health/winter-weather-cold-flu-season-wellness-partner/index.html
[1] https://twitter.com/DrEricDing/status/1345926734227664901
[1] https://nces.ed.gov/NationsReportCard/nqt/link/itemlist/181564
[1] https://www.bluknowledge.com/?page_id=81
[1] https://www.labxchange.org/library

Top URLs in Tweet in G9:
[12] https://www.mystemkits.com/
[5] https://edulastic.com/blog/sparkscience/
[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://www.youtube.com/watch?v=9NYFgTE5QHY

[2] https://shadowfaxrant.blogspot.com/2021/01/happy-new-year-2021.html?spref=tw
[2] https://shadowfaxrant.blogspot.com/2021/02/mat225-week01-of-unit02-partial.html?m=0
[1] https://twitter.com/mystemkits/status/1371506779004276739
[1] https://blog.mimio.com/stem-lesson-idea-using-virtual-learning-to-drive-environmental-change
[1] https://www.youtube.com/watch?v=Rmx6586sOP4&feature=youtu.be


Top URLs in Tweet in G10:
[3] https://twitter.com/middleweb/status/1351218818664828932
[1] https://twitter.com/middleweb/status/1366034861912391681
[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://twitter.com/i/web/status/1368643532446199809
[1] https://twitter.com/i/web/status/1370413923036499973
[1] https://twitter.com/i/web/status/1374046682833416202
[1] https://www.middleweb.com/44464/transforming-learning-with-translanguage/

Top Domains
Top Domains in Tweet in Entire Graph:
[757] twitter.com
[130] nasa.gov
[96] scitechdaily.com
[93] youtube.com
[72] paper.li
[71] weareteachers.com
[70] smithsonianmag.com
[64] sciencenews.org
[62] cbc.ca
[61] controlaltachieve.com

Top Domains in Tweet in G1:
[321] twitter.com
[126] nasa.gov
[95] scitechdaily.com
[58] cbc.ca
[57] youtube.com
[53] smithsonianmag.com
[52] sciencenews.org
[33] twigeducation.com
[31] pressreader.com
[30] sciencebuddies.org

Top Domains in Tweet in G2:
[59] twitch.tv
[59] twitter.com
[32] ncse.ngo
[19] theguardian.com
[16] smithsonianmag.com
[11] youtube.com
[10] nytimes.com
[10] sciencenews.org
[10] discovermagazine.com
[8] scientificamerican.com

Top Domains in Tweet in G3:
[1] nodexlgraphgallery.org
[1] twitter.com
[1] nature.com

Top Domains in Tweet in G4:
[26] shorturl.at
[6] twitter.com
[3] nodexlgraphgallery.org
[2] whiteboard.fi

Top Domains in Tweet in G5:
[56] controlaltachieve.com
[12] freetech4teachers.com
[12] icograms.com
[11] blog.google
[4] playmadagames.com
[3] twitter.com
[2] nasa.gov
[1] tcea.org
[1] co.nz

Top Domains in Tweet in G6:
[55] twitter.com
[22] donorschoose.org
[13] teacheridea.com
[4] smartbrief.com
[2] youngzine.org
[2] scienceopen.com
[1] nodexlgraphgallery.org
[1] edutopia.org
[1] gov.au
[1] apple.com

Top Domains in Tweet in G7:
[58] weareteachers.com
[4] twitter.com

Top Domains in Tweet in G8:
[38] twitter.com
[10] eduk8.me
[7] youtube.com
[7] paper.li
[2] je411.com
[2] co.uk
[2] google.com
[2] internet4classrooms.com
[2] eventsforce.net
[1] cnn.com

Top Domains in Tweet in G9:
[47] twitter.com
[12] mystemkits.com
[11] blogspot.com
[9] youtube.com
[9] edulastic.com
[3] google.com
[3] zoom.us
[1] mimio.com
[1] boxlight.com

Top Domains in Tweet in G10:
[13] middleweb.com
[12] twitter.com
[2] paper.li
[1] edweek.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2689] scichat
[610] stem
[599] edchat
[487] scicomm
[452] science
[344] edtech
[275] mathchat
[207] sschat
[201] engchat
[170] k12



Top Hashtags in Tweet in G1:
[1224] scichat
[390] stem
[253] science
[154] medhat
[150] edchat
[102] scicomm
[87] edtech
[84] evolution
[83] scied
[72] aerospace

Top Hashtags in Tweet in G2:
[358] scichat
[333] scicomm
[44] scitlap
[25] science
[21] studentvoice
[15] evolution
[14] stem
[13] marinebiology
[13] darwinday
[12] climatechange

Top Hashtags in Tweet in G3:
[83] cells
[67] actin
[18] cytoskeleton
[8] scichat
[8] scicomm
[3] science
[1] cell
[1] immunology
[1] sciencetwitter
[1] saintvalentin

Top Hashtags in Tweet in G4:
[7] scichat
[4] stemclub
[4] ukedchat
[2] scicomm
[2] stem
[2] sschat
[2] engchat
[1] britishscienceweek
[1] cogscisci
[1] asechat

Top Hashtags in Tweet in G5:
[64] scichat
[56] controlaltachieve
[8] stem
[3] edchatnz
[3] stemed
[2] edtechchat
[2] instantpd
[2] iteachscience
[2] edchat
[1] astronomy

Top Hashtags in Tweet in G6:
[161] edchat
[147] edtech
[111] scichat
[110] k12
[81] elearning
[73] mathchat
[68] engchat
[66] mlearning
[52] education
[47] learning

Top Hashtags in Tweet in G7:
[99] scichat
[87] sponsored
[45] edchat
[30] blackhistorymonth
[21] science
[7] virtualfieldtrip
[7] stem
[2] teacherperks
[2] stemchat

Top Hashtags in Tweet in G8:
[92] scichat
[33] stem
[32] edchat
[31] mathchat
[23] engchat
[23] education
[22] edtech
[21] teaching
[21] elearning
[21] sschat

Top Hashtags in Tweet in G9:
[75] scichat
[35] stem
[31] stemed
[29] edtech
[17] edchat
[13] science
[13] edulasticscience
[12] 3dprinted
[12] scicomm
[12] podcast

Top Hashtags in Tweet in G10:
[108] scichat
[105] sschat
[90] mschat
[75] elachat
[62] ellchat
[55] mathchat
[55] educoach
[45] engchat
[30] edchat
[26] esl

Top Words
Top Words in Tweet in Entire Graph:
[2688] #scichat
[1155] science
[620] garym
[610] #stem
[597] #edchat
[484] #scicomm
[464] ncse
[452] #science
[420] praxismedhat
[411] students

Top Words in Tweet in G1:
[1223] #scichat
[573] science
[550] garym
[408] praxismedhat
[390] #stem
[262] nasa
[253] #science
[204] day
[203] praxis
[190] news

Top Words in Tweet in G2:
[358] #scichat
[348] ncse
[333] #scicomm
[90] science
[64] mark
[62] newshourextra
[60] book
[60] calendar
[51] pentaclethra
[51] pbs

Top Words in Tweet in G3:
[191] 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 G4:
[118] forms
[106] mrmwilby
[104] science
[103] quizzes
[93] use
[90] ks3
[89] learning
[88] ms
[88] remote
[80] free

Top Words in Tweet in G5:
[90] ericcurts
[64] #scichat
[59] science
[56] 100's
[56] best
[56] edtech
[56] links
[56] curated
[56] each
[56] month

Top Words in Tweet in G6:
[161] #edchat
[147] #edtech
[111] #scichat
[110] #k12
[95] vedajunction
[81] #elearning
[73] #mathchat
[68] #engchat
[66] #mlearning
[62] teaching

Top Words in Tweet in G7:
[111] weareteachers
[99] #scichat
[87] #sponsored
[45] #edchat
[44] more
[30] teaching
[30] virtually
[30] add
[30] slides
[30] prompt

Top Words in Tweet in G8:
[92] #scichat
[33] #stem
[32] #edchat
[31] #mathchat
[23] #engchat
[23] #education
[22] #edtech
[21] #teaching
[21] #elearning
[21] #sschat

Top Words in Tweet in G9:
[75] #scichat
[44] science
[35] #stem
[31] #stemed
[31] kit
[29] #edtech
[28] edulastic
[22] episode
[21] students
[18] lesson

Top Words in Tweet in G10:
[108] #scichat
[105] #sschat
[93] middleweb
[90] #mschat
[75] #elachat
[62] #ellchat
[55] #educoach
[54] #mathchat
[45] #engchat
[37] els

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[243] #scichat,#scicomm
[184] #scichat,#stem
[183] observed,under
[169] #scicomm,#scichat
[164] 'science,smarts'
[164] smarts',column
[158] praxis,'science
[156] #science,#scichat
[147] praxismedhat,icymi
[119] #scichat,#mathchat

Top Word Pairs in Tweet in G1:
[163] 'science,smarts'
[163] smarts',column
[157] praxis,'science
[146] praxismedhat,icymi
[144] #scichat,#stem
[114] international,day
[108] #science,#scichat
[105] day,women
[105] women,girls
[105] girls,science

Top Word Pairs in Tweet in G2:
[171] #scichat,#scicomm
[123] #scicomm,#scichat
[60] mark,calendar
[49] ncse,mark
[49] calendar,register
[37] pbs,newshour
[25] life's,edge
[23] register,neilshubin
[22] interesting,problem
[22] book,life's

Top Word Pairs in Tweet in G3:
[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 G4:
[88] quizzes,ms
[88] ms,forms
[88] science,remote
[88] remote,learning
[78] feel,free
[78] free,use
[77] ks3,gcse
[77] gcse,science
[76] learning,feel
[76] use,save

Top Word Pairs in Tweet in G5:
[56] 100's,best
[56] best,science
[56] science,edtech
[56] edtech,links
[56] links,curated
[56] curated,each
[56] each,month
[56] month,#scichat
[56] #scichat,#controlaltachieve
[54] ericcurts,100's

Top Word Pairs in Tweet in G6:
[70] #edtech,#edchat
[57] start,vedajunction
[57] vedajunction,classroom
[57] classroom,pilot
[57] pilot,become
[57] become,champion
[57] champion,teaching
[57] teaching,#k12
[57] #k12,#edtech
[57] #edchat,#mlearning

Top Word Pairs in Tweet in G7:
[30] teaching,virtually
[30] virtually,add
[30] add,slides
[30] slides,prompt
[30] prompt,conversations
[30] conversations,#scichat
[30] #scichat,#blackhistorymonth
[30] #blackhistorymonth,#sponsored
[28] weareteachers,teaching
[23] #sponsored,wardsscience

Top Word Pairs in Tweet in G8:
[24] #mathchat,#scichat
[19] #edreform,#globaled
[19] #mlearning,#elearning
[19] #elearning,#engchat
[19] #engchat,#sschat
[19] #sschat,#mathchat
[18] #edoxi,#virtual
[18] #virtual,#classroom
[18] #classroom,#edchat
[18] #edchat,#edtech

Top Word Pairs in Tweet in G9:
[11] #scichat,#scicomm
[9] #stemed,#stem
[9] #edtech,#edchat
[9] #podcast,#scichat
[9] available,stream
[8] #scichat,#iteachscience
[8] learning,home
[7] lesson,plans
[7] #scicomm,#stem
[7] teachers,#distancelearning

Top Word Pairs in Tweet in G10:
[38] #sschat,#scichat
[38] #scichat,#mathchat
[27] #elachat,#sschat
[25] #scichat,#sschat
[24] #mathchat,#sschat
[23] translanguaging,lets
[23] lets,els
[23] els,use
[23] use,tools
[23] tools,#mschat

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

Top Mentioned in G1:
@garym
@praxismedhat
@nasa
@gwardis
@ncse
@educatoral
@medicinehatnews
@twigeducation
@doemiso
@genomealberta

Top Mentioned in G2:
@ncse
@pentaclethra
@newshourextra
@garym
@carlzimmer
@lemoustier
@neilshubin
@brianapobiner
@newshour
@desilva_jerry

Top Mentioned in G3:
@pj_saez
@michaelbathurst
@ukehamburg
@garym

Top Mentioned in G4:
@mrmwilby
@pj_saez
@bt_uk
@garym
@praxismedhat
@ncse
@weareteachers
@b0tsci
@seneca_k12
@smr_foundation

Top Mentioned in G5:
@ericcurts
@teacher2teacher
@helenhaine
@nanc
@rmbyrne
@mguhlin
@nancytaughtyou
@herbivory1
@nzsciencelearn
@praxismedhat

Top Mentioned in G6:
@vedajunction
@smartixedtech
@glewisoct
@kevpluck
@atomicheroes
@sydney_uni
@rellatink
@scanjournal
@wespprtteachers
@mrsbarnett_tchr

Top Mentioned in G7:
@weareteachers
@wardsscience
@kiwico_inc
@nickelodeon

Top Mentioned in G8:
@intelligian

Top Mentioned in G9:
@edulastic
@livingroomlogic
@mystemkits
@rspb_ribble
@tes
@elena_sf_ca
@mrsfisher_sci
@stemteamhub_tp
@vedajunction

Top Mentioned in G10:
@middleweb
@larr
@larryferlazzo
@stenhousepub
@larryfe
@ilatoday
@naesp
@tankhuynh
@kathie0

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

Top Tweeters in G1:
@cowboyscifibot
@femtech_
@viralvideovlogs
@mailonline
@blueravefinn
@artificialbra1n
@genecowan
@ctvnews
@flipgrid
@imagine_garden

Top Tweeters in G2:
@padakitty
@astwisa
@guardian
@katelaity
@cultiv8hope
@discord
@dvanhook822
@kimellis9
@quick13
@robleamusic

Top Tweeters in G3:
@estarianne
@ssxman2
@equateall
@sweetpotat0314
@exarmyofficer1
@brendaschory
@deserthawk09
@celticvisionorg
@global79619367
@mgmglobal

Top Tweeters in G4:
@bt_uk
@michaelbathurst
@chemdrk
@nichilessdey
@staffdb66
@mrz__black
@blewis09
@spiritedthriftr
@drjohnodonoghue
@dodiscimus

Top Tweeters in G5:
@teacher2teacher
@principalogg
@wickededtech
@frawleymotat
@pevoplaneacion
@nancytaughtyou
@franze98
@rsamantha725
@nzsciencelearn
@tommyspall

Top Tweeters in G6:
@trendsinai
@code_convention
@openmarketingtv
@thecuriousluke
@scalarhumanity
@pyscalellc
@jc_james_clark
@sustaintrends
@mlb0t
@api_daily

Top Tweeters in G7:
@cipherequality
@riyadhalrifai
@fourcornersrock
@mabr3moaden
@grahamandre
@ritawirtz
@joe4rialtousd
@booksyalove
@vxjoe
@yabooknerd

Top Tweeters in G8:
@gothamknowledge
@thomassci
@karenvaites
@bagnararod
@cyberteacher
@internet4classr
@ljconrad
@btcnasia
@rynki24
@lessontoolbox

Top Tweeters in G9:
@epuujee
@education_24x7
@robotconsumer
@mass_ave
@tes
@paulsolarz
@crestwoodsupt
@grahambm
@distancelrnbot
@janes_world2

Top Tweeters in G10:
@coopmike48
@macchica26
@larryferlazzo
@ncte
@joedale
@smgaillard
@bivey
@heinemannpub
@mssalvac
@ilatoday


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