scichat, Twitter, 5/16/2021 12:15:01 AM, 254833


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scichat_2021-05-15_16-48-01.xlsx
scichat_2021-05-15_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 16, 2021
Short Description:
scichat via NodeXL https://bit.ly/33JXGo8
@garym
@praxismedhat
@ericcurts
@ncse
@populationed
@stem_ai
@b0tsci
@newshourextra
@schoolscience
@pj_saez

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

Description:
Description
The graph represents a network of 2,076 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, 16 May 2021 at 00:01 UTC.

The requested start date was Saturday, 15 May 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 74-day, 21-hour, 34-minute period from Monday, 01 March 2021 at 01:02 UTC to Friday, 14 May 2021 at 22:36 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 : 2076
Unique Edges : 1493
Edges With Duplicates : 8594
Total Edges : 10087
Number of Edge Types : 5
MentionsInRetweet : 4113
Mentions : 1385
Retweet : 3195
Tweet : 1377
Replies to : 17
Self-Loops : 1607
Reciprocated Vertex Pair Ratio : 0.0375120230843219
Reciprocated Edge Ratio : 0.0723114956736712
Connected Components : 153
Single-Vertex Connected Components : 67
Maximum Vertices in a Connected Component : 1662
Maximum Edges in a Connected Component : 9396
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.894847
Graph Density : 0.0007512129442626
Modularity : 0.27269
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 2,076 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, 16 May 2021 at 00:01 UTC.

The requested start date was Saturday, 15 May 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 74-day, 21-hour, 34-minute period from Monday, 01 March 2021 at 01:02 UTC to Friday, 14 May 2021 at 22:36 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
[63] https://twitch.tv/sciencestreams
[58] https://www.controlaltachieve.com/p/science-links.html
[47] https://makedesigninnovate.weebly.com/bloglesson-share/earth-science-innovation-choice-boards
[35] https://www.controlaltachieve.com/2021/05/how-big-is-space.html
[25] https://schoolreportwriter.com/
[24] https://blog.google/products/search/5-ways-search-can-help-you-learn/
[24] https://www.ck12.org/conceptmap/
[22] https://www.donorschoose.org/project/cordless-and-organized-classroom/5406006/
[21] https://techcommunity.microsoft.com/t5/articles/learn-how-to-solve-math-problems-with-math-solver-in-microsoft/m-p/2195689

Top URLs in Tweet in G1:
[21] https://techcommunity.microsoft.com/t5/articles/learn-how-to-solve-math-problems-with-math-solver-in-microsoft/m-p/2195689
[15] https://seab-sciencefair.com
[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
[10] https://blog.google/products/search/5-ways-search-can-help-you-learn/

Top URLs in Tweet in G2:
[15] https://ncse.ngo/random-samples-briana-pobiner
[14] https://twitch.tv/sciencestreams
[8] https://www.wbur.org/onpoint/2021/04/01/lifes-edge-science-writer-carl-zimmer-alive-science
[5] https://www.sciencemag.org/news/2021/03/tiny-differences-plumage-and-song-have-split-two-nearly-identical-birds-different
[5] https://www.nature.com/articles/d41586-021-01250-1
[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
[5] https://radiowest.kuer.org/post/carl-zimmer-life-s-biggest-question
[4] https://www.sciencenews.org/article/ancient-hominid-ardi-hand-bone-fossils-grip-chimp-human
[4] https://www.pnas.org/content/118/16/e2105383118

Top URLs in Tweet in G3:
[61] https://www.controlaltachieve.com/2021/04/earth-timelapse.html
[51] https://www.controlaltachieve.com/p/science-links.html
[43] https://makedesigninnovate.weebly.com/bloglesson-share/earth-science-innovation-choice-boards
[24] https://www.controlaltachieve.com/2021/05/how-big-is-space.html
[17] https://www.ck12.org/conceptmap/
[13] https://blog.google/products/search/5-ways-search-can-help-you-learn/
[8] https://www.earthcam.com/
[5] https://www.playmadagames.com/
[3] https://twitter.com/JRSTpub/status/1392223450522136576
[3] https://umich.zoom.us/webinar/register/WN_aN5k5_6mRqCyvp9BwrOvaA

Top URLs in Tweet in G4:
[13] https://www.weareteachers.com/squid-dissection-lab-activity/?utm_content=1617047048&utm_medium=social&utm_source=twitterers.com/squid-dissection-lab-activity/
[10] https://www.weareteachers.com/circulatory-system-activities/?utm_content=1612454667&utm_medium=social&utm_source=twitter
[7] https://www.weareteachers.com/slime-space-virtual-field-trip/?utm_content=1614801619&utm_medium=social&utm_source=twitter
[4] https://www.theyellowbirdhouse.com/11-free-educational-websites-for-kids/
[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_3562_earth_day.htm
[3] https://www.kqed.org/mindshift/56946/how-can-teachers-nurture-meaningful-student-agency
[3] https://www.edutopia.org/article/9-ways-promote-equity-our-schools
[3] https://www.edweek.org/teaching-learning/opinion-dont-make-the-math-classroom-a-pbl-free-zone/2021/04
[3] https://www.theeducationmagazine.com/word-art/inspirational-teachers-day-quotes/

Top URLs in Tweet in G5:
[22] https://www.donorschoose.org/project/cordless-and-organized-classroom/5406006/
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=250766
[2] https://discord.com/invite/GEdMVxhYN5
[1] https://twitter.com/i/web/status/1369291727685746691
[1] https://twitter.com/i/web/status/1368532805949530113
[1] https://twitter.com/i/web/status/1368890558790385667
[1] https://youngzine.org/news/science/fighting-disease-gm-mosquitoes
[1] https://youngzine.org/news/our-earth/saving-black-footed-ferret
[1] https://twitter.com/i/web/status/1369855605838643201
[1] https://twitter.com/i/web/status/1373799089545097218

Top URLs in Tweet in G6:
[2] https://savvas.zoom.us/webinar/register/WN_hO2JwN6aT2ybKaOJFGVP7A
[2] https://go.info.amplify.com/getintouchoption-webinar-fy21_science_educatorspotlight_national_webinarseries
[1] https://twitter.com/lieberrian/status/1393006645551190016
[1] https://twitter.com/i/web/status/1381626801349218308
[1] https://twitter.com/i/web/status/1383009788544524291
[1] https://twitter.com/i/web/status/1384298159711547396
[1] https://twitter.com/jamesvgingerich/status/1386119732147986444
[1] https://twitter.com/i/web/status/1387011303797968898
[1] https://twitter.com/jenny_b_hall/status/1387930893805707264
[1] https://www.nps.gov/media/video/view.htm?id=55C9C420-BA1E-5976-90089C28EC355893

Top URLs in Tweet in G7:
[2] https://www.pbs.org/newshour/extra/2021/03/kahoot-newshour-extra-series-news-round-up-and-power-of-invention-games/
[1] https://theconversation.com/archaeology-in-west-africa-could-rewrite-the-textbooks-on-human-evolution-157610?utm_source=twitter&utm_medium=bylinetwitterbutton
[1] https://www.smithsonianmag.com/smart-news/researchers-are-discovering-secrets-hibernating-lemurs-180977392/
[1] https://medicinehatnews.com/news/local-news/2021/04/24/young-lad-now-proud-custodian-of-dinosaur-tooth/
[1] https://www.livescience.com/antikythera-mechanism-worlds-first-computer-modeled.html
[1] https://aeon.co/essays/is-eating-natural-food-the-same-as-eating-whats-healthy
[1] https://forms.gle/XtF8i9AXprVcRE3a6
[1] https://twitter.com/i/web/status/1370456992746254342
[1] https://twitter.com/i/web/status/1387385107728805889
[1] https://www.pbs.org/newshour/extra/daily-videos/daily-news-lesson-will-offshore-wind-energy-drive-renewable-energy-push/

Top URLs in Tweet in G8:
[1] https://bit.ly/2QRfYky?utm_campaign=W7B%20Contest&utm_content=166007607&utm_medium=social&utm_source=twitter&hss_channel=tw-2647865652
[1] https://twitter.com/i/web/status/1369344997598846994
[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://bit.ly/3nKnOIK?utm_campaign=W7B%20Contest&utm_content=164977303&utm_medium=social&utm_source=twitter&hss_channel=tw-2647865652
[1] https://bit.ly/2SnmMXA?utm_campaign=W7B%20Contest&utm_content=164978975&utm_medium=social&utm_source=twitter&hss_channel=tw-2647865652
[1] https://bit.ly/3ti4zXY?utm_campaign=W7B%20Contest&utm_content=165000454&utm_medium=social&utm_source=twitter&hss_channel=tw-2647865652
[1] https://bit.ly/3uiXub1?utm_campaign=W7B%20Contest&utm_content=165000464&utm_medium=social&utm_source=twitter&hss_channel=tw-2647865652

Top URLs in Tweet in G9:
[4] https://eduk8.me/?p=13648
[3] https://schoolship.org/glwfc
[2] https://www.eventsforce.net/caiu/34/home
[1] https://newmeridiancorp.org/science-exchange/
[1] https://www.innovate-ed.org/food-for-thought/?utm_source=twitter&utm_medium=post&utm_campaign=GA&platform=hootsuite&utm_campaign=HSCampaign#FFT_Scientist_Responsibility
[1] https://youtu.be/r2NJwGRPGqs
[1] https://twitter.com/METCedplus/status/1367267314400436227
[1] https://www.nytimes.com/2019/04/03/us/robotics-wheelchair.html
[1] https://paper.li/GoldenMahseer/1348903706?edition_id=5d1bf300-8094-11eb-8310-fa163e17892e
[1] https://twitter.com/i/web/status/1369426649356320769

Top URLs in Tweet in G10:
[4] https://www.controlaltachieve.com/2021/04/earth-timelapse.html
[1] https://www.middleweb.com/44888/using-text-sets-to-benefit-bilingual-students/
[1] https://www.middleweb.com/44695/using-systems-thinking-to-deepen-understanding/
[1] https://www.middleweb.com/44844/other-ways-for-kids-to-show-what-they-know/
[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/44738/breaking-glass-ceilings-a-student-reading-list/
[1] https://www.middleweb.com/44684/tips-for-attending-virtual-conferences-in-2021/
[1] https://www.middleweb.com/44611/cris-tovani-use-these-6ts-to-deepen-learning/

Top Domains
Top Domains in Tweet in Entire Graph:
[676] twitter.com
[169] controlaltachieve.com
[127] scitechdaily.com
[123] nasa.gov
[88] pressreader.com
[71] weareteachers.com
[63] twitch.tv
[62] blogspot.com
[61] twigeducation.com
[59] sciencenews.org

Top Domains in Tweet in G1:
[243] twitter.com
[112] nasa.gov
[88] pressreader.com
[56] scitechdaily.com
[48] blogspot.com
[47] cbc.ca
[45] smithsonianmag.com
[40] sciencenews.org
[30] sciencebuddies.org
[27] interestingengineering.com

Top Domains in Tweet in G2:
[33] twitter.com
[20] ncse.ngo
[14] twitch.tv
[9] sciencenews.org
[9] nytimes.com
[8] wbur.org
[7] sciencemag.org
[7] nature.com
[6] asu.edu
[6] scistarter.org

Top Domains in Tweet in G3:
[136] controlaltachieve.com
[43] weebly.com
[17] ck12.org
[14] twitter.com
[13] blog.google
[8] earthcam.com
[5] playmadagames.com
[3] zoom.us
[1] youtube.com
[1] blogspot.com

Top Domains in Tweet in G4:
[56] weareteachers.com
[46] twitter.com
[23] teacheridea.com
[21] edutopia.org
[13] blogspot.com
[11] edsurge.com
[8] cultofpedagogy.com
[7] edweek.org
[7] controlaltachieve.com
[7] shakeuplearning.com

Top Domains in Tweet in G5:
[22] donorschoose.org
[18] twitter.com
[5] youngzine.org
[3] nodexlgraphgallery.org
[2] discord.com
[1] smartbrief.com
[1] google.com
[1] gov.au

Top Domains in Tweet in G6:
[48] savvas.com
[43] twitter.com
[19] ow.ly
[11] nasa.gov
[3] zoom.us
[3] amplify.com
[2] wonderopolis.org
[2] tangofscience.blog
[1] nps.gov
[1] minsocam.org

Top Domains in Tweet in G7:
[4] pbs.org
[3] twitter.com
[1] theconversation.com
[1] smithsonianmag.com
[1] medicinehatnews.com
[1] livescience.com
[1] aeon.co
[1] forms.gle

Top Domains in Tweet in G8:
[34] bit.ly
[5] twitter.com

Top Domains in Tweet in G9:
[24] twitter.com
[6] paper.li
[4] eduk8.me
[3] google.com
[3] schoolship.org
[2] nytimes.com
[2] eventsforce.net
[1] newmeridiancorp.org
[1] innovate-ed.org
[1] youtu.be

Top Domains in Tweet in G10:
[7] middleweb.com
[4] controlaltachieve.com
[4] twitter.com
[3] paper.li
[1] weebly.com
[1] ck12.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2607] scichat
[720] stem
[575] edchat
[400] scicomm
[387] science
[387] edtech
[302] mathchat
[291] sschat
[201] d123
[187] elemchat



Top Hashtags in Tweet in G1:
[995] scichat
[450] stem
[250] science
[152] medhat
[108] edchat
[93] scied
[86] edtech
[81] scicomm
[80] steam
[76] space

Top Hashtags in Tweet in G2:
[251] scichat
[216] scicomm
[33] scic5
[26] stem
[14] science
[13] ngsschat
[11] ngss
[11] phenomena
[9] scitlap
[6] waltdisneyimagineering

Top Hashtags in Tweet in G3:
[72] scichat
[56] controlaltachieve
[17] googleearth
[15] edtech
[4] learn4life
[3] googleedu
[3] sschat
[3] edchat
[3] oer
[3] goopen

Top Hashtags in Tweet in G4:
[182] edchat
[163] d123
[161] edtech
[153] scichat
[134] elemchat
[131] cpchat
[115] mschat
[110] hschat
[97] ntchat
[97] pblchat

Top Hashtags in Tweet in G5:
[65] scichat
[54] k12
[51] edchat
[37] scicomm
[36] edtech
[35] learning
[25] engchat
[23] edleadership
[22] cellmigration
[22] focaladhesion

Top Hashtags in Tweet in G6:
[130] scichat
[62] virtualstemfair
[61] earthday2021
[56] stem
[29] nstaengage
[27] stemeducation
[17] edchat
[15] equityineducation
[13] freshideasforteaching
[13] ngsschat

Top Hashtags in Tweet in G7:
[21] studentvoice
[11] scichat
[6] scicomm
[6] sschat
[4] ngsschat
[4] apush
[3] educatorvoice
[2] stem
[2] edchat
[2] invented

Top Hashtags in Tweet in G8:
[33] edchat
[33] scichat
[33] sschat
[33] inspo

Top Hashtags in Tweet in G9:
[76] scichat
[20] stem
[20] edchat
[11] edtech
[11] mathchat
[10] education
[8] science
[8] engchat
[6] k12
[6] elearning

Top Hashtags in Tweet in G10:
[66] scichat
[62] sschat
[56] elachat
[45] ellchat
[42] mschat
[40] educoach
[25] engchat
[24] esl
[20] mathchat
[14] els

Top Words
Top Words in Tweet in Entire Graph:
[2607] #scichat
[1011] science
[720] #stem
[576] #edchat
[575] garym
[486] students
[406] earth
[400] #scicomm
[393] praxismedhat
[389] #science

Top Words in Tweet in G1:
[995] #scichat
[454] garym
[450] #stem
[377] praxismedhat
[362] science
[250] #science
[220] nasa
[172] day
[168] found
[152] #medhat

Top Words in Tweet in G2:
[281] ncse
[251] #scichat
[216] #scicomm
[68] garym
[65] science
[64] register
[64] book
[60] mark
[58] calendar
[46] life

Top Words in Tweet in G3:
[215] ericcurts
[172] science
[140] earth
[122] changes
[92] explore
[88] choice
[86] boards
[84] interactive
[72] #scichat
[66] google

Top Words in Tweet in G4:
[182] #edchat
[163] #d123
[161] #edtech
[153] #scichat
[134] #elemchat
[131] #cpchat
[115] #mschat
[110] #hschat
[97] #ntchat
[97] #pblchat

Top Words in Tweet in G5:
[65] #scichat
[54] #k12
[51] #edchat
[48] pj_saez
[44] much
[37] #scicomm
[36] #edtech
[35] #learning
[25] #engchat
[23] #edleadership

Top Words in Tweet in G6:
[169] science
[158] savvaslearning
[130] #scichat
[101] educators
[85] join
[73] virtual
[73] celebrate
[65] live
[62] #virtualstemfair
[61] #earthday2021

Top Words in Tweet in G7:
[71] newshourextra
[62] pbs
[50] newshour
[46] lesson
[33] students
[27] extra
[24] history
[22] plan
[22] vaccination
[22] opposition

Top Words in Tweet in G8:
[40] congrats
[39] winning
[39] video
[34] check
[33] #edchat
[33] #scichat
[33] #sschat
[33] #inspo
[25] learn
[25] more

Top Words in Tweet in G9:
[76] #scichat
[20] #stem
[20] #edchat
[11] #edtech
[11] #mathchat
[10] #education
[9] science
[9] great
[8] students
[8] #science

Top Words in Tweet in G10:
[66] #scichat
[62] #sschat
[56] #elachat
[52] middleweb
[45] #ellchat
[42] #mschat
[40] #educoach
[25] teaching
[25] #engchat
[24] co

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[204] #scichat,#scicomm
[187] #edchat,#edtech
[186] #d123,#edchat
[182] #stem,#scichat
[177] #scichat,#stem
[151] #edtech,#cpchat
[151] 'science,smarts'
[144] #sschat,#scichat
[132] #cpchat,#elemchat
[127] smarts',column

Top Word Pairs in Tweet in G1:
[143] 'science,smarts'
[137] #scichat,#stem
[121] smarts',column
[112] #stem,#scichat
[106] #science,#scichat
[104] praxis,'science
[100] praxismedhat,icymi
[99] latest,praxis
[97] nasa,#scichat
[83] #medhat,news

Top Word Pairs in Tweet in G2:
[150] #scichat,#scicomm
[58] mark,calendar
[58] calendar,register
[52] #scicomm,#scichat
[47] ncse,mark
[45] life's,edge
[40] book,life's
[22] earth,day
[20] years,ago
[18] online,00

Top Word Pairs in Tweet in G3:
[86] earth,science
[86] choice,boards
[61] explore,37
[61] 37,years
[61] years,changes
[58] ericcurts,explore
[52] 100's,best
[52] best,science
[52] science,edtech
[52] edtech,links

Top Word Pairs in Tweet in G4:
[151] #d123,#edchat
[140] #edchat,#edtech
[131] #edtech,#cpchat
[120] #cpchat,#elemchat
[107] #elemchat,#mschat
[101] #mschat,#hschat
[96] #hschat,#ntchat
[96] #ntchat,#pblchat
[96] #pblchat,#apchat
[96] #apchat,#suptchat

Top Word Pairs in Tweet in G5:
[36] #edchat,#k12
[34] #k12,#learning
[23] #learning,#edleadership
[23] #edleadership,#edtech
[22] much,give
[22] give,much
[22] much,love
[22] love,put
[22] put,giving
[22] giving,#edchat

Top Word Pairs in Tweet in G6:
[88] science,educators
[72] educators,celebrate
[52] savvaslearning,#virtualstemfair
[42] celebrate,#earthday2021
[42] #earthday2021,live
[42] live,virtual
[42] virtual,session
[42] session,inspectorplanet
[39] join,savvaslearning
[38] earth,day

Top Word Pairs in Tweet in G7:
[45] pbs,newshour
[28] newshourextra,pbs
[27] newshour,extra
[22] extra,lesson
[22] lesson,plan
[22] plan,history
[22] history,vaccination
[22] vaccination,opposition
[22] opposition,lesson
[22] lesson,covers

Top Word Pairs in Tweet in G8:
[39] winning,video
[33] #edchat,#scichat
[33] #scichat,#sschat
[33] #sschat,#inspo
[28] check,winning
[25] video,learn
[25] learn,more
[6] ca,check
[5] congrats,tian
[5] tian,hsu

Top Word Pairs in Tweet in G9:
[6] #scichat,#mathchat
[5] #scichat,#stem
[5] #edchat,#education
[5] #globaled,#ntchat
[5] #ntchat,#mlearning
[5] #mlearning,#elearning
[5] #scichat,#artsed
[5] #artsed,#stem
[5] #mathchat,#scichat
[4] draw,iceberg

Top Word Pairs in Tweet in G10:
[30] #scichat,#sschat
[26] #sschat,#scichat
[23] co,teaching
[20] #elachat,#sschat
[18] #sschat,#educoach
[18] #scichat,#mathchat
[14] wish,known
[14] known,co
[14] teaching,els
[14] els,#mschat

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

Top Mentioned in G1:
@garym
@praxismedhat
@nasa
@ncse
@educatoral
@gwardis
@medicinehatnews
@paulenderle
@buddyxo
@smithsonianmag

Top Mentioned in G2:
@ncse
@garym
@carlzimmer
@thepocketlab
@neilshubin
@pentaclethra
@scistarter
@brianapobiner
@newshourextra
@sciam

Top Mentioned in G3:
@ericcurts
@helenhaine
@limestonesteam
@jeff_ed_
@nashworld
@garym
@kate_msu
@googleforedu
@christinekdixon
@ck12foundation

Top Mentioned in G4:
@weareteachers
@paulenderle
@ericcurts
@edsurge
@nickelodeon
@nickelo
@cultofpedagogy
@shakeuplearning
@e_sheninger

Top Mentioned in G5:
@pj_saez
@vedajunction
@atomicheroes
@sydney_uni
@rellatink
@scanjournal
@osdg_ai
@mrmwilby
@budengineering
@tcfpak

Top Mentioned in G6:
@savvaslearning
@inspectorplanet
@garym
@olathemacintyre
@kennethrmiller
@doemiso
@nasa
@praxismedhat
@schoolrptwriter
@levinejs

Top Mentioned in G7:
@newshourextra
@newshour
@garym
@newshou
@peterhotez
@saribethrose
@ncse
@chitch94
@vicpasquantonio
@kahootacademy

Top Mentioned in G8:
@populationed
@shorewoodlearns
@vanessarancano
@drewcostley
@maddycfox
@wuwmenviron
@spgsmain
@drmariasimbra
@ormorrison
@aehenzl

Top Mentioned in G9:
@coopmike48
@droneblocks

Top Mentioned in G10:
@middleweb
@ilatoday
@larr
@larryferlazzo
@larryfe
@ericcurts
@naesp
@la
@kathie0

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@coopmike48
@codedailybot
@rosenchild
@viralvideovlogs
@bob_stinson1234
@ronaldclarke
@loyalfan1
@trendsinai
@ssxman2

Top Tweeters in G1:
@femtech_
@viralvideovlogs
@trendsinai
@dataaugmented
@artificialbra1n
@nytimes
@washingtonpost
@thmda
@blueravefinn
@abcnews

Top Tweeters in G2:
@bob_stinson1234
@aowd25
@robleamusic
@dazilmz
@rmathematicus
@ineeshadvs
@3pennymovies
@deepgreendesign
@circlereader
@cogitatuti

Top Tweeters in G3:
@gr8wheels
@cuzkristoff
@principalogg
@indritvucaj
@wickededtech
@mrpiercey
@jamiebillingham
@jobseekersclub
@keemanxp
@tanyacomrie2

Top Tweeters in G4:
@riyadhalrifai
@bar_zie
@djangobot_
@forbes
@mzteachuh
@fourcornersrock
@brainpicker
@newyorker
@gcouros
@markj_ohnson

Top Tweeters in G5:
@codedailybot
@ssxman2
@bt_uk
@michaelbathurst
@opensource_orgs
@jc_james_clark
@vivianfrancos
@sdgsbot
@morgothedrelb
@openscitalk

Top Tweeters in G6:
@jmhardinboston
@hnturtledove
@geographile
@wonderopolis
@padillajredu
@schoolsmichigan
@stem_ai
@guardians_comic
@2footgiraffe
@bmsscienceteach

Top Tweeters in G7:
@rosenchild
@lulu82824
@hubbucket
@newshour
@rweingarten
@jenansbach
@classroomtools
@blocht574
@oldcojote
@robincogan

Top Tweeters in G8:
@pxwhittle
@ericagrieder
@marissaaevans
@aacountyschools
@tjdelsanto
@annemariewthr
@lborgprojocom
@kevinrichert
@fortbendisd
@ericweddle

Top Tweeters in G9:
@coopmike48
@cambridgegirl
@cristama
@eduporium
@cyberteacher
@drmcgettigan
@micwalker
@btcnasia
@jonathanwylie
@newscience101

Top Tweeters in G10:
@larryferlazzo
@ncte
@joedale
@lrobbteacher
@mssalvac
@ilatoday
@faten_romdhani
@valentinaesl
@profamab
@basdjacksilva


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