scichat, Twitter, 12/31/2022 1:24:51 AM, 287294


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scichat_2022-12-30_17-16-48.xlsx
scichat_2022-12-30_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 31, 2022
Short Description:
scichat via NodeXL https://bit.ly/3WXTgU2
@garym
@tcea
@bunsenbernerbmd
@praxismedhat
@ncse
@paulenderle
@ericcurts
@jc_james_clark
@dr_dmd
@gwardis

Top hashtags:
#scichat
#stem
#science
#scicomm
#edchat
#edtech
#sschat
#d123
#hschat
#cpchat

Description:
Description
The graph represents a network of 1,491 Twitter users whose recent tweets contained "scichat", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 01:20 UTC.

The tweets in the network were tweeted over the 4090-day, 8-hour, 10-minute period from Wednesday, 19 October 2011 at 15:40 UTC to Friday, 30 December 2022 at 23:50 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 1491
Unique Edges : 1056
Edges With Duplicates : 8659
Total Edges : 9715
Number of Edge Types : 8
Retweet : 3398
MentionsInRetweet : 4188
Mentions : 899
Replies to : 125
MentionsInReplyTo : 72
Tweet : 941
Quote : 58
MentionsInQuote : 34
Self-Loops : 2112
Reciprocated Vertex Pair Ratio : 0.0327188940092166
Reciprocated Edge Ratio : 0.0633645693886658
Connected Components : 81
Single-Vertex Connected Components : 39
Maximum Vertices in a Connected Component : 1293
Maximum Edges in a Connected Component : 9377
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.595447
Graph Density : 0.00100873698567242
Modularity : 0.19716
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,491 Twitter users whose recent tweets contained "scichat", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 12/30/2022 5:00:35 PM. The network was obtained from Twitter on Saturday, 31 December 2022 at 01:20 UTC.

The tweets in the network were tweeted over the 4090-day, 8-hour, 10-minute period from Wednesday, 19 October 2011 at 15:40 UTC to Friday, 30 December 2022 at 23:50 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[86] https://sciencelessonsthatrock.com/pbl1-project-based-learning-what-is-it-html/
[66] https://bunsenbernerbmd.buzzsprout.com/
[43] https://www.controlaltachieve.com/2022/11/8-googley-wintertime-activities-for-kids.html
[28] https://blog.tcea.org/math-science-oer/
[28] https://schoolreportwriter.com/
[25] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[19] https://www.weareteachers.com/science-jokes/
[19] https://www.stemprintables.com/earth-science/nasa-artemis-program-webquest-mission-to-the-moon-and-beyond/
[17] http://tinyurl.com/2yceyd4s
[13] https://learninglab.si.edu/

Top URLs in Tweet in G1:
[9] https://twitch.tv/sciencestreams
[8] https://blog.tcea.org/math-science-oer/
[7] https://medicinehatnews.com/life/local-life/2022/10/08/science-smarts-dazzle-your-thanksgiving-guests-with-magic-science/
[7] https://www.internet4classrooms.com/halloween.htm
[7] https://schoolreportwriter.com/
[6] https://www.bbc.com/news/world-us-canada-64059050?utm_source=Nature+Briefing&utm_campaign=f589b64038-briefing-dy-20221223&utm_medium=email&utm_term=0_c9dfd39373-f589b64038-42977571
[5] http://tinyurl.com/2yceyd4s
[5] https://www.flinnsci.com/colorful-stalactites-and-stalagmites/dc91817/
[5] https://www.weareteachers.com/science-jokes/
[5] https://www.daysoftheyear.com/days/ada-lovelace-day/

Top URLs in Tweet in G2:
[6] https://us02web.zoom.us/webinar/register/WN_6UCMkcVjS_2g0znLVQ0s9Q
[6] https://www.youtube.com/watch?v=GwBIO8YfLzs

[5] https://www.journals.uchicago.edu/doi/10.1086/721257
[4] https://www.nytimes.com/video/health/100000008564410/nobel-prize-award-medicine.html
[4] https://www.sciencenews.org/article/dinosaur-mummies-fossils-paleontology
[4] https://ncse.ngo/rncse-424-now-online
[4] https://www.ft.com/content/40a03001-7ca6-4653-9cbf-965f77d6128c
[4] https://www.scientificamerican.com/article/how-to-stop-unwanted-thoughts/?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1666531579
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-022-03191-9
[3] https://www.washingtonpost.com/climate-environment/2022/10/19/tsunami-dinosaur-meteor-extinction-waves/

Top URLs in Tweet in G3:
[66] https://bunsenbernerbmd.buzzsprout.com/
[16] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[8] https://twitter.com/i/spaces/1ynJOaebkLzKR
[5] https://twitter.com/i/spaces/1rmxPkjrzMqJN
[4] https://twitter.com/bunsenbernerbmd/status/1431398478052085760/photo/1
[4] https://twitter.com/i/spaces/1lDGLnYWyOPxm
[2] https://twitter.com/bunsenbernerbmd/status/1579838785713762304/video/1
[2] https://twitter.com/bunsenbernerbmd/status/1287074136070619138/photo/1
[2] https://twitter.com/bunsenbernerbmd/status/1416021469839069193/photo/1
[2] https://www.buzzsprout.com/413041/11851360-scichat-dr-one-pagan-on-drunk-flies-and-stoned-dolphins

Top URLs in Tweet in G4:
[84] https://sciencelessonsthatrock.com/pbl1-project-based-learning-what-is-it-html/
[20] https://blog.tcea.org/math-science-oer/
[12] https://www.weareteachers.com/science-jokes/
[9] https://blog.tcea.org/steam-powered-winter-activities/
[6] https://twitter.com/TCEA/status/1603284332117999616/photo/1
[4] https://twitter.com/TCEA/status/1587824361481854977/photo/1
[3] https://thesprinkletoppedteacher.com/2020/03/fingerprint-science-project-for-kids.html
[3] https://twitter.com/TCEA/status/1597433434057723904/photo/1
[2] http://www.renovatedlearning.com/2022/11/12/makerspace-safety-device-challenge/
[2] https://whatihavelearnedteaching.com/5e-model-science-instruction/

Top URLs in Tweet in G5:
[6] https://www.edutopia.org/article/3-ways-activate-student-engagement
[4] https://www.teachthought.com/critical-thinking/habits-that-make-thinkers/
[4] https://www.weareteachers.com/silent-ball/#.Y1rRM_Ntrkg.twitter
[4] https://www.bookwidgets.com/blog/2022/09/20-helpful-tips-to-become-an-organized-and-focused-teacher
[4] https://samlabs.com/us/benefits-of-computational-thinking/
[4] https://schoolreportwriter.com/
[3] https://blog.tcea.org/accessible-equitable-library-collections/
[3] https://esheninger.blogspot.com/2022/10/core-elements-of-personalization.html
[3] https://www.techlearning.com/news/the-benefits-of-early-stem-education
[3] https://info.classcraft.com/on-demand-webinar-teacher-admin-collaboration?utm_source=twitter&utm_medium=social&utm_campaign=20221020-Webinar-All-Teacher%26AdminColab

Top URLs in Tweet in G6:
[40] https://www.controlaltachieve.com/2022/11/8-googley-wintertime-activities-for-kids.html
[10] https://learninglab.si.edu/
[6] https://www.controlaltachieve.com/p/science-links.html
[4] https://fabiodisalvo.com/2022/05/22/science-root-words/
[3] https://twitter.com/ericcurts/status/1569752136405090304/photo/1
[3] https://www.controlaltachieve.com/2022/10/join-control-alt-achieve-email.html
[2] https://www.anyplaceamerica.com/
[1] https://twitter.com/ericcurts/status/1571877383526879235/photo/1
[1] https://twitter.com/ericcurts/status/1587121958168236032/photo/1
[1] https://twitter.com/ericcurts/status/1597577366708035587/photo/1

Top URLs in Tweet in G7:
[5] https://scitechdaily.com/eating-at-night-linked-to-depression-and-anxiety-like-moods/
[5] https://scitechdaily.com/healthy-new-brain-food-for-stressed-university-students/
[5] https://scitechdaily.com/scientists-find-that-protein-hunger-drives-overeating-obesity/
[5] https://www.youtube.com/watch?v=ovApt1joIu8&feature=youtu.be

[4] https://scitechdaily.com/puzzling-and-counterintuitive-discovery-heaviest-element-ever-found-in-an-exoplanet-atmosphere/
[3] https://www.futurity.org/dna-blood-dementia-frailty-2812602/
[3] https://www.sciencenews.org/article/amphibian-loss-human-malaria-cases-mosquitoes?utm_source=email&utm_medium=email&utm_campaign=latest-newsletter-v2&utm_source=Latest_Headlines&utm_medium=email&utm_campaign=Latest_Headlines
[3] https://www.youtube.com/watch?v=qW-KgM1HKb4&feature=youtu.be

[2] https://www.futurity.org/yard-waste-leaves-2819962-2/
[2] https://scitechdaily.com/harvard-scientists-find-that-weight-loss-isnt-always-good/

Top URLs in Tweet in G8:
[1] https://paper.li/dr_dmd/1332895426?edition_id=a4d60650-55fd-11ed-9961-fa163e6ccaff
[1] https://paper.li/dr_dmd/1332895426?edition_id=a7e84840-7ee2-11ed-9537-fa163e6ccaff
[1] https://paper.li/dr_dmd/1332895426?edition_id=e7ae1380-8462-11ed-9537-fa163e6ccaff
[1] https://paper.li/dr_dmd/1332895426?edition_id=d2f66110-48a1-11ed-9961-fa163e6ccaff
[1] https://paper.li/dr_dmd/1332895426?edition_id=d2208200-4d58-11ed-9961-fa163e6ccaff
[1] https://paper.li/dr_dmd/1332895426?edition_id=a2aad070-5ab4-11ed-9961-fa163e6ccaff
[1] https://paper.li/dr_dmd/1332895426?edition_id=d56d21b0-6361-11ed-9961-fa163e6ccaff
[1] https://paper.li/dr_dmd/1332895426?edition_id=d64c4f90-5eaa-11ed-9961-fa163e6ccaff
[1] https://paper.li/dr_dmd/1332895426?edition_id=4e0899a0-5922-11ed-9961-fa163e6ccaff
[1] https://paper.li/dr_dmd/1332895426?edition_id=7d7944f0-6b3d-11ed-9961-fa163e6ccaff

Top URLs in Tweet in G9:
[6] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[6] https://fromcanada.org/
[3] https://twitter.com/FromCanada_org/status/1597665282452963328/photo/1
[3] https://twitter.com/FromCanada_org/status/1589697688236589056/photo/1
[1] https://twitter.com/burgessdave/status/1598129757333643264/photo/1
[1] https://www.youtube.com/watch?v=Eke5PawU7rE&feature=youtu.be

[1] https://twitter.com/emwdx/status/1602681299772534784/photo/1
[1] https://twitter.com/KtStationery/status/1604462144220991489/photo/1
[1] https://www.teacherspayteachers.com/Product/Forces-and-Motion-Informational-Texts-and-Printables-8875061?utm_source=Twitter&utm_campaign=Forces%20and%20Motion%20-%20Informational%20texts%2C%20printables%20and%20posters
[1] https://twitter.com/MilaConAra/status/1602008221979480065/photo/1

Top URLs in Tweet in G10:
[12] http://tinyurl.com/2yceyd4s
[6] https://thestemhub.org.uk/stem-today
[3] https://twitter.com/MrSTEmurray/status/1590010210126794752/photo/1
[2] https://tinyurl.com/53xjjpay
[2] https://tinyurl.com/hf4eyx4v
[1] https://thestemhub.org.uk/stem-at-home/item/farmvention-sustainable-food-competition
[1] https://twitter.com/STEMHUB_SE/status/1599676699569815552/photo/1
[1] https://thestemhub.org.uk/stem-at-home/item/potato-polymers
[1] https://twitter.com/STEMHUB_SE/status/1585527969946120192/photo/1
[1] https://thestemhub.org.uk/stem-at-home/item/the-science-of-materials-and-energy

Top Domains
Top Domains in Tweet in Entire Graph:
[567] twitter.com
[200] scitechdaily.com
[111] paper.li
[86] sciencelessonsthatrock.com
[75] nature.com
[72] buzzsprout.com
[65] phys.org
[64] sciencenews.org
[62] controlaltachieve.com
[57] cbc.ca

Top Domains in Tweet in G1:
[116] scitechdaily.com
[115] twitter.com
[50] nature.com
[49] paper.li
[48] cbc.ca
[46] phys.org
[41] sciencebuddies.org
[38] sciencenews.org
[38] medium.com
[32] wordpress.com

Top Domains in Tweet in G2:
[40] twitter.com
[22] nature.com
[17] smithsonianmag.com
[17] nytimes.com
[17] theguardian.com
[15] sciencenews.org
[15] scitechdaily.com
[14] youtube.com
[14] phys.org
[12] scientificamerican.com

Top Domains in Tweet in G3:
[121] twitter.com
[72] buzzsprout.com
[1] bunsenbernerbmd.com
[1] getrevue.co
[1] tweetedtimes.com
[1] co.uk

Top Domains in Tweet in G4:
[84] sciencelessonsthatrock.com
[29] tcea.org
[17] twitter.com
[12] weareteachers.com
[3] thesprinkletoppedteacher.com
[2] renovatedlearning.com
[2] whatihavelearnedteaching.com
[2] festeredu.com
[2] co.us
[1] flinnsci.com

Top Domains in Tweet in G5:
[24] paper.li
[18] edutopia.org
[16] twitter.com
[16] primarysourcenexus.org
[11] weareteachers.com
[11] blogspot.com
[10] ajjuliani.com
[8] teachthought.com
[8] tcea.org
[7] controlaltachieve.com

Top Domains in Tweet in G6:
[49] controlaltachieve.com
[10] twitter.com
[10] si.edu
[4] fabiodisalvo.com
[2] anyplaceamerica.com

Top Domains in Tweet in G7:
[68] scitechdaily.com
[17] futurity.org
[12] youtube.com
[11] sciencenews.org
[8] heritagedaily.com
[6] twitter.com
[4] medicalxpress.com
[4] phys.org
[4] paper.li
[3] science.org

Top Domains in Tweet in G8:
[24] paper.li

Top Domains in Tweet in G9:
[36] twitter.com
[6] fromcanada.org
[4] bit.ly
[2] youtube.com
[2] iconohash.com
[1] teacherspayteachers.com
[1] sciencebuddies.org
[1] proedinc.com
[1] loc.gov
[1] eduporium.com

Top Domains in Tweet in G10:
[35] twitter.com
[20] tinyurl.com
[16] org.uk
[1] wordpress.com
[1] google.com
[1] beatricebiologist.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2477] scichat
[659] stem
[541] science
[478] scicomm
[430] edchat
[320] edtech
[225] sschat
[205] d123
[204] hschat
[192] cpchat



Top Hashtags in Tweet in G1:
[1141] scichat
[488] stem
[293] science
[149] scicomm
[129] scied
[107] evolution
[107] biology
[64] environment
[56] edchat
[54] kidscience

Top Hashtags in Tweet in G2:
[398] scichat
[317] scicomm
[75] stem
[46] science
[24] cdnpoli
[22] openscience
[21] edutwitter
[21] educhat
[21] ukedchat
[21] ks2

Top Hashtags in Tweet in G3:
[121] scichat
[18] catnip6
[9] petchat
[2] science
[1] halloween
[1] timelinecleanse
[1] halloween2022
[1] spooktober
[1] dogs
[1] sunday

Top Hashtags in Tweet in G4:
[166] science
[117] scichat
[86] teaching
[84] pbl
[20] math
[11] steam
[9] stemchat
[9] teachingideas
[7] teachertwitter
[6] edchat

Top Hashtags in Tweet in G5:
[223] edchat
[213] scichat
[201] edtech
[182] d123
[168] hschat
[167] sschat
[165] cpchat
[158] elemchat
[154] mschat
[153] ntchat

Top Hashtags in Tweet in G6:
[13] scichat
[12] controlaltachieve
[10] edtech
[6] edutwitter
[6] sschat
[5] elachat
[5] mathchat
[3] googleedu
[3] tlap
[3] edtechchat

Top Hashtags in Tweet in G7:
[162] scichat
[19] wellness
[19] cancer
[18] health
[16] archaeology
[15] brain
[14] genomics
[12] diet
[11] covid19
[11] microbiome

Top Hashtags in Tweet in G8:
[24] hschat
[24] scichat
[17] langchat

Top Hashtags in Tweet in G9:
[54] scichat
[31] edchat
[21] mathchat
[18] k12
[17] edleadership
[17] edtech
[16] literacy
[16] learning
[11] asu
[11] nsu

Top Hashtags in Tweet in G10:
[32] scichat
[31] stem
[29] ukedchat
[24] onthisday
[23] stemed
[21] primary
[21] teachers
[19] edutwitter
[18] secondary
[13] students

Top Words
Top Words in Tweet in Entire Graph:
[2477] #scichat
[1078] garym
[939] science
[659] #stem
[586] ncse
[546] #science
[478] #scicomm
[435] love
[430] #edchat
[372] bunsenbernerbmd

Top Words in Tweet in G1:
[1141] #scichat
[789] garym
[488] #stem
[427] science
[297] #science
[243] ncse
[186] gwardis
[181] news
[161] praxismedhat
[149] #scicomm

Top Words in Tweet in G2:
[398] #scichat
[342] ncse
[317] #scicomm
[243] garym
[103] science
[80] evolution
[75] #stem
[72] climate
[57] ncse's
[49] years

Top Words in Tweet in G3:
[419] love
[360] bunsenbernerbmd
[292] show
[252] science
[226] audio
[215] podcast
[214] pawdcast
[204] tweet
[204] main
[204] sites

Top Words in Tweet in G4:
[203] tcea
[166] #science
[117] #scichat
[93] lessons
[86] #teaching
[84] doing
[84] sure
[84] right
[84] rock
[84] #pbl

Top Words in Tweet in G5:
[223] #edchat
[213] #scichat
[201] #edtech
[182] #d123
[168] #hschat
[167] #sschat
[165] #cpchat
[158] #elemchat
[154] #mschat
[153] #ntchat

Top Words in Tweet in G6:
[80] winter
[60] ericcurts
[40] snowman
[40] decorate
[40] cards
[40] greeting
[40] tree
[40] googley
[40] activities
[40] build

Top Words in Tweet in G7:
[162] #scichat
[31] garym
[29] gwardis
[20] saturday
[19] #wellness
[19] #cancer
[18] cancer
[18] #health
[17] scichat
[16] #archaeology

Top Words in Tweet in G8:
[24] #hschat
[24] latest
[24] #scichat
[22] thanks
[17] news
[17] wl
[17] #langchat
[17] pbl
[7] special
[7] jewish

Top Words in Tweet in G9:
[54] #scichat
[31] #edchat
[25] essay
[21] #mathchat
[18] #k12
[17] #edleadership
[17] #edtech
[16] #literacy
[16] #learning
[12] excellence

Top Words in Tweet in G10:
[32] #scichat
[31] #stem
[29] #ukedchat
[24] #onthisday
[24] stemhub_se
[23] #stemed
[22] stem
[21] free
[21] resources
[21] classroom

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[294] #scichat,#scicomm
[235] #stem,#scichat
[227] audio,show
[214] science,pawdcast
[204] #edchat,#edtech
[203] pawdcast,podcast
[203] podcast,sites
[203] love,audio
[203] show,science
[203] tweet,love

Top Word Pairs in Tweet in G1:
[207] #stem,#scichat
[135] #science,#scichat
[128] praxis,science
[125] science,outreach
[120] medicine,news
[117] smarts',column
[117] 'science,smarts'
[117] latest,praxis
[117] outreach,'science
[107] column,medicine

Top Word Pairs in Tweet in G2:
[217] #scichat,#scicomm
[31] climate,change
[27] years,ago
[27] #scicomm,#scichat
[26] svante,pääbo
[25] black,laelaps
[25] praxis,science
[25] riley,black
[24] science,outreach
[23] 'science,smarts'

Top Word Pairs in Tweet in G3:
[225] audio,show
[214] science,pawdcast
[203] show,science
[203] tweet,love
[203] pawdcast,podcast
[203] sites,main
[203] love,audio
[203] podcast,sites
[203] love,tweet
[141] bunsenbernerbmd,love

Top Word Pairs in Tweet in G4:
[84] #scichat,#pbl
[84] lessons,rock
[84] sure,doing
[84] right,#science
[84] doing,right
[84] #pbl,#teaching
[84] #science,lessons
[84] rock,#scichat
[83] tcea,sure
[47] explore,periodic

Top Word Pairs in Tweet in G5:
[174] #d123,#edchat
[174] #edchat,#edtech
[165] #edtech,#cpchat
[158] #sschat,#scichat
[158] #cpchat,#elemchat
[154] #elemchat,#mschat
[150] #mschat,#hschat
[150] #hschat,#ntchat
[147] #pblchat,#apchat
[147] #ntchat,#pblchat

Top Word Pairs in Tweet in G6:
[40] poetry,greeting
[40] winter,activities
[40] greeting,cards
[40] activities,build
[40] tree,winter
[40] build,snowman
[40] decorate,tree
[40] googley,winter
[40] winter,poetry
[40] snowman,decorate

Top Word Pairs in Tweet in G7:
[18] #health,#wellness
[17] scichat,saturday
[16] #scichat,#cancer
[12] #scichat,#archaeology
[8] #scichat,#epigenetics
[7] cancer,#scichat
[7] #scichat,#microbiome
[7] covid,19
[7] #scichat,#diet
[6] #scichat,#evolution

Top Word Pairs in Tweet in G8:
[24] #hschat,#scichat
[17] #langchat,news
[17] pbl,wl
[17] wl,#langchat
[17] latest,pbl
[15] news,thanks
[7] education,daily
[7] special,education
[7] jewish,special
[7] daily,thanks

Top Word Pairs in Tweet in G9:
[14] #literacy,#scichat
[14] #edleadership,#edtech
[14] #learning,#edleadership
[12] #edchat,#literacy
[12] finals,#mathchat
[12] #edtech,#edchat
[12] paper,pay
[12] #scichat,essay
[12] essay,due
[12] #edchat,#learning

Top Word Pairs in Tweet in G10:
[21] online,classroom
[20] free,diverse
[18] resources,website
[15] classroom,stem
[15] stem,resources
[14] ranges,online
[14] inspiration,discover
[14] #stem,inspiration
[14] diverse,ranges
[14] discover,free

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@bunsenbernerbmd
@gwardis
@tcea
@praxismedhat
@ericcurts
@paulenderle
@forsanamerican
@stemhub_se

Top Mentioned in G1:
@garym
@ncse
@gwardis
@praxismedhat
@sciencebuddies
@flinnscientific
@stemhub_se
@nature
@physorg_com
@paulenderle

Top Mentioned in G2:
@ncse
@garym
@praxismedhat
@gwardis
@deepgreendesign
@laelaps
@nickjmatzke
@sciencenews
@nature
@thedimahamdan

Top Mentioned in G3:
@bunsenbernerbmd
@cowboycatranch
@zagrrl
@zedscience
@malikagrayson
@hayrose12
@yanevaldezt
@piperlela
@astrodaria
@indra_bartona

Top Mentioned in G4:
@tcea
@dianalrendina
@flinnscientific
@saintfester
@natlparkservice
@forestservice
@paulenderle
@eschoolnews
@blewistexas

Top Mentioned in G5:
@paulenderle
@forsanamerican
@edutopia
@weareteachers
@garym
@ajjuliani
@ericcurts
@e_sheninger
@shakeuplearning
@technotesorg

Top Mentioned in G6:
@ericcurts
@fabdisalvo
@smithsonianlab
@tcea

Top Mentioned in G7:
@garym
@gwardis
@deb_fillman
@scio_sophia
@youtube
@ualberta
@trowelnation
@nasorg
@herschelmuseum
@sciencebuddies

Top Mentioned in G8:
@brookespubco
@jtanews
@pblworks
@bigdata_engnr
@jewishjournal
@paulenderle
@stem_se_iowa
@jsdpreschool
@iblockspbl
@armeducation

Top Mentioned in G9:
@milaconara
@hayden_essays
@quality_647

Top Mentioned in G10:
@stemhub_se
@stem4sussex
@nfueducation
@pfizer
@praxismedhat
@garym
@pfizer_uk
@leslinks

Top Tweeters
Top Tweeters in Entire Graph:
@victormanuelje1
@iwd12
@o_fabriciosouza
@ronaldclarke
@gracemurphy2
@frecklesxx20
@education_24x7
@godfrey_g_
@ambiimoore
@andrewmorrisuk

Top Tweeters in G1:
@o_fabriciosouza
@education_24x7
@godfrey_g_
@globeandmail
@regamertron
@wsj
@cbsnews
@cnet
@gurdur
@mojamesapted

Top Tweeters in G2:
@ronaldclarke
@mr_spock
@argobagdr
@neilyoungsaveus
@3pennymovies
@deepgreendesign
@b0tsci
@globalnews
@leafwarbler
@ladylisadcantu1

Top Tweeters in G3:
@victormanuelje1
@iwd12
@gracemurphy2
@frecklesxx20
@ambiimoore
@trumpgot2go
@rrnunez
@llhawaii
@lindafmanuel
@minervaelenagl2

Top Tweeters in G4:
@gdorn1
@shellterrell
@blubberycrest
@pcalleypbvusd
@jenniferagates
@richardklee1
@wickededtech
@drsolis
@jusbeinkandi
@tcea

Top Tweeters in G5:
@advocatefored
@washingtonpost
@alicekeeler
@rdene915
@markj_ohnson
@stem_ai
@jc_james_clark
@shakeuplearning
@teacherhead
@e_sheninger

Top Tweeters in G6:
@deestem_teach
@shirky17
@phausedu
@ericcurts
@otis4educators
@ecasey77
@146reads1
@pattimcchrystal
@educroupe
@danitacobble

Top Tweeters in G7:
@andrewmorrisuk
@imagine_garden
@grhluna24
@dlhampton
@seqcomplete
@ecology_tweets
@sarah_may1
@smithsonianmag
@deborahdian
@laurelnelsonh

Top Tweeters in G8:
@prasannavishy
@newsneus
@ediazsan
@auschwitzmuseum
@globegazette
@jdforward
@jtanews
@andydrc
@suebecks
@vtdigger

Top Tweeters in G9:
@burgessdave
@iconohash
@eduporium
@fromcanada_org
@2footgiraffe
@middaygujarati
@brianvision
@write2spotlight
@writers_papers
@ktalbot70

Top Tweeters in G10:
@ximtex
@decouxkaren
@leslinks
@emoryott
@stem4sussex
@pfizer
@stemlearning_as
@stemhub_se
@kcourtneybis
@eduscene


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