scichat, Twitter, 1/14/2023 1:24:48 AM, 287936


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scichat_2023-01-13_17-16-48.xlsx
scichat_2023-01-13_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2023
Short Description:
scichat via NodeXL https://bit.ly/3w0TvCv
@garym
@ericcurts
@praxismedhat
@tcea
@bunsenbernerbmd
@paulenderle
@ncse
@gwardis
@jc_james_clark
@dr_dmd

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

Description:
Description
The graph represents a network of 1,604 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 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 01:20 UTC.

The tweets in the network were tweeted over the 3171-day, 8-hour, 33-minute period from Friday, 09 May 2014 at 15:09 UTC to Friday, 13 January 2023 at 23:42 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 : 1604
Unique Edges : 1071
Edges With Duplicates : 8670
Total Edges : 9741
Number of Edge Types : 8
Retweet : 3392
MentionsInRetweet : 4185
Mentions : 932
Tweet : 944
Quote : 57
MentionsInReplyTo : 85
Replies to : 116
MentionsInQuote : 30
Self-Loops : 2110
Reciprocated Vertex Pair Ratio : 0.0282854656222802
Reciprocated Edge Ratio : 0.0550148116800677
Connected Components : 70
Single-Vertex Connected Components : 32
Maximum Vertices in a Connected Component : 1415
Maximum Edges in a Connected Component : 9422
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.628302
Graph Density : 0.000919021846506628
Modularity : 0.214346
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,604 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 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 01:20 UTC.

The tweets in the network were tweeted over the 3171-day, 8-hour, 33-minute period from Friday, 09 May 2014 at 15:09 UTC to Friday, 13 January 2023 at 23:42 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:
[148] https://www.controlaltachieve.com/2023/01/creating-photo-words-with-google-slides.html
[86] https://sciencelessonsthatrock.com/pbl1-project-based-learning-what-is-it-html/
[47] https://bunsenbernerbmd.buzzsprout.com/
[43] https://www.controlaltachieve.com/2022/11/8-googley-wintertime-activities-for-kids.html
[34] https://blog.tcea.org/math-science-oer/
[33] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[27] https://schoolreportwriter.com/
[19] https://www.stemprintables.com/earth-science/nasa-artemis-program-webquest-mission-to-the-moon-and-beyond/
[13] http://tinyurl.com/2yceyd4s
[12] https://blog.tcea.org/steam-powered-winter-activities/

Top URLs in Tweet in G1:
[11] https://schoolreportwriter.com/
[7] https://www.sciencenews.org/article/dinosaur-mummies-fossils-paleontology
[7] https://us02web.zoom.us/webinar/register/WN_6UCMkcVjS_2g0znLVQ0s9Q
[7] https://www.youtube.com/watch?v=GwBIO8YfLzs

[7] https://blog.tcea.org/math-science-oer/
[7] 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
[7] https://praxisscienceconnection.wordpress.com/2022/11/01/the-30th-praxis-science-outreach-family-science-olympics-was-a-success/
[7] https://www.nationalgeographic.com/history/article/plague-doctors-beaked-masks-coronavirus
[7] https://www.internet4classrooms.com/halloween.htm
[6] https://www.journals.uchicago.edu/doi/10.1086/721257

Top URLs in Tweet in G2:
[144] https://www.controlaltachieve.com/2023/01/creating-photo-words-with-google-slides.html
[40] https://www.controlaltachieve.com/2022/11/8-googley-wintertime-activities-for-kids.html
[6] https://www.controlaltachieve.com/p/science-links.html
[6] https://learninglab.si.edu/
[3] 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://blog.tcea.org/make-science-interactive-periodic-table-elements/
[1] https://twitter.com/ericcurts/status/1571877383526879235/photo/1
[1] https://www.anyplaceamerica.com/

Top URLs in Tweet in G3:
[81] https://sciencelessonsthatrock.com/pbl1-project-based-learning-what-is-it-html/
[27] https://blog.tcea.org/math-science-oer/
[26] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[9] https://blog.tcea.org/steam-powered-winter-activities/
[6] https://twitter.com/TCEA/status/1603284332117999616/photo/1
[6] https://twitter.com/TCEA/status/1583073107547684865/photo/1
[4] https://twitter.com/TCEA/status/1587824361481854977/photo/1
[3] https://whatihavelearnedteaching.com/5e-model-science-instruction/
[3] https://twitter.com/TCEA/status/1602065949057843201/photo/1
[3] https://twitter.com/TCEA/status/1597433434057723904/photo/1

Top URLs in Tweet in G4:
[47] https://bunsenbernerbmd.buzzsprout.com/
[8] https://twitter.com/i/spaces/1ynJOaebkLzKR
[5] https://twitter.com/i/spaces/1rmxPkjrzMqJN
[4] https://twitter.com/i/spaces/1lDGLnYWyOPxm
[4] https://twitter.com/bunsenbernerbmd/status/1431398478052085760/photo/1
[4] https://twitter.com/Oceanfilly/status/1474058154816253954/photo/1
[3] https://www.buzzsprout.com/413041/11768704-scichat-with-anthropologist-neil-kaplan-kelly-the-history-of-peace
[2] https://twitter.com/bunsenbernerbmd/status/1416021469839069193/photo/1
[2] https://www.buzzsprout.com/413041/11651821-scichat-with-lauren-pharr-woodpecker-expert
[2] https://www.buzzsprout.com/413041/11851360-scichat-dr-one-pagan-on-drunk-flies-and-stoned-dolphins

Top URLs in Tweet in G5:
[9] https://justabiologyteacher.school.blog/2022/12/31/starting-a-new-teaching-job-in-the-middle-of-the-school-year-heres-what-to-do/
[6] https://www.edutopia.org/article/to-increase-student-engagement-focus-on-motivation/
[6] https://www.edutopia.org/article/3-ways-activate-student-engagement
[6] https://www.youtube.com/watch?v=XDHg6e1SDAQ&feature=youtu.be

[6] https://justabiologyteacher.school.blog/2022/12/31/the-dark-side-of-technology-in-education/
[5] https://justabiologyteacher.school.blog/2023/01/08/revolutionize-your-science-class-with-these-amazing-word-wall-strategies/
[4] https://www.teachthought.com/critical-thinking/habits-that-make-thinkers/
[4] https://www.weareteachers.com/silent-ball/#.Y1rRM_Ntrkg.twitter
[4] https://samlabs.com/us/benefits-of-computational-thinking/
[4] https://www.bookwidgets.com/blog/2022/09/20-helpful-tips-to-become-an-organized-and-focused-teacher

Top URLs in Tweet in G6:
[2] https://sciencelessonsthatrock.com/pbl1-project-based-learning-what-is-it-html/
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=5d354b20-905f-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=43de9e20-6070-11ed-95c4-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=e86ad0f0-6d02-11ed-95c4-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=bb54a1c0-7f15-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=ddc08060-8e03-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=5e75abd0-8ba8-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=8ef82af0-7995-11ed-a534-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=0b67c210-855f-11ed-98b5-fa163eed9ef2
[1] https://paper.li/JewishSpecialEd/1364053776?edition_id=df4abb50-894c-11ed-98b5-fa163eed9ef2

Top URLs in Tweet in G7:
[5] https://www.youtube.com/watch?v=ovApt1joIu8&feature=youtu.be

[5] https://scitechdaily.com/scientists-find-that-protein-hunger-drives-overeating-obesity/
[5] https://scitechdaily.com/healthy-new-brain-food-for-stressed-university-students/
[5] https://scitechdaily.com/eating-at-night-linked-to-depression-and-anxiety-like-moods/
[4] https://scitechdaily.com/puzzling-and-counterintuitive-discovery-heaviest-element-ever-found-in-an-exoplanet-atmosphere/
[3] https://www.youtube.com/watch?v=qW-KgM1HKb4&feature=youtu.be

[2] https://www.youtube.com/watch?v=NuJv4_S7iDw&feature=youtu.be

[2] https://www.futurity.org/yard-waste-leaves-2819962-2/
[2] https://scitechdaily.com/insects-can-produce-as-much-atmospheric-electric-charge-as-a-thunderstorm-cloud/
[2] https://scitechdaily.com/surprising-rare-human-gene-variant-exposes-fundamental-sex-differences/

Top URLs in Tweet in G8:
[3] https://www.scientificamerican.com/article/how-to-stop-unwanted-thoughts/?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1666531579
[2] https://twitter.com/PhysicsToday/status/1584533105510993920
[2] https://phys.org/news/2022-11-mathematical-theorem-encryption-algorithm.html
[2] https://twitter.com/deepgreendesign/status/1612178229833375745/photo/1
[1] https://physicstoday.scitation.org/do/10.1063/PT.6.4.20221024a/full/
[1] https://phys.org/news/2022-11-world-largest-volcano-erupts-hawaii.html
[1] https://twitter.com/deepgreendesign/status/1591801087081816065/photo/1
[1] https://www.stitcher.com/episode/209946837?c=sharelink&deep_link_value=stitcher%3A%2F%2Fepisode%2F209946837
[1] https://phys.org/news/2022-12-mathematicians-alternative-method-neuron.html
[1] https://twitter.com/deepgreendesign/status/1611756950752223232/photo/1

Top URLs in Tweet in G9:
[6] https://fromcanada.org/
[4] https://twitter.com/MrOrysiuk/status/1605292903479365636/photo/1
[4] https://twitter.com/MrOrysiuk/status/1605293236922515457/photo/1
[4] https://twitter.com/MrOrysiuk/status/1605293039110463488/photo/1
[3] https://twitter.com/FromCanada_org/status/1589697688236589056/photo/1
[3] https://twitter.com/FromCanada_org/status/1597665282452963328/photo/1
[1] https://www.youtube.com/watch?v=Eke5PawU7rE&feature=youtu.be

[1] https://twitter.com/emwdx/status/1602681299772534784/photo/1
[1] https://www.sciencebuddies.org/blog/halloween-stem
[1] https://twitter.com/ShresthaTiwari4/status/1599631486038446082/photo/1

Top URLs in Tweet in G10:
[2] https://twitter.com/middleweb/status/1590375619464167428
[2] https://twitter.com/middleweb/status/1594355010292580352
[2] https://twitter.com/middleweb/status/1598011945478766593
[2] https://qatarteach.com/10-reasons-why-i-think-qatar-is-a-great-place-to-work
[1] https://twitter.com/PaulSolarz/status/1612610225315500034/photo/1
[1] https://www.middleweb.com/middlewebs-most-popular-articles/
[1] https://twitter.com/middleweb/status/1607822994369298434/photo/1
[1] https://www.middleweb.com/48054/making-sure-students-know-were-listening/
[1] https://twitter.com/middleweb/status/1590375619464167428/photo/1
[1] https://www.middleweb.com/48181/misconceptions-let-your-students-figure-them-out/

Top Domains
Top Domains in Tweet in Entire Graph:
[531] twitter.com
[209] controlaltachieve.com
[198] scitechdaily.com
[120] paper.li
[86] sciencelessonsthatrock.com
[84] tcea.org
[78] school.blog
[71] sciencenews.org
[65] nature.com
[59] cbc.ca

Top Domains in Tweet in G1:
[129] scitechdaily.com
[94] twitter.com
[61] sciencenews.org
[61] nature.com
[58] cbc.ca
[53] medium.com
[50] smithsonianmag.com
[48] paper.li
[40] phys.org
[39] sciencebuddies.org

Top Domains in Tweet in G2:
[193] controlaltachieve.com
[12] twitter.com
[6] si.edu
[3] fabiodisalvo.com
[2] tcea.org
[1] anyplaceamerica.com
[1] sciencelessonsthatrock.com

Top Domains in Tweet in G3:
[81] sciencelessonsthatrock.com
[62] tcea.org
[27] twitter.com
[3] whatihavelearnedteaching.com
[3] thesprinkletoppedteacher.com
[2] renovatedlearning.com
[2] festeredu.com
[2] co.us
[1] controlaltachieve.com
[1] flinnsci.com

Top Domains in Tweet in G4:
[83] twitter.com
[56] buzzsprout.com
[1] getrevue.co
[1] bunsenbernerbmd.com
[1] wixsite.com
[1] speakingofgeoscience.org

Top Domains in Tweet in G5:
[72] school.blog
[42] twitter.com
[26] edutopia.org
[11] ajjuliani.com
[10] blogspot.com
[9] shakeuplearning.com
[8] controlaltachieve.com
[8] weareteachers.com
[8] teachthought.com
[8] edsurge.com

Top Domains in Tweet in G6:
[31] paper.li
[2] sciencelessonsthatrock.com
[1] wegrowteachers.com
[1] eschoolnews.com

Top Domains in Tweet in G7:
[66] scitechdaily.com
[14] youtube.com
[11] futurity.org
[10] sciencenews.org
[8] heritagedaily.com
[5] twitter.com
[4] phys.org
[4] paper.li
[3] science.org
[3] theconversation.com

Top Domains in Tweet in G8:
[28] twitter.com
[5] phys.org
[3] scientificamerican.com
[2] nature.com
[1] scitation.org
[1] stitcher.com
[1] youtube.com
[1] qoto.org
[1] physicistscoalition.org
[1] bit.ly

Top Domains in Tweet in G9:
[39] twitter.com
[6] fromcanada.org
[3] youtube.com
[3] solumaths.com
[1] sciencebuddies.org
[1] phys.org
[1] bit.ly
[1] amazon.com
[1] 12daysummit.net
[1] iconohash.com

Top Domains in Tweet in G10:
[22] paper.li
[16] twitter.com
[7] middleweb.com
[2] qatarteach.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2498] scichat
[651] stem
[507] science
[502] scicomm
[493] edchat
[384] edtech
[228] sschat
[217] d123
[214] hschat
[200] cpchat



Top Hashtags in Tweet in G1:
[1448] scichat
[516] stem
[444] scicomm
[291] science
[133] scied
[125] biology
[109] evolution
[73] environment
[73] history
[71] climatechange

Top Hashtags in Tweet in G2:
[18] scichat
[14] controlaltachieve
[12] edtech
[8] edutwitter
[8] sschat
[7] elachat
[7] mathchat
[5] googleedu
[5] tlap
[3] edtechchat

Top Hashtags in Tweet in G3:
[146] scichat
[138] science
[81] pbl
[81] teaching
[35] stem
[30] learning
[27] math
[24] cooltools
[24] edutwitter
[11] steam

Top Hashtags in Tweet in G4:
[82] scichat
[18] catnip6
[9] petchat
[1] dogs
[1] sunday
[1] halloween2022
[1] catsoftwitter
[1] science
[1] cats
[1] scienceoutreach

Top Hashtags in Tweet in G5:
[318] edchat
[285] edtech
[259] scichat
[194] d123
[174] cpchat
[162] elemchat
[158] mschat
[155] hschat
[154] ntchat
[151] pblchat

Top Hashtags in Tweet in G6:
[33] scichat
[31] hschat
[19] langchat
[2] d123
[2] edchat
[2] edtech
[2] science
[2] pbl
[2] teaching
[1] cpchat

Top Hashtags in Tweet in G7:
[146] scichat
[20] cancer
[17] health
[17] wellness
[16] genomics
[14] brain
[14] archaeology
[9] microbiome
[8] history
[8] evolution

Top Hashtags in Tweet in G8:
[42] scichat
[41] scicomm
[28] science
[28] cdnpoli
[22] stem
[18] openscience
[10] psychology
[9] senca
[8] mentalhealth
[7] stemgirls

Top Hashtags in Tweet in G9:
[49] scichat
[35] edchat
[22] mathchat
[21] edtech
[20] learning
[19] k12
[18] edleadership
[17] literacy
[11] asu
[11] nsu

Top Hashtags in Tweet in G10:
[42] scichat
[20] sschat
[17] mathchat
[16] educoach
[16] hschat
[12] elachat
[11] engchat
[11] mschat
[8] edchat
[7] teachertwitter

Top Words
Top Words in Tweet in Entire Graph:
[2498] #scichat
[1057] garym
[886] science
[651] #stem
[545] ncse
[511] #science
[502] #scicomm
[493] #edchat
[384] #edtech
[317] bunsenbernerbmd

Top Words in Tweet in G1:
[1448] #scichat
[1017] garym
[542] ncse
[529] science
[516] #stem
[444] #scicomm
[295] #science
[215] climate
[213] news
[201] gwardis

Top Words in Tweet in G2:
[288] slides
[199] ericcurts
[150] words
[145] make
[145] photo
[144] text
[144] image
[144] place
[144] inside
[144] google

Top Words in Tweet in G3:
[188] tcea
[146] #scichat
[138] #science
[90] lessons
[81] #teaching
[81] doing
[81] sure
[81] right
[81] rock
[81] #pbl

Top Words in Tweet in G4:
[305] bunsenbernerbmd
[246] love
[211] science
[192] show
[158] pawdcast
[142] audio
[122] podcast
[117] tweet
[117] main
[117] sites

Top Words in Tweet in G5:
[318] #edchat
[285] #edtech
[259] #scichat
[194] #d123
[174] #cpchat
[162] #elemchat
[158] #mschat
[155] #hschat
[154] #ntchat
[151] #suptchat

Top Words in Tweet in G6:
[33] #scichat
[31] latest
[31] #hschat
[29] thanks
[19] wl
[19] #langchat
[19] pbl
[19] news
[12] daily
[12] jewish

Top Words in Tweet in G7:
[146] #scichat
[29] gwardis
[29] garym
[27] saturday
[23] scichat
[20] #cancer
[18] cancer
[17] #wellness
[17] science
[17] #health

Top Words in Tweet in G8:
[42] #scichat
[41] #scicomm
[28] #cdnpoli
[28] #science
[25] deepgreendesign
[22] #stem
[18] #openscience
[14] science
[10] #psychology
[9] understand

Top Words in Tweet in G9:
[49] #scichat
[35] #edchat
[25] essay
[22] #mathchat
[21] #edtech
[20] #learning
[19] #k12
[18] #edleadership
[17] #literacy
[12] paper

Top Words in Tweet in G10:
[42] #scichat
[24] think
[22] more
[22] read
[22] tweets
[21] stories
[20] #sschat
[18] paulenderle
[17] #mathchat
[16] #educoach

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[324] #scichat,#scicomm
[264] #stem,#scichat
[209] #edchat,#edtech
[203] #d123,#edchat
[189] #edtech,#cpchat
[177] #sschat,#scichat
[170] #cpchat,#elemchat
[163] #elemchat,#mschat
[159] #mschat,#hschat
[158] science,pawdcast

Top Word Pairs in Tweet in G1:
[313] #scichat,#scicomm
[215] #stem,#scichat
[154] praxis,science
[150] science,outreach
[140] smarts',column
[140] 'science,smarts'
[140] latest,praxis
[140] outreach,'science
[135] medicine,news
[133] #science,#scichat

Top Word Pairs in Tweet in G2:
[144] google,slides
[144] inside,text
[144] text,slides
[144] slides,make
[144] creating,photo
[144] place,image
[144] photo,words
[144] slides,place
[144] image,inside
[144] words,google

Top Word Pairs in Tweet in G3:
[81] lessons,rock
[81] #scichat,#pbl
[81] rock,#scichat
[81] #pbl,#teaching
[81] right,#science
[81] #science,lessons
[81] doing,right
[81] sure,doing
[80] tcea,sure
[33] #stem,#scichat

Top Word Pairs in Tweet in G4:
[158] science,pawdcast
[141] audio,show
[117] pawdcast,podcast
[117] love,audio
[117] show,science
[117] love,tweet
[117] podcast,sites
[117] tweet,love
[117] sites,main
[71] main,sh

Top Word Pairs in Tweet in G5:
[183] #d123,#edchat
[181] #edchat,#edtech
[174] #edtech,#cpchat
[162] #cpchat,#elemchat
[158] #elemchat,#mschat
[154] #mschat,#hschat
[154] #hschat,#ntchat
[151] #pblchat,#apchat
[151] #sschat,#scichat
[151] #ntchat,#pblchat

Top Word Pairs in Tweet in G6:
[31] #hschat,#scichat
[19] wl,#langchat
[19] latest,pbl
[19] #langchat,news
[19] pbl,wl
[17] news,thanks
[12] special,education
[12] jewish,special
[12] latest,jewish
[12] daily,thanks

Top Word Pairs in Tweet in G7:
[23] scichat,saturday
[17] #scichat,#cancer
[16] #health,#wellness
[10] #scichat,#archaeology
[6] #scichat,#genomics
[6] #scichat,#foodscience
[6] saturday,kieranjwhite
[6] older,adults
[6] #diet,#health
[6] state,science

Top Word Pairs in Tweet in G8:
[9] #scicomm,#openscience
[7] #scicomm,#scichat
[6] #openscience,#scichat
[5] #psychology,#cdnpoli
[5] #science,#scicomm
[4] #scichat,#science
[4] field,communication
[4] internet,radio
[4] #election2022,#nevervoteconservative
[4] understand,#gender

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

Top Word Pairs in Tweet in G10:
[22] tweets,think
[22] think,read
[22] read,more
[21] more,stories
[16] #hschat,#scichat
[14] stories,paulenderle
[9] paulenderle,#hschat
[9] #mathchat,#scichat
[8] #sschat,#scichat
[7] #elachat,#mathchat

Top Replied-To
Top Replied-To in Entire Graph:
@bunsenbernerbmd
@hebisd
@ericcurts
@allisonmaster
@drcaberry
@caulfieldtim
@csulbmammallab
@oceanfilly
@kathybenison
@writingproject

Top Replied-To in G1:
@naomioreskes
@sciencenews
@jacquelyngill

Top Replied-To in G2:
@ericcurts

Top Replied-To in G4:
@bunsenbernerbmd
@csulbmammallab
@indra_bartona
@kathybenison
@oceanfilly

Top Replied-To in G5:
@hebisd

Top Replied-To in G8:
@darreljorstad
@hollyanndoan
@caulfieldtim
@drcaberry
@deepgreendesign

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

Top Mentioned in G1:
@garym
@ncse
@gwardis
@praxismedhat
@sciencebuddies
@nature
@stemhub_se
@laelaps
@flinnscientific
@sciencenews

Top Mentioned in G2:
@ericcurts
@tcea
@fabdisalvo
@smithsonianlab

Top Mentioned in G3:
@tcea
@mguhlin
@dianalrendina
@saintfester
@flinnscientific
@tmclain903
@ericcurts
@mdancho84

Top Mentioned in G4:
@bunsenbernerbmd
@cowboycatranch
@zedscience
@hayrose12
@malikagrayson
@piperlela
@astrodaria
@mangroverivulus
@neilnory
@emilyfairfax

Top Mentioned in G5:
@forsanamerican
@paulenderle
@cjh_science
@edutopia
@mammothscience
@e_sheninger
@ajjuliani
@weareteachers
@edsurge
@shakeuplearning

Top Mentioned in G6:
@brookespubco
@paulenderle
@jtanews
@pblworks
@jdforward
@jewishtweets
@jewishjournal
@bigdata_engnr
@teachthoughtpd
@ameridisability

Top Mentioned in G7:
@gwardis
@garym
@scio_sophia
@deb_fillman
@youtube
@kieranjwhite
@nasorg
@ualberta
@trowelnation
@onlocals

Top Mentioned in G8:
@deepgreendesign
@gop
@breitbartnews
@sciam
@coruspr
@globalnews
@cdnheritage
@financecanada
@lianafinck
@newyorker

Top Mentioned in G9:
@hayden_essays
@quality_647
@milaconara

Top Mentioned in G10:
@paulenderle
@middleweb
@amle
@naesp
@openai
@larryferlazzo
@psntps
@ellchat
@stenhousepub
@seriousteachers

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@victormanuelje1
@cybersecurityn8
@o_fabriciosouza
@streamerwallcom
@astwisa
@ronaldclarke
@gracemurphy2
@frecklesxx20
@godfrey_g_

Top Tweeters in G1:
@o_fabriciosouza
@astwisa
@godfrey_g_
@globeandmail
@mr_spock
@neilyoungsaveus
@wsj
@petertoupin
@cbsnews
@farm_machinery_

Top Tweeters in G2:
@_simplyoasis
@lowellroemer
@emmanuelbethoux
@shirky17
@phausedu
@physedbum
@wheatpoweredram
@dkemball
@brwneyedsoulman
@carolinencarr

Top Tweeters in G3:
@gdorn1
@shellterrell
@blubberycrest
@pcalleypbvusd
@bikespoke
@mguhlin
@jenniferagates
@richardklee1
@wickededtech
@siengchong

Top Tweeters in G4:
@victormanuelje1
@gracemurphy2
@frecklesxx20
@rrnunez
@llhawaii
@gawlinskilaura
@lindafmanuel
@macchica26
@pineywoozle
@sbram94

Top Tweeters in G5:
@sectest9
@cybersecurityn8
@advocatefored
@washingtonpost
@ndtvfeed
@alicekeeler
@npr
@rdene915
@markj_ohnson
@enderton_justin

Top Tweeters in G6:
@prasannavishy
@newsneus
@ediazsan
@auschwitzmuseum
@globegazette
@jdforward
@jtanews
@andydrc
@manningbooks
@vtdigger

Top Tweeters in G7:
@andrewmorrisuk
@imagine_garden
@grhluna24
@dlhampton
@seqcomplete
@ecology_tweets
@sarah_may1
@laurelnelsonh
@binfotrends
@kqed

Top Tweeters in G8:
@ronaldclarke
@deepgreendesign
@globalnews
@redpilldetox
@drcaberry
@breitbartnews
@openscitalk
@newyorker
@theranautilus
@darreljorstad

Top Tweeters in G9:
@burgessdave
@iconohash
@roseisvibing
@fromcanada_org
@middaygujarati
@brianvision
@writers_papers
@write2spotlight
@jackehill
@bscsorg

Top Tweeters in G10:
@larryferlazzo
@paulsolarz
@julnilsmith
@rolat
@danamhuff
@jenroberts1
@tedfujimoto
@naesp
@middleweb
@stressfreepub


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