scichat, Twitter, 10/10/2021 12:06:39 AM, 264165


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scichat_2021-10-09_16-48-01.xlsx
scichat_2021-10-09_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 10, 2021
Short Description:
scichat via NodeXL https://bit.ly/3lrovar
@garym
@praxismedhat
@ncse
@paulenderle
@ericcurts
@nancycoddington
@moorejh
@stem_ai
@saintfester
@thease

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

Description:
Description
The graph represents a network of 1,344 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, 09 October 2021 at 23:59 UTC.

The requested start date was Saturday, 09 October 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 68-day, 22-hour, 51-minute period from Sunday, 01 August 2021 at 01:08 UTC to Friday, 08 October 2021 at 23:59 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 : 1344
Unique Edges : 926
Edges With Duplicates : 6434
Total Edges : 7360
Number of Edge Types : 5
Mentions : 815
MentionsInRetweet : 3044
Retweet : 2604
Tweet : 880
Replies to : 17
Self-Loops : 1173
Reciprocated Vertex Pair Ratio : 0.0401028277634961
Reciprocated Edge Ratio : 0.0771131982204647
Connected Components : 105
Single-Vertex Connected Components : 48
Maximum Vertices in a Connected Component : 1095
Maximum Edges in a Connected Component : 6956
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.518682
Graph Density : 0.0011207805907173
Modularity : 0.229201
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,344 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, 09 October 2021 at 23:59 UTC.

The requested start date was Saturday, 09 October 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 68-day, 22-hour, 51-minute period from Sunday, 01 August 2021 at 01:08 UTC to Friday, 08 October 2021 at 23:59 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:
[35] https://www.controlaltachieve.com/p/science-links.html
[24] https://tamwarnerminton.com/free-printables-for-kids/
[17] https://brilliant.org/educators/?utm_source=BfECURATORCURTS
[13] https://www.teachersupdates.co.ke/resources-lesson-plans.php
[12] https://www.donorschoose.org/project/its-so-quiet-in-here-shh/5734538/?challengeid=161811
[11] https://www.davidgarofaloscorner.com/post/when-philosophy-makes-a-difference-in-the-world
[11] https://www.momscleanairforce.org/conversation-katharine-hayhoe-saving-us-video/
[11] https://www.teachersupdates.co.ke/resources-syllabus.php
[11] https://www.ase.org.uk/best-steps-diagnostic-resource-gcse-science-teachers
[10] https://www.teachersupdates.co.ke/university-notes.php

Top URLs in Tweet in G1:
[8] https://tamwarnerminton.com/free-printables-for-kids/
[7] https://www.cbc.ca/news/science/wikipedia-bias-1.6129073?__vfz=medium%3Dsharebar
[7] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3700_resources_teaching_learning_about_fall.htm
[6] https://niche-canada.org/2021/09/14/historians-confront-the-climate-emergency-introduction/
[5] https://medicinehatnews.com/life/local-life/2021/08/13/science-smarts-lets-get-recycling/
[5] https://earthsky.org/astronomy-essentials/visible-planets-tonight-mars-jupiter-venus-saturn-mercury/
[5] https://www.sciencenews.org/article/marguerite-vogt-polio-virus-lab-research-virology
[5] https://scicomm.plos.org/2021/08/18/the-important-difference-between-scicomm-and-science-journalism/#.YSUCPiEbS_g.twitter
[5] https://www.signalsblog.ca/is-being-a-woman-in-stem-like-being-a-stem-cell/
[4] https://medicinehatnews.com/life/local-life/2021/08/07/science-smarts-guar-gum-slime-fun/

Top URLs in Tweet in G2:
[10] https://www.momscleanairforce.org/conversation-katharine-hayhoe-saving-us-video/
[9] https://www.davidgarofaloscorner.com/post/when-philosophy-makes-a-difference-in-the-world
[7] https://bigthink.com/surprising-science/evolution-innovation-thievery-endosymbiotic-theory
[6] https://www.npr.org/2021/08/12/1026385429/the-lorax-dr-seuss
[6] https://ncse.ngo/deep-time-really-really-deep-man
[6] https://www.nature.com/articles/d41586-021-02152-y
[5] https://www.theguardian.com/science/2021/aug/09/it-wasnt-built-to-eat-broccoli-australias-largest-dragon-unveiled
[5] https://www.bbc.com/future/article/20210901-the-strange-race-to-track-down-a-missing-billion-years
[5] https://www.theguardian.com/books/2021/aug/21/lifes-edge-by-carl-zimmer-review-what-does-it-mean-to-be-alive
[4] https://www.sciencenews.org/article/fire-amazon-rainforest-threatened-species-deforestation-biodiversity

Top URLs in Tweet in G3:
[12] https://www.donorschoose.org/project/its-so-quiet-in-here-shh/5734538/?challengeid=161811
[6] https://www.edutopia.org/article/screen-free-computational-thinking
[5] https://educatoral.wordpress.com/2021/08/29/sharing-diigo-links-and-resources-weekly-182/
[5] https://educatoral.wordpress.com/2021/09/12/sharing-diigo-links-and-resources-weekly-184/
[4] https://blog.tcea.org/bell-ringers-for-improved-retention-and-engagement/
[4] https://www.forbes.com/sites/forbesbusinessdevelopmentcouncil/2021/08/17/three-ways-to-build-a-culture-of-innovation/
[4] https://www.teachthought.com/critical-thinking/characteristics-of-a-critical-thinking-classroom/
[4] https://www.eschoolnews.com/2021/08/11/5-skills-for-future-success-and-how-to-help-students-develop-them/
[4] https://www.ascd.org/blogs/the-pandemic-lessons-that-will-rebuild-school-culture
[4] http://www.nasa.gov/press-release/nasa-s-perseverance-team-assessing-first-mars-sampling-attempt

Top URLs in Tweet in G4:
[11] https://www.teachersupdates.co.ke/resources-syllabus.php
[10] https://www.teachersupdates.co.ke/resources-past-papers.php
[9] https://www.teachersupdates.co.ke/resources-notes.php
[8] https://www.teachersupdates.co.ke/resources-lesson-plans.php
[7] https://www.teachersupdates.co.ke/university-notes.php
[3] https://www.teachersupdates.co.ke/resources-schemes.php
[3] http://www.teachersupdates.co.ke/resources-schemes.php
[2] https://www.facebook.com/events/3054123644852505/?acontext={"event_action_history":[{"extra_data":"","mechanism":"unknown","surface":"group"},{"extra_data":"","mechanism":"upcoming_events_for_group","surface":"group"},{"extra_data":"","mechanism":"surface","surface":"create_dialog"}],"ref_notif_type":null}
[2] https://www.festeredu.com/book
[2] https://panelpicker.sxsw.com/vote/116369

Top URLs in Tweet in G5:
[32] https://www.controlaltachieve.com/p/science-links.html
[15] https://brilliant.org/educators/?utm_source=BfECURATORCURTS
[1] https://panelpicker.sxsw.com/vote/115502
[1] https://www.controlaltachieve.com/2021/05/how-big-is-space.html?m=1

Top URLs in Tweet in G6:
[1] https://www.pbs.org/newshour/extra/daily-videos/daily-news-lesson-the-fda-grants-full-approval-for-vaccine/
[1] https://www.pbs.org/newshour/extra/daily-videos/daily-news-lesson-why-approval-for-covid-vaccines-in-kids-under-12-is-taking-time/
[1] https://twitter.com/i/web/status/1432426952191889416
[1] https://www.pbs.org/newshour/extra/daily-videos/daily-news-lesson-teens-invent-social-distancing-device-for-students-with-autism/
[1] https://twitter.com/DavePuglisiTV/status/1428785401897050115
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fhistoryofyesterday.com%2Fa-new-study-shows-that-dinosaurs-were-destined-to-become-extinct-4d6cbfa64c10%3Fsource%3Dsocial.tw
[1] https://www.smithsonianmag.com/smart-news/close-no-cigar-bennu-asteroid-2182-180978440/?utm_source=smithsoniandaily&utm_medium=email&utm_campaign=20210816-daily-responsive&spMailingID=45468269&spUserID=MTAxMDczNjAzMDE3NwS2&spJobID=2063735153&spReportId=MjA2MzczNTE1MwS2
[1] https://scitechdaily.com/up-to-95-of-ocean-surface-climates-may-disappear-by-2100-due-to-climate-change/
[1] https://www.sciencenews.org/article/on-the-fringe-book-science-pseudoscience
[1] https://www.nbcnews.com/science/science-news/largest-mask-study-yet-details-importance-fighting-covid-19-rcna1858?utm_source=Nature+Briefing&utm_campaign=d63141597e-briefing-dy-20210902&utm_medium=email&utm_term=0_c9dfd39373-d63141597e-42977571

Top URLs in Tweet in G7:
[3] https://www.internet4classrooms.com/assessment_assistance/assessment_practice_test_preparation_interactive_1st_first_grade.htm
[2] https://eduk8.me/2021/07/frugal-science-has-brought-us-the-lego-microscope-and-foldscope/
[2] https://eduk8.me/2021/07/build-your-civilization-in-statebuilder/
[2] https://sidekicksai.kckb.st/87400cf0
[1] https://testwale.com/
[1] https://www.eduporium.com/catalog/product/view/id/888/s/thames-kosmos-happy-atoms-educator-s-bundle-250-atoms/category/2/
[1] https://twitter.com/i/web/status/1424768229185105927
[1] https://www.nejm.org/doi/full/10.1056/NEJMoa2109522?cookieSet=1
[1] https://twitter.com/kristin_burke10/status/1427728094442426372
[1] https://www.fisheriesindia.com/2021/06/call-for-papers-for-biotechnology.html

Top URLs in Tweet in G8:
[1] https://podcasts.apple.com/us/podcast/the-case-of-hurricanes-and-climate-change/id1526878803?i=1000535568242
[1] https://twitter.com/amazing_physics/status/1433942978561728512
[1] https://twitter.com/i/web/status/1437919655457345539
[1] https://www.youtube.com/watch?v=AvsTvTZMwJE&feature=youtu.be

[1] https://twitter.com/nancycoddington/status/1433433222449221638
[1] https://www.sciencefriday.com/articles/preview-rising-elizabeth-rush/
[1] https://www.sciencefriday.com/educate/
[1] https://learn.kqed.org/challenges/teachers/science-documentary
[1] https://twitter.com/LuckyMamaJ/status/1446115596106600448
[1] https://twitter.com/BennyTW_Geo/status/1445482244437516290

Top URLs in Tweet in G9:
[14] https://tamwarnerminton.com/free-printables-for-kids/
[3] https://www.heritagedaily.com/2021/08/burial-site-reveals-evidence-of-beer-drinking-9000-years-ago-in-china/141162?utm_source
[2] https://scitechdaily.com/coffee-and-veggies-may-help-protect-against-covid-19/
[2] https://scitechdaily.com/retracing-the-astonishing-lifetime-journey-of-an-17000-year-old-arctic-woolly-mammoth/
[2] https://scitechdaily.com/carbon-capture-gets-cheaper-making-methane-from-co2/
[2] https://calgaryherald.com/news/local-news/new-dino-predator-bigger-than-t-rex-of-its-time-identified-by-u-of-c-researcher
[2] https://scitechdaily.com/personality-matters-even-for-wildlife-social-skills-give-ground-squirrels-an-advantage/
[2] https://www.sciencenews.org/article/human-evolution-species-origin-fossils-ancient-dna?utm_source
[2] https://scitechdaily.com/dynamic-twists-and-supercoiling-loops-can-enable-dna-to-adjust-its-function/
[2] https://www.youtube.com/watch?v=zNn3vKI3g9k&feature=youtu.be


Top URLs in Tweet in G10:
[7] https://www.theonion.com/scientist-really-thought-job-would-be-less-grant-writin-1847482413
[1] https://twitter.com/i/web/status/1438481999740690433
[1] https://www.sciencedirect.com/science/article/abs/pii/S0306987708005902?via%3Dihub
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-00669-2
[1] https://twitter.com/i/web/status/1438121969027801099
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-02486-7
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-02610-7

Top Domains
Top Domains in Tweet in Entire Graph:
[213] twitter.com
[132] scitechdaily.com
[116] nasa.gov
[86] sciencenews.org
[59] co.ke
[47] cbc.ca
[45] sciencebuddies.org
[42] nature.com
[40] youtube.com
[39] pressreader.com

Top Domains in Tweet in G1:
[80] twitter.com
[75] scitechdaily.com
[55] sciencenews.org
[43] cbc.ca
[32] pbslearningmedia.org
[30] sciencebuddies.org
[29] pressreader.com
[27] nature.com
[23] medicinehatnews.com
[23] theconversation.com

Top Domains in Tweet in G2:
[19] sciencenews.org
[14] ncse.ngo
[13] theguardian.com
[11] bbc.com
[11] nature.com
[10] momscleanairforce.org
[10] mcgill.ca
[9] smithsonianmag.com
[9] davidgarofaloscorner.com
[8] twitter.com

Top Domains in Tweet in G3:
[100] nasa.gov
[37] twitter.com
[27] edutopia.org
[20] primarysourcenexus.org
[16] teachthought.com
[15] sciencebuddies.org
[14] tcea.org
[14] wordpress.com
[12] donorschoose.org
[11] edsurge.com

Top Domains in Tweet in G4:
[51] co.ke
[6] twitter.com
[3] nps.gov
[3] festeredu.com
[3] iste.org
[2] facebook.com
[2] edutopia.org
[2] sxsw.com
[2] youtube.com
[2] zoom.us

Top Domains in Tweet in G5:
[33] controlaltachieve.com
[15] brilliant.org
[1] sxsw.com

Top Domains in Tweet in G6:
[3] pbs.org
[3] twitter.com
[3] scitechdaily.com
[2] sciencenews.org
[1] medium.com
[1] smithsonianmag.com
[1] nbcnews.com
[1] massivesci.com
[1] niche-canada.org
[1] cbc.ca

Top Domains in Tweet in G7:
[12] twitter.com
[4] eduk8.me
[3] internet4classrooms.com
[2] kckb.st
[1] testwale.com
[1] eduporium.com
[1] nejm.org
[1] fisheriesindia.com
[1] savvas.com
[1] paper.li

Top Domains in Tweet in G8:
[5] twitter.com
[2] sciencefriday.com
[1] apple.com
[1] youtube.com
[1] kqed.org

Top Domains in Tweet in G9:
[50] scitechdaily.com
[14] tamwarnerminton.com
[10] sciencenews.org
[9] twitter.com
[6] heritagedaily.com
[6] futurity.org
[3] massivesci.com
[3] medicalxpress.com
[3] youtube.com
[3] calgaryherald.com

Top Domains in Tweet in G10:
[7] theonion.com
[3] nature.com
[2] twitter.com
[1] sciencedirect.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1935] scichat
[642] stem
[490] edchat
[465] science
[370] scicomm
[359] edtech
[229] mathchat
[213] sschat
[205] d123
[190] mschat



Top Hashtags in Tweet in G1:
[827] scichat
[302] stem
[292] science
[104] scicomm
[100] scied
[76] evolution
[71] biology
[69] medhat
[53] edtech
[51] cdnsci

Top Hashtags in Tweet in G2:
[277] scichat
[249] scicomm
[21] stem
[13] science
[10] medhat
[8] climatechange
[7] edutwitter
[7] educhat
[7] ukedchat
[7] teachers

Top Hashtags in Tweet in G3:
[297] scichat
[221] stem
[214] edchat
[202] edtech
[195] d123
[165] cpchat
[152] elemchat
[139] mschat
[139] sschat
[129] hschat

Top Hashtags in Tweet in G4:
[119] edchat
[73] k12
[73] learning
[70] scichat
[62] edtech
[59] edleadership
[56] engchat
[49] literacy
[28] education
[25] teacher

Top Hashtags in Tweet in G5:
[37] scichat
[32] controlaltachieve
[5] stem
[5] steam
[2] edtech
[2] mtbos
[2] mathchat
[2] mathschat
[2] science
[2] education

Top Hashtags in Tweet in G6:
[8] scichat
[6] lessonplan
[5] sschat
[4] stem
[4] scicomm
[3] apgov
[3] science
[2] scicomms
[2] edchat
[2] civxnow

Top Hashtags in Tweet in G7:
[50] scichat
[20] mathchat
[14] engchat
[13] edchat
[12] edreform
[11] edtech
[9] learning
[9] elearning
[8] literacy
[7] education

Top Hashtags in Tweet in G8:
[11] scichat
[7] stem
[6] edchat
[5] scicomm
[3] science
[3] educator
[2] climatechange
[2] scied
[2] classroom
[1] hurricane

Top Hashtags in Tweet in G9:
[104] scichat
[16] covid19
[13] printables
[13] free
[11] cancer
[11] evolution
[10] microbiome
[9] archaeology
[8] genomics
[7] diet

Top Hashtags in Tweet in G10:
[8] scichat
[7] sciencetwitter
[2] research
[1] creativity
[1] biology
[1] bigdata
[1] publishing

Top Words
Top Words in Tweet in Entire Graph:
[1930] #scichat
[689] garym
[661] science
[640] #stem
[489] #edchat
[487] ncse
[463] #science
[369] #scicomm
[358] #edtech
[319] students

Top Words in Tweet in G1:
[824] #scichat
[452] garym
[300] #stem
[291] #science
[291] science
[117] ncse
[115] news
[115] praxismedhat
[113] students
[110] more

Top Words in Tweet in G2:
[363] ncse
[276] #scichat
[249] #scicomm
[128] garym
[101] science
[55] study
[52] more
[52] years
[49] 000
[41] book

Top Words in Tweet in G3:
[297] #scichat
[221] #stem
[213] #edchat
[203] nasa
[202] #edtech
[194] #d123
[165] #cpchat
[152] #elemchat
[139] #mschat
[139] #sschat

Top Words in Tweet in G4:
[119] #edchat
[73] #k12
[73] #learning
[70] #scichat
[61] #edtech
[59] #edleadership
[56] #engchat
[49] free
[49] #literacy
[35] saintfester

Top Words in Tweet in G5:
[52] science
[52] ericcurts
[37] #scichat
[32] 100's
[32] best
[32] edtech
[32] links
[32] curated
[32] each
[32] month

Top Words in Tweet in G6:
[49] garym
[29] pbs
[29] newshour
[29] extra
[29] newshourextra
[26] news
[26] lesson
[19] students
[16] daily
[14] plan

Top Words in Tweet in G7:
[50] #scichat
[20] #mathchat
[17] science
[14] #engchat
[13] #edchat
[12] #edreform
[11] #edtech
[10] test
[9] #learning
[9] looking

Top Words in Tweet in G8:
[17] nancycoddington
[16] hey
[11] #scichat
[10] ts
[9] wskg
[9] school
[9] science
[8] classroom
[8] heroelementary
[8] swag

Top Words in Tweet in G9:
[103] #scichat
[17] kids
[16] #covid19
[14] free
[14] printables
[14] coloring
[14] activity
[14] sheets
[13] dna
[13] #printables

Top Words in Tweet in G10:
[32] moorejh
[26] science
[19] modern
[19] scientists
[19] dull
[19] selects
[19] perseverance
[19] sociability
[19] expense
[19] intelligence

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[229] #scichat,#scicomm
[199] #d123,#edchat
[196] #edchat,#edtech
[192] #scichat,#mathchat
[175] #edtech,#cpchat
[171] #stem,#scichat
[161] #cpchat,#elemchat
[155] #sschat,#scichat
[148] #science,#scichat
[144] #elemchat,#mschat

Top Word Pairs in Tweet in G1:
[142] #science,#scichat
[130] #stem,#scichat
[76] 'science,smarts'
[62] climate,change
[55] smarts',column
[54] latest,praxis
[54] praxis,'science
[51] #scichat,#stem
[49] cbc,news
[49] #scichat,#scied

Top Word Pairs in Tweet in G2:
[180] #scichat,#scicomm
[47] #scicomm,#scichat
[41] years,ago
[36] 000,years
[29] mark,calendar
[23] flashes,creation
[23] calendar,register
[23] ncse,study
[19] covid,19
[19] ncse,mark

Top Word Pairs in Tweet in G3:
[189] #d123,#edchat
[177] #edchat,#edtech
[165] #edtech,#cpchat
[152] #cpchat,#elemchat
[139] #elemchat,#mschat
[132] #sschat,#scichat
[128] #mschat,#hschat
[120] #hschat,#ntchat
[119] #scichat,#mathchat
[117] #ntchat,#pblchat

Top Word Pairs in Tweet in G4:
[67] #edchat,#k12
[64] #k12,#learning
[59] #learning,#edleadership
[57] #edleadership,#edtech
[54] #edtech,#engchat
[48] #engchat,#literacy
[26] #literacy,#scichat
[21] #scichat,#mathchat
[21] #mathchat,#edreform
[18] download,free

Top Word Pairs in Tweet in G5:
[32] 100's,best
[32] best,science
[32] science,edtech
[32] edtech,links
[32] links,curated
[32] curated,each
[32] each,month
[32] month,#scichat
[32] #scichat,#controlaltachieve
[31] ericcurts,100's

Top Word Pairs in Tweet in G6:
[29] pbs,newshour
[29] newshour,extra
[16] daily,news
[16] news,lesson
[14] lesson,plan
[12] lesson,teens
[12] teens,invent
[12] invent,social
[12] social,distancing
[12] distancing,device

Top Word Pairs in Tweet in G7:
[15] #scichat,#mathchat
[8] #mathchat,#edreform
[7] #engchat,#literacy
[7] #literacy,#scichat
[6] #edtech,#engchat
[6] 1st,grade
[6] grade,science
[5] #learning,#edleadership
[5] #edleadership,#edtech
[4] looking,back

Top Word Pairs in Tweet in G8:
[11] nancycoddington,hey
[8] heroelementary,swag
[7] hey,teachers
[7] teachers,wskg
[7] wskg,giving
[7] giving,away
[7] away,classroom
[7] classroom,set
[7] set,heroelementary
[7] swag,time

Top Word Pairs in Tweet in G9:
[15] #scichat,#covid19
[14] free,printables
[14] printables,kids
[14] kids,coloring
[14] coloring,activity
[14] activity,sheets
[13] #printables,#free
[10] #scichat,#cancer
[10] sheets,marine
[10] marine,life

Top Word Pairs in Tweet in G10:
[19] modern,scientists
[19] scientists,dull
[19] dull,science
[19] science,selects
[19] selects,perseverance
[19] perseverance,sociability
[19] sociability,expense
[19] expense,intelligence
[18] moorejh,modern
[18] intelligence,creativ

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@nasa
@medicinehatnews
@paulenderle
@sciencebuddies
@thease
@ericcurts
@gwardis

Top Mentioned in G1:
@garym
@ncse
@praxismedhat
@gbheducation
@sciencebuddies
@gwardis
@medicinehatnews
@middleweb
@stemhub_se
@gardenglen

Top Mentioned in G2:
@ncse
@garym
@praxismedhat
@leecmcintyre
@neilshubin
@khayhoe
@carlzimmer
@cleanairmoms
@medicinehatnews
@mcgilloss

Top Mentioned in G3:
@nasa
@paulenderle
@praxismedhat
@garym
@doemiso
@medicinehatnews
@educatoral
@teachthought
@sciencebuddies
@edsurge

Top Mentioned in G4:
@saintfester
@teachersupdates
@jorgedoespbl
@immersear
@istecommunity
@edutopia
@iste
@teachingchannel
@pbl
@thesciencejedi

Top Mentioned in G5:
@ericcurts
@sarahjkiefer
@techedupteacher
@alicekeeler

Top Mentioned in G6:
@garym
@newshour
@newshourextra
@ncse
@judywoodruff
@nih
@shswinventeam
@lemelsonmit
@davepuglisitv
@tapalagaandrei

Top Mentioned in G7:

Top Mentioned in G8:
@nancycoddington
@wskg
@heroelementary
@scifri
@kqededspace
@canopymeg
@bcteachercente1
@gbheducation
@luckymamaj
@drmchristiansen

Top Mentioned in G9:
@gwardis
@tamwminton
@garym
@youtube
@royentsoc
@gutsy_scientist
@micropia
@sciencebuddies
@thekidshouldsee
@elementaryso

Top Mentioned in G10:
@moorejh

Top Tweeters
Top Tweeters in Entire Graph:
@artificialbra1n
@jfsebastian146
@dsochoa
@sustaintrends
@globeandmail
@jimmyroybloom
@dawnroseturner
@tatzanx
@100daysof2020
@softgrasswalker

Top Tweeters in G1:
@artificialbra1n
@jfsebastian146
@sustaintrends
@tatzanx
@softgrasswalker
@worcesterhour
@leesutton4
@ctvnews
@eco1start
@botfemale

Top Tweeters in G2:
@globeandmail
@dawnroseturner
@drrimmer
@watchdogsniffer
@mariecolemanao
@dazilmz
@rmathematicus
@deepgreendesign
@3pennymovies
@benjamindstone

Top Tweeters in G3:
@100daysof2020
@wsj
@forbes
@scalarhumanity
@jriske
@ictevangelist
@teachercast
@markj_ohnson
@leadershipfreak
@astropotamus

Top Tweeters in G4:
@allesundnix_
@stem_nastics
@jc_james_clark
@techie_wiz
@revkin
@edutopia
@jonharper70bd
@cmdatascoop
@iste
@bkuhl2you

Top Tweeters in G5:
@alicekeeler
@_hum_nava
@principalogg
@atkauffman
@texthelp
@musicdiva7727
@scimann
@apsitnatasha
@ericcurts
@wkingbg

Top Tweeters in G6:
@dsochoa
@newshour
@classroomtools
@lizszabo
@kam3266
@booksyalove
@wayne022468
@googlemyrna
@msrosecampbell
@pbsfortwayne

Top Tweeters in G7:
@mrkempnz
@pa
@stumpteacher
@dennisdill
@eduporium
@internet4classr
@craftbeerlife18
@greenfrog12
@mr_rcollins
@kovescence

Top Tweeters in G8:
@scifri
@porchdragon
@micwalker
@elisabostwick
@wskg
@nova
@goaskascientist
@rpiersonedu
@000dave
@kqededspace

Top Tweeters in G9:
@imagine_garden
@farm_machinery_
@kevinghannah
@nutritionrobot
@esmecomfort
@liselot96311889
@codeisgo_com
@gwardis
@mikesgene
@dallasschools

Top Tweeters in G10:
@szetoinsitu
@moorejh
@rcafdm
@science2_0
@h3abionet
@geoclmc
@therealbdabney
@laura_boykin
@bindikannan963
@speakman


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