scichat, Twitter, 9/26/2021 12:36:19 AM, 262842


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scichat_2021-09-25_16-48-01.xlsx
scichat_2021-09-25_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 26, 2021
Short Description:
scichat via NodeXL https://bit.ly/2XUB3OG
@garym
@praxismedhat
@ncse
@paulenderle
@ericcurts
@stem_ai
@moorejh
@thease
@nancycoddington
@jayaisales

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

Description:
Description
The graph represents a network of 1,560 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, 26 September 2021 at 00:01 UTC.

The requested start date was Saturday, 25 September 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 85-day, 22-hour, 11-minute period from Thursday, 01 July 2021 at 00:20 UTC to Friday, 24 September 2021 at 22:31 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 : 1560
Unique Edges : 1102
Edges With Duplicates : 8123
Total Edges : 9225
Number of Edge Types : 5
Retweet : 3261
MentionsInRetweet : 3855
Mentions : 945
Tweet : 1147
Replies to : 17
Self-Loops : 1525
Reciprocated Vertex Pair Ratio : 0.0376068376068376
Reciprocated Edge Ratio : 0.0724876441515651
Connected Components : 116
Single-Vertex Connected Components : 54
Maximum Vertices in a Connected Component : 1280
Maximum Edges in a Connected Component : 8734
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.499139
Graph Density : 0.000998338843111133
Modularity : 0.215188
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,560 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, 26 September 2021 at 00:01 UTC.

The requested start date was Saturday, 25 September 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 85-day, 22-hour, 11-minute period from Thursday, 01 July 2021 at 00:20 UTC to Friday, 24 September 2021 at 22:31 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:
[43] https://www.controlaltachieve.com/p/science-links.html
[24] https://tamwarnerminton.com/free-printables-for-kids/
[20] https://www.ase.org.uk/best-steps-diagnostic-resource-gcse-science-teachers
[17] https://brilliant.org/educators/?utm_source=BfECURATORCURTS
[15] https://scitechdaily.com/protein-big-bang-reveals-molecular-makeup-for-medicine-and-bioengineering-applications/
[13] https://www.globalschoolsearches.org/teachers.html
[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://blog.tcea.org/ios-science-apps/
[11] https://www.davidgarofaloscorner.com/post/when-philosophy-makes-a-difference-in-the-world

Top URLs in Tweet in G1:
[13] https://scitechdaily.com/protein-big-bang-reveals-molecular-makeup-for-medicine-and-bioengineering-applications/
[7] https://www.cbc.ca/news/science/wikipedia-bias-1.6129073?__vfz=medium%3Dsharebar
[7] https://scitechdaily.com/scientists-rewrite-the-rulebook-of-flowering-plant-genetics/
[7] https://niche-canada.org/2021/09/14/historians-confront-the-climate-emergency-introduction/
[6] https://theconversation.com/record-breaking-temperatures-mean-we-must-change-the-way-we-talk-about-the-climate-emergency-163627?utm_source=twitter&utm_medium=bylinetwitterbutton
[6] https://next.massivesci.com/notes/retraction-social-media-publishing-altmetric/
[6] https://twitch.tv/sciencestreams
[6] https://www.sciencenews.org/article/planting-trees-protect-forests-climate-change
[6] https://phys.org/news/2021-07-key-tool-citizen-science.html
[6] https://ucalgary.ca/news/five-tips-avoid-covid-19-misinformation-online

Top URLs in Tweet in G2:
[6] https://bigthink.com/surprising-science/evolution-innovation-thievery-endosymbiotic-theory
[5] https://ncse.ngo/deep-time-really-really-deep-man
[5] https://www.davidgarofaloscorner.com/post/when-philosophy-makes-a-difference-in-the-world
[4] https://www.npr.org/2021/08/12/1026385429/the-lorax-dr-seuss
[4] https://ncse.ngo/project-steve
[3] http://www.birdandmoon.com/comic/smoke-and-mirrors/
[3] https://ncse.ngo/rncse-413-now-online
[3] https://www.sciencenews.org/article/antarctica-microbes-habitability-aliens-extraterrestrial
[3] https://www.sciencenews.org/article/fire-amazon-rainforest-threatened-species-deforestation-biodiversity
[3] https://www.nature.com/articles/d41586-021-02152-y

Top URLs in Tweet in G3:
[13] https://www.globalschoolsearches.org/teachers.html
[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://jenniferfindley.com/when-students-fail-a-test/

Top URLs in Tweet in G4:
[8] https://elements.wlonk.com/ElementsTable.htm?utm_sq=gt29x1fpp7&utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts
[6] https://medicinehatnews.com/life/local-life/2021/08/07/science-smarts-guar-gum-slime-fun/
[6] https://medicinehatnews.com/life/local-life/2021/08/13/science-smarts-lets-get-recycling/
[5] https://medicinehatnews.com/life/local-life/2021/08/20/science-smarts-fun-with-changing-leaves/
[5] https://medicinehatnews.com/life/local-life/2021/08/27/science-smarts-catch-some-weed-seeds/
[5] https://www.youtube.com/watch?v=bhw4mwy0DR4&feature=youtu.be

[5] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3700_resources_teaching_learning_about_fall.htm
[4] https://www.pressreader.com/article/281646783125147
[4] https://www.pressreader.com/article/281852941569205
[4] https://www.pressreader.com/article/281642488213272

Top URLs in Tweet in G5:
[41] https://www.controlaltachieve.com/p/science-links.html
[15] https://brilliant.org/educators/?utm_source=BfECURATORCURTS
[6] https://blog.tcea.org/ios-science-apps/
[3] https://blog.tcea.org/how-to-design-science-lessons-based-on-instructional-research/
[2] http://earth.nullschool.net/
[1] https://blog.tcea.org/eight-childrens-books-promoting-girl-power-stem/
[1] https://www.controlaltachieve.com/2021/05/how-big-is-space.html?m=1
[1] https://panelpicker.sxsw.com/vote/115502

Top URLs in Tweet in G6:
[3] https://www.internet4classrooms.com/assessment_assistance/assessment_practice_test_preparation_interactive_1st_first_grade.htm
[3] https://www.internet4classrooms.com/links_grades_kindergarten_12/july4.htm
[2] https://sidekicksai.kckb.st/87400cf0
[1] https://twitter.com/i/web/status/1410970487816179714
[1] https://twitter.com/i/web/status/1410969650943438851
[1] https://www.greenscreengal.com/
[1] https://www.cdaclass.org/
[1] https://www.savvas.com/index.cfm?locator=PS3hRw&cmpid=7016T000002c3vGQAQ&utm_source=Social+All+Channels&utm_medium=social&utm_campaign=7016T000002c3vGQAQ&utm_content=Biology+Spanish+Edition&hsamp_network=twitter&hsamp=bB6mZyii2A7u8
[1] https://twitter.com/creativecoast/status/1415016856637919234
[1] https://www.innerorbit.com/

Top URLs in Tweet in G7:
[2] https://www.savvas.com/symposium2021
[2] https://www.savvas.com/index.cfm?locator=PS3i6m
[2] https://my.nsta.org/resource/123722/archive-teacher-tip-tuesday-learn-and-lead-on-twitter-august-10-2021
[2] https://twitter.com/bmsscienceteach/status/1415422262073864193
[2] https://twitter.com/BMSscienceteach/status/1415422262073864193
[1] https://www.savvas.com/index.cfm?locator=PS3eXf&cmpid=7016T000002iPavQAE&utm_source=Social%20All%20Channels&utm_medium=social&utm_campaign=7016T000002iPavQAE&utm_content=Labster%20Virtual%20Labs
[1] https://twitter.com/i/web/status/1419613737477083138
[1] https://blog.savvas.com/what-makes-the-oceans-move/
[1] https://emails.savvas.com/email4/_savvas-email/581-instruction/581f164_2021btscare-20210603/bts-2021.html
[1] https://myemail.constantcontact.com/Save-the-Date--STEAM-Career-Showcase.html?soid=1101739232095&aid=vhNc8A0uvNY

Top URLs in Tweet in G8:
[20] https://www.ase.org.uk/best-steps-diagnostic-resource-gcse-science-teachers
[2] http://www.schoolscience.co.uk/bestbestevidencescienceteaching
[1] https://www.ase.org.uk/resources/green-tick-evaluations
[1] https://twitter.com/i/web/status/1432304639383425030
[1] https://twitter.com/i/web/status/1433029436698513413
[1] https://twitter.com/i/web/status/1432667032814821382
[1] https://www.schoolscience.co.uk/oceandrifters
[1] http://www.schoolscience.co.uk/whyyoullnevercatchsmallpox
[1] https://twitter.com/smallscreensci/status/1407015763962216453

Top URLs in Tweet in G9:
[6] https://www.festeredu.com/book
[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://panelpicker.sxsw.com/vote/116369
[2] https://www.youtube.com/watch?v=EgZ6fZyH8lE

[1] https://www.nationalgeographic.org/education/classroom-resources/learn-at-home/summer-road-trip-everglades/
[1] https://www.evolutiondigitalgame.com/climate/?mc_cid=fbca52109f&mc_eid=474988567f
[1] https://www.usgs.gov/centers/eesc/science/bird-banding-laboratory?qt-science_center_objects=0#qt-science_center_objects
[1] https://twitter.com/i/web/status/1438155624148262916
[1] https://twitter.com/i/web/status/1417540967721279491
[1] https://www.teachingchannel.com/blog/environmental-science

Top URLs in Tweet in G10:
[7] https://www.theonion.com/scientist-really-thought-job-would-be-less-grant-writin-1847482413
[1] https://abstrusegoose.com/275
[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://twitter.com/i/web/status/1438481999740690433

Top Domains
Top Domains in Tweet in Entire Graph:
[289] twitter.com
[203] scitechdaily.com
[143] nasa.gov
[133] sciencenews.org
[64] pressreader.com
[59] nature.com
[59] co.ke
[47] cbc.ca
[47] smithsonianmag.com
[47] sciencebuddies.org

Top Domains in Tweet in G1:
[188] scitechdaily.com
[95] sciencenews.org
[79] twitter.com
[45] cbc.ca
[44] nature.com
[36] theconversation.com
[32] smithsonianmag.com
[29] mcgill.ca
[28] phys.org
[26] massivesci.com

Top Domains in Tweet in G2:
[20] sciencenews.org
[20] ncse.ngo
[14] twitter.com
[9] theguardian.com
[8] nature.com
[7] bigthink.com
[6] smithsonianmag.com
[6] the-scientist.com
[6] bbc.com
[5] nytimes.com

Top Domains in Tweet in G3:
[122] nasa.gov
[56] twitter.com
[31] edutopia.org
[18] wordpress.com
[17] tcea.org
[16] edsurge.com
[16] sciencebuddies.org
[13] teachthought.com
[13] globalschoolsearches.org
[12] donorschoose.org

Top Domains in Tweet in G4:
[42] twitter.com
[41] pressreader.com
[31] medicinehatnews.com
[31] pbslearningmedia.org
[13] sciencenews.org
[12] scitechdaily.com
[11] eduk8.me
[10] youtube.com
[9] wlonk.com
[8] nasa.gov

Top Domains in Tweet in G5:
[42] controlaltachieve.com
[15] brilliant.org
[10] tcea.org
[2] nullschool.net
[1] sxsw.com

Top Domains in Tweet in G6:
[18] twitter.com
[6] internet4classrooms.com
[2] savvas.com
[2] teacherspayteachers.com
[2] kckb.st
[1] greenscreengal.com
[1] cdaclass.org
[1] innerorbit.com
[1] edsurge.com
[1] tes.com

Top Domains in Tweet in G7:
[10] twitter.com
[8] savvas.com
[3] nsta.org
[1] constantcontact.com
[1] typeform.com
[1] instagram.com

Top Domains in Tweet in G8:
[21] org.uk
[4] twitter.com
[4] co.uk

Top Domains in Tweet in G9:
[6] festeredu.com
[4] twitter.com
[2] facebook.com
[2] edutopia.org
[2] sxsw.com
[2] youtube.com
[1] nationalgeographic.org
[1] evolutiondigitalgame.com
[1] usgs.gov
[1] teachingchannel.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2523] scichat
[838] stem
[579] edchat
[567] science
[493] scicomm
[407] edtech
[303] mathchat
[273] sschat
[254] d123
[236] cpchat



Top Hashtags in Tweet in G1:
[1061] scichat
[314] science
[260] scicomm
[258] stem
[120] evolution
[93] scied
[71] biology
[68] cdnsci
[57] covid19
[47] palaeontology

Top Hashtags in Tweet in G2:
[213] scichat
[195] scicomm
[6] climatechange
[3] dinosaurs
[1] climateemergency
[1] evolution
[1] covid19
[1] stem
[1] astronomy
[1] scied

Top Hashtags in Tweet in G3:
[395] scichat
[301] stem
[254] edchat
[248] edtech
[244] d123
[223] cpchat
[185] elemchat
[173] mathchat
[170] mschat
[168] sschat

Top Hashtags in Tweet in G4:
[318] scichat
[165] stem
[100] medhat
[48] science
[45] scied
[35] edchat
[34] stemathome
[25] scicomm
[23] edtech
[15] mathchat

Top Hashtags in Tweet in G5:
[59] scichat
[41] controlaltachieve
[22] stem
[14] steam
[11] science
[10] learning
[8] edchat
[6] edapp
[5] edutwitter
[4] stemchat

Top Hashtags in Tweet in G6:
[61] scichat
[34] edchat
[22] engchat
[22] mathchat
[21] edtech
[20] learning
[18] literacy
[16] essayhelp
[16] homeworkhelp
[16] onlineclasses

Top Hashtags in Tweet in G7:
[31] scichat
[16] ngsschat
[15] stem
[13] edchat
[10] stem21
[8] nsta
[6] ecology
[5] nstachat
[4] sciencefriday
[3] scied

Top Hashtags in Tweet in G8:
[26] scichat
[25] asechat
[24] scied
[20] edchat
[12] chatbiology
[12] chatphysics
[12] chatchemistry
[3] loveisland
[3] science
[3] podcast

Top Hashtags in Tweet in G9:
[28] edchat
[28] scichat
[14] pblchat
[14] pbl
[7] sschat
[7] nationalpark
[5] findyourpark
[4] climatechange
[4] nationalparks
[3] environmentalsci

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

Top Words
Top Words in Tweet in Entire Graph:
[2518] #scichat
[889] science
[883] garym
[836] #stem
[601] ncse
[581] #edchat
[565] #science
[492] #scicomm
[409] #edtech
[405] students

Top Words in Tweet in G1:
[1058] #scichat
[705] garym
[350] science
[326] ncse
[313] #science
[259] #scicomm
[257] #stem
[156] more
[149] climate
[125] covid

Top Words in Tweet in G2:
[225] ncse
[213] #scichat
[195] #scicomm
[36] ago
[35] science
[32] years
[31] ncse's
[27] more
[27] friend
[27] 000

Top Words in Tweet in G3:
[395] #scichat
[301] #stem
[256] #edchat
[251] #edtech
[246] #d123
[243] nasa
[226] #cpchat
[185] #elemchat
[173] #mathchat
[170] #mschat

Top Words in Tweet in G4:
[316] #scichat
[164] #stem
[162] praxismedhat
[145] science
[138] latest
[124] 'science
[124] smarts'
[116] column
[100] #medhat
[89] garym

Top Words in Tweet in G5:
[73] science
[61] ericcurts
[59] #scichat
[41] 100's
[41] best
[41] edtech
[41] links
[41] curated
[41] each
[41] month

Top Words in Tweet in G6:
[61] #scichat
[34] #edchat
[22] #engchat
[22] #mathchat
[21] #edtech
[20] #learning
[18] #literacy
[18] science
[16] hey
[16] offering

Top Words in Tweet in G7:
[31] #scichat
[19] virtual
[17] nsta
[16] #ngsschat
[15] #stem
[14] science
[14] learning
[14] savvaslearning
[13] #edchat
[11] free

Top Words in Tweet in G8:
[89] resource
[80] free
[70] steps
[67] thease
[57] understanding
[50] scientific
[45] identify
[45] gaps
[42] bestevsciteach
[41] using

Top Words in Tweet in G9:
[28] #edchat
[28] #scichat
[22] saintfester
[14] #pblchat
[14] #pbl
[13] students
[12] learn
[9] natgeoeducation
[9] science
[8] one

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

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[275] #scichat,#scicomm
[247] #d123,#edchat
[245] #scichat,#mathchat
[242] #edchat,#edtech
[218] #stem,#scichat
[215] #edtech,#cpchat
[200] #science,#scichat
[194] #cpchat,#elemchat
[191] #sschat,#scichat
[175] #elemchat,#mschat

Top Word Pairs in Tweet in G1:
[171] #science,#scichat
[109] #scichat,#scicomm
[101] #stem,#scichat
[91] climate,change
[90] covid,19
[69] #scicomm,#scichat
[66] #scichat,#stem
[53] years,ago
[51] cbc,news
[44] 'science,smarts'

Top Word Pairs in Tweet in G2:
[147] #scichat,#scicomm
[43] #scicomm,#scichat
[30] years,ago
[20] 000,years
[18] flashes,creation
[15] gaining,unprecedented
[15] unprecedented,insights
[15] insights,being
[15] being,young
[15] young,neanderthal

Top Word Pairs in Tweet in G3:
[237] #d123,#edchat
[224] #edchat,#edtech
[205] #edtech,#cpchat
[185] #cpchat,#elemchat
[170] #elemchat,#mschat
[164] #scichat,#mathchat
[158] #mschat,#hschat
[147] #hschat,#ntchat
[147] #sschat,#scichat
[144] #ntchat,#pblchat

Top Word Pairs in Tweet in G4:
[124] 'science,smarts'
[104] smarts',column
[93] #stem,#scichat
[84] latest,praxis
[73] praxis,'science
[68] #medhat,news
[62] icymi,latest
[58] column,#medhat
[57] column,medicinehatnews
[56] praxismedhat,latest

Top Word Pairs in Tweet in G5:
[41] 100's,best
[41] best,science
[41] science,edtech
[41] edtech,links
[41] links,curated
[41] curated,each
[41] each,month
[41] month,#scichat
[41] #scichat,#controlaltachieve
[39] ericcurts,100's

Top Word Pairs in Tweet in G6:
[17] #engchat,#literacy
[16] hey,offering
[16] offering,#essayhelp
[16] #essayhelp,#homeworkhelp
[16] #homeworkhelp,#onlineclasses
[16] #onlineclasses,#assignmenthelp
[16] #assignmenthelp,dm
[16] dm,whatsapp
[16] whatsapp,text
[16] text,551

Top Word Pairs in Tweet in G7:
[9] nsta,#stem21
[9] virtual,marketplace
[7] #scichat,#ngsschat
[7] #stem21,attendees
[7] savvas,learning
[6] #edchat,#scichat
[6] learning,virtual
[6] marketplace,sure
[6] sure,attend
[6] attend,today's

Top Word Pairs in Tweet in G8:
[50] scientific,understanding
[45] identify,gaps
[44] steps,resource
[41] using,contexts
[40] gaps,students'
[40] students',scientific
[36] bestevsciteach,steps
[36] understanding,address
[36] address,using
[36] contexts,free

Top Word Pairs in Tweet in G9:
[14] #edchat,#scichat
[6] #scichat,#pblchat
[6] #edchat,#pblchat
[6] natgeoeducation,producing
[6] producing,series
[6] series,virtual
[6] virtual,#nationalpark
[6] #nationalpark,experiences
[6] experiences,first
[6] first,one

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 Replied-To in Entire Graph:
@natgeoeducation
@outsciderclass
@jumbominds
@pentaclethra
@jasonrwiles
@youth_miami
@sciolino_lab
@thebeecause
@deema_zein
@neilshubin

Top Replied-To in G1:
@pentaclethra
@gbheducation
@garym

Top Replied-To in G2:
@leecmcintyre
@neilshubin
@jasonrwiles

Top Replied-To in G3:
@jumbominds

Top Replied-To in G4:
@thebeecause

Top Replied-To in G5:
@youth_miami

Top Replied-To in G7:
@nsta

Top Replied-To in G9:
@natgeoeducation
@outsciderclass

Top Replied-To in G10:
@sciolino_lab

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

Top Mentioned in G1:
@garym
@ncse
@praxismedhat
@gwardis
@sciencebuddies
@nature
@mcgilloss
@intscout
@physorg_com
@medicinehatnews

Top Mentioned in G2:
@ncse
@lemoustier
@bbc_future
@carlzimmer
@garym
@neilshubin
@leecmcintyre
@jacquelyngill
@relenski
@baskeptics

Top Mentioned in G3:
@nasa
@paulenderle
@garym
@doemiso
@educatoral
@edsurge
@sciencebuddies
@teachthought
@e_sheninger
@cultofpedagogy

Top Mentioned in G4:
@praxismedhat
@garym
@medicinehatnews
@ncse
@gbheducation
@gwardis
@thease
@sciencebuddies
@nasa
@rick_j_taylor

Top Mentioned in G5:
@ericcurts
@tcea
@mguhlin
@tmclain903
@seovalerie
@sarahjkiefer
@researchinsch
@techedupteacher
@alicekeeler
@marcus_sci

Top Mentioned in G6:
@drkarah372018
@drvivian372018

Top Mentioned in G7:
@savvaslearning
@teacher2teacher
@nsta
@bmsscienceteach
@2footgiraffe
@kennethrmiller
@missjezuit
@caahayes
@zipmiller
@labster

Top Mentioned in G8:
@thease
@bestevsciteach
@schoolscience
@kcoscience
@ogdentrust
@soc_endo
@collinsprimary

Top Mentioned in G9:
@saintfester
@jorgedoespbl
@natgeoeducation
@teachingchannel
@pbl
@yellowstonenps
@parkbasedlearn
@thesciencejedi
@evergladesnps
@curiosity_films

Top Mentioned in G10:
@moorejh
@pickover

Top Tweeters
Top Tweeters in Entire Graph:
@inabster
@miguelhilargiak
@menabster
@viralvideovlogs
@kimvie
@artificialbra1n
@dsochoa
@jfsebastian146
@devvibesbot
@sustaintrends

Top Tweeters in G1:
@miguelhilargiak
@viralvideovlogs
@artificialbra1n
@jfsebastian146
@sustaintrends
@globeandmail
@godfrey_g_
@tatzanx
@bbcnews
@softgrasswalker

Top Tweeters in G2:
@inabster
@menabster
@watchdogsniffer
@pennytindall
@thegrugq
@dazilmz
@rmathematicus
@3pennymovies
@benjamindstone
@weejockmaley

Top Tweeters in G3:
@devvibesbot
@fabriciosx
@100daysof2020
@wsj
@procm2
@forbes
@education_24x7
@mssackstein
@scalarhumanity
@jriske

Top Tweeters in G4:
@cornubiageol
@tweetinchar
@antoniodiasri
@mh_retweeter
@kqed
@mysticshanyn
@tarafarah7
@rimwellc
@rmbyrne
@medicinehatnews

Top Tweeters in G5:
@alicekeeler
@senraba
@_hum_nava
@mguhlin
@principalogg
@naomiharm
@ndeme_sung
@rsamantha725
@katiestone
@atkauffman

Top Tweeters in G6:
@mrkempnz
@pa
@stumpteacher
@s_bearden
@dennisdill
@eduporium
@internet4classr
@craftbeerlife18
@kovescence
@pritski

Top Tweeters in G7:
@cassandra17lina
@teacher2teacher
@shirky17
@2footgiraffe
@bmsscienceteach
@asu
@rmflight
@nsta
@theresagray
@annebala

Top Tweeters in G8:
@13scidave
@hrogerson
@sciencecat222
@mel_mwicks
@harmsy
@needhaml56
@oboelizzy
@ulleyjill
@olewis_coaching
@dodiscimus

Top Tweeters in G9:
@stem_nastics
@revkin
@pvineski
@edutopia
@iste
@unesco
@cfanch
@curiosity_films
@jorgedoespbl
@teachingchannel

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


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