scichat, Twitter, 9/5/2021 12:16:57 AM, 261132


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scichat_2021-09-04_16-48-01.xlsx
scichat_2021-09-04_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 05, 2021
Short Description:
scichat via NodeXL https://bit.ly/3DNZHAl
@garym
@praxismedhat
@ncse
@paulenderle
@ericcurts
@stem_ai
@thease
@moorejh
@newshourextra
@saintfester

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

Description:
Description
The graph represents a network of 1,633 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, 05 September 2021 at 00:01 UTC.

The requested start date was Saturday, 04 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 94-day, 20-hour, 6-minute period from Tuesday, 01 June 2021 at 00:56 UTC to Friday, 03 September 2021 at 21:03 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 : 1633
Unique Edges : 1160
Edges With Duplicates : 8582
Total Edges : 9742
Number of Edge Types : 5
Retweet : 3380
MentionsInRetweet : 4066
Tweet : 1266
Mentions : 1014
Replies to : 16
Self-Loops : 1631
Reciprocated Vertex Pair Ratio : 0.0397271268057785
Reciprocated Edge Ratio : 0.0764183712852181
Connected Components : 125
Single-Vertex Connected Components : 60
Maximum Vertices in a Connected Component : 1321
Maximum Edges in a Connected Component : 9190
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.539888
Graph Density : 0.000972212216178572
Modularity : 0.224101
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 1,633 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, 05 September 2021 at 00:01 UTC.

The requested start date was Saturday, 04 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 94-day, 20-hour, 6-minute period from Tuesday, 01 June 2021 at 00:56 UTC to Friday, 03 September 2021 at 21:03 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:
[37] https://www.controlaltachieve.com/p/science-links.html
[25] https://www.globalschoolsearches.org/teachers.html
[17] https://brilliant.org/educators/?utm_source=BfECURATORCURTS
[15] https://scitechdaily.com/protein-big-bang-reveals-molecular-makeup-for-medicine-and-bioengineering-applications/
[14] https://www.ase.org.uk/best-steps-diagnostic-resource-gcse-science-teachers
[12] https://www.nationalgeographic.com/science/article/dragon-man-fossil-skull-may-represent-new-human-species-in-china
[11] https://www.davidgarofaloscorner.com/post/when-philosophy-makes-a-difference-in-the-world
[11] https://twitter.com/PraxisMedHat/status/1406259856978309121
[11] https://blog.tcea.org/ios-science-apps/
[11] https://twitch.tv/sciencestreams

Top URLs in Tweet in G1:
[14] https://scitechdaily.com/protein-big-bang-reveals-molecular-makeup-for-medicine-and-bioengineering-applications/
[10] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-01485-y
[10] https://twitter.com/PraxisMedHat/status/1406259856978309121
[8] https://medicinehatnews.com/life/local-life/2021/06/05/science-smarts-a-vortex-in-your-hands/
[8] https://medicinehatnews.com/life/local-life/2021/06/18/science-smarts-slush-science/
[8] https://medicinehatnews.com/life/local-life/2021/08/07/science-smarts-guar-gum-slime-fun/
[8] https://medicinehatnews.com/life/local-life/2021/08/13/science-smarts-lets-get-recycling/
[8] https://blog.tcea.org/ios-science-apps/
[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/

Top URLs in Tweet in G2:
[7] https://www.davidgarofaloscorner.com/post/when-philosophy-makes-a-difference-in-the-world
[7] https://bigthink.com/surprising-science/evolution-innovation-thievery-endosymbiotic-theory
[7] https://ncse.ngo/project-steve
[6] https://ncse.ngo/deep-time-really-really-deep-man
[6] https://www.nationalgeographic.com/science/article/dragon-man-fossil-skull-may-represent-new-human-species-in-china
[6] http://www.birdandmoon.com/comic/smoke-and-mirrors/
[5] https://www.theguardian.com/science/2021/aug/09/it-wasnt-built-to-eat-broccoli-australias-largest-dragon-unveiled
[5] https://www.npr.org/2021/08/12/1026385429/the-lorax-dr-seuss
[5] https://www.youtube.com/watch?v=chdXO_Bxdf8

[5] https://www.theguardian.com/books/2021/aug/21/lifes-edge-by-carl-zimmer-review-what-does-it-mean-to-be-alive

Top URLs in Tweet in G3:
[6] https://www.edutopia.org/article/screen-free-computational-thinking
[6] https://schoolreportwriter.com/
[4] https://blog.tcea.org/bell-ringers-for-improved-retention-and-engagement/
[4] https://www.teachthought.com/critical-thinking/how-students-learn/
[4] https://www.teachthought.com/critical-thinking/characteristics-of-a-critical-thinking-classroom/
[4] https://www.forbes.com/sites/forbesbusinessdevelopmentcouncil/2021/08/17/three-ways-to-build-a-culture-of-innovation/
[4] https://readingmiddlegrade.com/2021-summer-reading-guide-middle-grade-books/
[4] https://jenniferfindley.com/when-students-fail-a-test/
[4] https://www.ascd.org/blogs/the-pandemic-lessons-that-will-rebuild-school-culture
[4] https://shakeuplearning.com/blog/4-projects-that-go-beyond-traditional-assessment-suls0111/

Top URLs in Tweet in G4:
[35] https://www.controlaltachieve.com/p/science-links.html
[15] https://brilliant.org/educators/?utm_source=BfECURATORCURTS
[2] https://blog.tcea.org/ios-science-apps/
[2] https://www.youtube.com/watch?v=lhdFlf2E5Ag&feature=youtu.be

[2] http://earth.nullschool.net/
[1] https://blog.tcea.org/investigating-science-with-flipgrid/
[1] https://blog.tcea.org/how-to-design-science-lessons-based-on-instructional-research/
[1] https://twitter.com/i/web/status/1409830267020353541
[1] https://twitter.com/i/web/status/1409761076317655046
[1] https://panelpicker.sxsw.com/vote/115502

Top URLs in Tweet in G5:
[14] https://www.ase.org.uk/best-steps-diagnostic-resource-gcse-science-teachers
[8] https://www.eventbrite.co.uk/e/ase-summer-conference-online-tickets-147115553581?aff=social
[3] https://www.ase.org.uk/membership
[2] http://www.schoolscience.co.uk/bestbestevidencescienceteaching
[1] https://www.ase.org.uk/resources/green-tick-evaluations
[1] https://www.ase.org.uk/bookshop/ase-guide-secondary-science-education-4th-edition
[1] https://www.eventbrite.co.uk/e/ase-online-futures-conference-2021-tickets-149671941807?aff=social
[1] https://twitter.com/i/web/status/1432304639383425030
[1] https://twitter.com/i/web/status/1433029436698513413
[1] https://twitter.com/i/web/status/1432667032814821382

Top URLs in Tweet in G6:
[3] https://www.internet4classrooms.com/links_grades_kindergarten_12/july4.htm
[2] https://www.eduporium.com/catalog/product/view/id/888/s/thames-kosmos-happy-atoms-educator-s-bundle-250-atoms/category/2/
[2] https://us10.campaign-archive.com/?u=500e0afcc20b6fe59b853cb5e&id=5d9013af9d
[2] https://sidekicksai.kckb.st/87400cf0
[1] https://fsu.qualtrics.com/jfe/form/SV_9t1Ny19FJawEtGC
[1] https://twitter.com/Forbes/status/1402388019420741633
[1] https://twitter.com/chalkbeatCHI/status/1403034917001261059
[1] https://twitter.com/playposit/status/1404928099356233732
[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=bC5D01OZyyRKT
[1] http://www.ohiomsc.net/webinar.html

Top URLs in Tweet in G7:
[6] https://www.festeredu.com/book
[2] https://panelpicker.sxsw.com/vote/116369
[2] https://docs.google.com/forms/d/e/1FAIpQLSfOJ82YlNNmdDOPnkv1FsQ1Hq-ZG-OjtSUmhLOaGKeTal7z_g/viewform
[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://eduk8.me/?p=14182
[2] https://eduk8.me/?p=14439
[2] https://eduk8.me/?p=14402
[1] https://teacherrangerteacher.org/home/apply-2/
[1] https://www.festeredu.com/single-post/teach-like-a-ranger-iv-addressing-controversial-history-at-nat-l-monuments
[1] https://www.festeredu.com/single-post/teach-like-a-ranger-part-iii-connecting-science-standards-to-parks-and-public-lands

Top URLs in Tweet in G8:
[3] https://twitter.com/cultofpedagogy/status/1414021614509993987
[2] https://www.scientificamerican.com/article/the-antiscience-movement-is-escalating-going-global-and-killing-thousands/
[2] https://twitter.com/middleweb/status/1417980002214289413
[1] https://twitter.com/atrupar/status/1430757117212958725
[1] https://www.cnet.com/news/this-is-how-you-deploy-an-absolutely-massive-floating-turbine/
[1] https://twitter.com/i/web/status/1409585305833795585
[1] https://twitter.com/stenhousepub/status/1429908856235302914
[1] https://twitter.com/middleweb/status/1429826138205982725
[1] https://www.middleweb.com/45631/how-we-can-assure-rigor-in-our-lessons/
[1] https://www.middleweb.com/45705/building-community-by-sharing-identity-slides/

Top URLs in Tweet in G9:
[7] https://www.theonion.com/scientist-really-thought-job-would-be-less-grant-writin-1847482413
[1] https://abstrusegoose.com/275
[1] https://www.sciencemag.org/news/2021/05/scientists-rally-around-misconduct-consultant-facing-legal-threat-after-challenging
[1] https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1008210
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Fcollections%2Fdcgahiejgg
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-01642-3
[1] https://twitter.com/i/web/status/1409494792032067590
[1] https://twitter.com/MaraMather/status/1409903859128963072
[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

Top URLs in Tweet in G10:
[2] https://myemail.constantcontact.com/Activate-Learning-PRIME--A-Complete-K-5-Hands-On-Science-Solution.html?soid=1104275337756&aid=2a_fnbNw2tk
[2] https://my.nsta.org/resource/123722/archive-teacher-tip-tuesday-learn-and-lead-on-twitter-august-10-2021
[1] https://activatelearning.com/iqwst/
[1] https://twitter.com/ActivateScience/status/1421112458056503299
[1] https://activatelearning.com/openscied/
[1] https://twitter.com/NSTA/status/1403019122238267393
[1] https://twitter.com/2footgiraffe/timelines/1416025230049435648
[1] https://www.ohmygoshnails.com/Weird_Science/p6787287_21167114.aspx
[1] https://twitter.com/i/web/status/1432125713457418244

Top Domains
Top Domains in Tweet in Entire Graph:
[301] twitter.com
[239] scitechdaily.com
[149] nasa.gov
[119] sciencenews.org
[79] nature.com
[71] pressreader.com
[60] medicinehatnews.com
[55] smithsonianmag.com
[53] edutopia.org
[52] cbc.ca

Top Domains in Tweet in G1:
[236] scitechdaily.com
[138] nasa.gov
[133] twitter.com
[95] sciencenews.org
[71] pressreader.com
[60] nature.com
[59] medicinehatnews.com
[50] cbc.ca
[47] theconversation.com
[42] sciencebuddies.org

Top Domains in Tweet in G2:
[25] ncse.ngo
[23] sciencenews.org
[19] twitter.com
[16] nature.com
[16] theguardian.com
[14] smithsonianmag.com
[11] mcgill.ca
[8] sciencemag.org
[8] nationalgeographic.com
[7] the-scientist.com

Top Domains in Tweet in G3:
[43] twitter.com
[38] edutopia.org
[24] teachthought.com
[17] tcea.org
[15] blogspot.com
[14] edsurge.com
[11] cultofpedagogy.com
[9] nasa.gov
[8] edweek.org
[7] ajjuliani.com

Top Domains in Tweet in G4:
[35] controlaltachieve.com
[15] brilliant.org
[4] tcea.org
[3] twitter.com
[2] youtube.com
[2] nullschool.net
[1] sxsw.com

Top Domains in Tweet in G5:
[19] org.uk
[13] co.uk
[5] twitter.com
[1] mcgill.ca

Top Domains in Tweet in G6:
[19] twitter.com
[4] savvas.com
[3] internet4classrooms.com
[2] spanish.academy
[2] teacherspayteachers.com
[2] eduporium.com
[2] campaign-archive.com
[2] kckb.st
[1] qualtrics.com
[1] ohiomsc.net

Top Domains in Tweet in G7:
[11] eduk8.me
[8] festeredu.com
[8] google.com
[4] twitter.com
[2] sxsw.com
[2] nationalgeographic.org
[2] facebook.com
[1] teacherrangerteacher.org
[1] apple.com
[1] apnews.com

Top Domains in Tweet in G8:
[9] twitter.com
[8] middleweb.com
[2] scientificamerican.com
[1] cnet.com

Top Domains in Tweet in G9:
[7] theonion.com
[3] nature.com
[3] twitter.com
[1] abstrusegoose.com
[1] sciencemag.org
[1] plos.org
[1] sciencedirect.com

Top Domains in Tweet in G10:
[4] twitter.com
[2] activatelearning.com
[2] constantcontact.com
[2] nsta.org
[1] ohmygoshnails.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2745] scichat
[887] stem
[634] edchat
[603] science
[546] scicomm
[438] edtech
[327] mathchat
[295] sschat
[289] d123
[272] cpchat



Top Hashtags in Tweet in G1:
[1509] scichat
[527] stem
[472] science
[172] scicomm
[147] scied
[132] evolution
[131] medhat
[131] aerospace
[109] space
[90] biology

Top Hashtags in Tweet in G2:
[356] scicomm
[349] scichat
[15] stem
[12] edutwitter
[12] educhat
[12] ukedchat
[12] teachers
[12] teacherworkload
[10] teacherwellbeing
[9] science

Top Hashtags in Tweet in G3:
[291] edchat
[280] edtech
[278] d123
[261] scichat
[259] cpchat
[217] elemchat
[204] stem
[200] mathchat
[193] mschat
[189] ntchat

Top Hashtags in Tweet in G4:
[44] scichat
[35] controlaltachieve
[9] steam
[9] stem
[4] science
[4] edtech
[3] learning
[3] edchat
[2] stemchat
[2] edapp

Top Hashtags in Tweet in G5:
[37] asesummerconf
[33] scichat
[33] scied
[31] asechat
[25] edchat
[7] chatbiology
[7] chatphysics
[7] chatchemistry
[5] edutwitter
[3] primaryscience

Top Hashtags in Tweet in G6:
[72] scichat
[42] edchat
[33] edtech
[32] engchat
[31] mathchat
[27] learning
[26] literacy
[20] edleadership
[16] edreform
[16] essayhelp

Top Hashtags in Tweet in G7:
[54] scichat
[41] edchat
[23] pbl
[21] pblchat
[14] sschat
[11] eduk8me
[8] findyourpark
[8] disted
[7] nationalpark
[7] lrnchat

Top Hashtags in Tweet in G8:
[53] scichat
[34] elachat
[32] educoach
[32] sschat
[26] mschat
[25] mathchat
[7] engchat
[7] ellchat
[4] ntchat
[4] middleschool

Top Hashtags in Tweet in G9:
[18] scichat
[17] sciencetwitter
[10] research
[2] phdchat
[1] physics
[1] mathematics
[1] icymi
[1] bioinformatics
[1] science
[1] nft

Top Hashtags in Tweet in G10:
[15] scichat
[7] nsta
[7] ngsschat
[6] stem
[5] ngss
[5] nstachat
[4] edchat
[4] ecology
[2] iqwst
[2] elementaryscience

Top Words
Top Words in Tweet in Entire Graph:
[2745] #scichat
[986] science
[905] garym
[887] #stem
[636] #edchat
[603] #science
[593] ncse
[545] #scicomm
[441] #edtech
[423] students

Top Words in Tweet in G1:
[1509] #scichat
[761] garym
[527] #stem
[507] science
[472] #science
[289] nasa
[241] praxismedhat
[216] latest
[188] 'science
[188] smarts'

Top Words in Tweet in G2:
[412] ncse
[356] #scicomm
[349] #scichat
[90] science
[85] garym
[49] book
[48] more
[43] ago
[40] mark
[39] climate

Top Words in Tweet in G3:
[293] #edchat
[283] #edtech
[281] #d123
[262] #cpchat
[261] #scichat
[215] #elemchat
[204] #stem
[200] #mathchat
[193] #mschat
[189] #ntchat

Top Words in Tweet in G4:
[62] science
[53] ericcurts
[44] #scichat
[35] 100's
[35] best
[35] edtech
[35] links
[35] curated
[35] each
[35] month

Top Words in Tweet in G5:
[91] thease
[78] resource
[59] steps
[58] free
[41] science
[40] understanding
[37] #asesummerconf
[36] bestevsciteach
[35] watch
[34] ase

Top Words in Tweet in G6:
[72] #scichat
[42] #edchat
[33] #edtech
[32] #engchat
[31] #mathchat
[27] #learning
[26] #literacy
[20] #edleadership
[16] #edreform
[16] hey

Top Words in Tweet in G7:
[54] #scichat
[44] saintfester
[41] #edchat
[31] students
[25] virtual
[23] #pbl
[22] learn
[21] #pblchat
[20] natgeoeducation
[18] free

Top Words in Tweet in G8:
[53] #scichat
[45] middleweb
[34] #elachat
[32] #educoach
[32] #sschat
[26] #mschat
[25] #mathchat
[22] students
[18] review
[16] today

Top Words in Tweet in G9:
[38] moorejh
[20] scientists
[18] #scichat
[18] science
[17] #sciencetwitter
[17] research
[17] modern
[17] dull
[17] selects
[17] perseverance

Top Words in Tweet in G10:
[28] nails
[27] science
[17] learning
[16] friend
[15] design
[15] #scichat
[15] activatescience
[14] activate
[14] interactive
[14] digital

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[291] #scichat,#scicomm
[285] #d123,#edchat
[278] #edchat,#edtech
[266] #scichat,#mathchat
[249] #edtech,#cpchat
[237] #science,#scichat
[222] #cpchat,#elemchat
[217] #stem,#scichat
[212] #sschat,#scichat
[199] #elemchat,#mschat

Top Word Pairs in Tweet in G1:
[206] #science,#scichat
[188] 'science,smarts'
[181] #stem,#scichat
[160] smarts',column
[135] nasa,#scichat
[131] #scichat,#aerospace
[117] latest,praxis
[117] #aerospace,#stem
[103] #stem,#science
[102] praxis,'science

Top Word Pairs in Tweet in G2:
[214] #scichat,#scicomm
[87] #scicomm,#scichat
[36] mark,calendar
[35] years,ago
[28] ncse,mark
[27] calendar,register
[20] ncse,icymi
[18] 000,years
[18] book,first
[18] first,steps

Top Word Pairs in Tweet in G3:
[274] #d123,#edchat
[260] #edchat,#edtech
[238] #edtech,#cpchat
[213] #cpchat,#elemchat
[193] #elemchat,#mschat
[188] #scichat,#mathchat
[183] #mschat,#hschat
[170] #hschat,#ntchat
[167] #ntchat,#pblchat
[165] #pblchat,#apchat

Top Word Pairs in Tweet in G4:
[35] 100's,best
[35] best,science
[35] science,edtech
[35] edtech,links
[35] links,curated
[35] curated,each
[35] each,month
[35] month,#scichat
[35] #scichat,#controlaltachieve
[33] ericcurts,100's

Top Word Pairs in Tweet in G5:
[38] steps,resource
[33] scientific,understanding
[30] bestevsciteach,steps
[28] identify,gaps
[27] free,resource
[26] used,bestevsciteach
[26] resource,watch
[26] watch,getting
[26] getting,started
[26] started,video

Top Word Pairs in Tweet in G6:
[25] #engchat,#literacy
[17] #literacy,#scichat
[16] #learning,#edleadership
[16] #edleadership,#edtech
[16] #edtech,#engchat
[16] #scichat,#mathchat
[16] hey,offering
[16] offering,#essayhelp
[16] #essayhelp,#homeworkhelp
[16] #homeworkhelp,#onlineclasses

Top Word Pairs in Tweet in G7:
[18] #edchat,#scichat
[14] saintfester,thank
[12] #scichat,#pblchat
[9] thank,natgeoeducation
[9] natgeoeducation,publishing
[9] publishing,blog
[9] blog,focused
[9] focused,encourage
[9] encourage,students
[9] students,explore

Top Word Pairs in Tweet in G8:
[19] #scichat,#mathchat
[14] made,quick
[14] quick,graphic
[14] graphic,thinking
[14] thinking,scientist
[14] scientist,students
[14] students,today
[14] today,use
[14] use,dig
[14] dig,#scichat

Top Word Pairs in Tweet in G9:
[17] #sciencetwitter,#scichat
[17] modern,scientists
[17] scientists,dull
[17] dull,science
[17] science,selects
[17] selects,perseverance
[17] perseverance,sociability
[17] sociability,expense
[17] expense,intelligence
[16] moorejh,modern

Top Word Pairs in Tweet in G10:
[14] activate,learning
[14] interactive,digital
[14] digital,edition
[14] science,nails
[14] nails,ta
[14] ta,friend
[14] friend,small
[14] small,business
[14] business,oh
[14] oh,gosh

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

Top Mentioned in G1:
@garym
@praxismedhat
@ncse
@nasa
@gwardis
@medicinehatnews
@sciencebuddies
@nature
@gbheducation
@educatoral

Top Mentioned in G2:
@ncse
@garym
@carlzimmer
@desilva_jerry
@lemoustier
@bbc_future
@theleakeyfndtn
@leecmcintyre
@neilshubin
@brianapobiner

Top Mentioned in G3:
@paulenderle
@garym
@mystemkits
@teachthought
@edsurge
@e_sheninger
@cultofpedagogy
@doemiso
@nasa
@praxismedhat

Top Mentioned in G4:
@ericcurts
@tcea
@researchinsch
@mguhlin
@flipgrid
@drbruceellis
@bristoluni
@techedupteacher
@alicekeeler
@marcus_sci

Top Mentioned in G5:
@thease
@bestevsciteach
@rupertwegerif
@schoolscience
@defi_cambridge
@yeasminmortuza
@kcoscience
@ogdentrust
@soc_endo
@collinsprimary

Top Mentioned in G6:
@drkarah372018
@drvivian372018
@gifexperiments

Top Mentioned in G7:
@saintfester
@natgeoeducation
@jorgedoespbl
@teachingchannel
@pbl
@yellowstonenps
@ecology4kids
@na
@parkbasedlearn
@iste

Top Mentioned in G8:
@middleweb
@plugusin
@amle
@stenhousepub
@naesp
@barbblackburn
@ma_
@fbaker
@ascd
@readbyexample

Top Mentioned in G9:
@moorejh
@microbiomdigest
@kordinglab
@pickover

Top Mentioned in G10:
@activatescience
@drbiol
@openscied
@nsta
@2footgiraffe
@caahayes
@kristylathrop
@beavertonsd
@asu
@d161supe

Top Tweeters
Top Tweeters in Entire Graph:
@inabster
@bexxmodd
@miguelhilargiak
@menabster
@chilhon2016lap
@cybersecurityn8
@viralvideovlogs
@kimvie
@dsochoa
@frazzling

Top Tweeters in G1:
@bexxmodd
@miguelhilargiak
@viralvideovlogs
@frazzling
@jfsebastian146
@devvibesbot
@globeandmail
@fabriciosx
@sustaintrends
@godfrey_g_

Top Tweeters in G2:
@inabster
@menabster
@watchdogsniffer
@pennytindall
@wsj
@thegrugq
@benjamindstone
@copperbronzed
@rjdownard
@seadogdriftwood

Top Tweeters in G3:
@forbes
@mssackstein
@scalarhumanity
@jriske
@google
@ictevangelist
@markj_ohnson
@outsidemagazine
@gcouros
@shakeuplearning

Top Tweeters in G4:
@alicekeeler
@flipgrid
@_hum_nava
@principalogg
@rsamantha725
@texthelp
@tcea
@musicdiva7727
@scimann
@apsitnatasha

Top Tweeters in G5:
@askgerbil
@13scidave
@hrogerson
@phoare1963
@sciencecat222
@harmsy
@viciascience
@needhaml56
@priscigeeks
@robin2reader

Top Tweeters in G6:
@pa
@s_bearden
@dennisdill
@eduporium
@teel0ck
@theresajhall
@internet4classr
@pritski
@savvystem
@antoniettacpm

Top Tweeters in G7:
@stem_nastics
@beartrust
@xeno_lith
@revkin
@pvineski
@schwabs52
@iste
@unesco
@cfanch
@wasimofnazareth

Top Tweeters in G8:
@larryferlazzo
@ncte
@blocht574
@mrpotter
@plugusin
@marymadonna6
@mr_hayes
@joannjacobs68
@lamdeinu
@fbaker

Top Tweeters in G9:
@wiringthebrain
@mattrussell_phd
@szetoinsitu
@microbiomdigest
@moorejh
@rcafdm
@science2_0
@h3abionet
@mcolebrook
@geoclmc

Top Tweeters in G10:
@betteastevens
@2footgiraffe
@asu
@nsta
@plantletculture
@susgeosci
@ngss_tweeps
@marshychemist
@achosinfo
@lex1science


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