scichat, Twitter, 11/7/2021 12:06:28 AM, 265676


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scichat_2021-11-06_16-48-01.xlsx
scichat_2021-11-06_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 07, 2021
Short Description:
scichat via NodeXL https://bit.ly/31t5mgA
@garym
@praxismedhat
@ncse
@tcea
@paulenderle
@ericcurts
@saintfester
@nancycoddington
@middleweb
@b0tsci

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

Description:
Description
The graph represents a network of 1,445 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, 06 November 2021 at 23:58 UTC.

The requested start date was Saturday, 06 November 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 65-day, 23-hour, 1-minute period from Wednesday, 01 September 2021 at 00:47 UTC to Friday, 05 November 2021 at 23:48 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 : 1445
Unique Edges : 1009
Edges With Duplicates : 6707
Total Edges : 7716
Number of Edge Types : 5
Mentions : 821
MentionsInRetweet : 3250
Retweet : 2693
Tweet : 928
Replies to : 24
Self-Loops : 1205
Reciprocated Vertex Pair Ratio : 0.0352014821676702
Reciprocated Edge Ratio : 0.0680089485458613
Connected Components : 109
Single-Vertex Connected Components : 53
Maximum Vertices in a Connected Component : 1207
Maximum Edges in a Connected Component : 7341
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.599013
Graph Density : 0.00107113074983945
Modularity : 0.250275
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,445 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, 06 November 2021 at 23:58 UTC.

The requested start date was Saturday, 06 November 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 65-day, 23-hour, 1-minute period from Wednesday, 01 September 2021 at 00:47 UTC to Friday, 05 November 2021 at 23:48 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:
[53] https://www.controlaltachieve.com/p/science-links.html
[40] https://www.middleweb.com/45961/5-kinds-of-nonfiction-students-love-to-read/
[24] https://tamwarnerminton.com/free-printables-for-kids/
[23] https://www.ashleigh-educationjourney.com/integrating-content-areas/
[21] https://www.weareteachers.com/science-jokes/?utm_content=1635286302&utm_medium=social&utm_source=facebook
[20] https://thestemhub.org.uk/stem-today
[14] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[12] https://www.donorschoose.org/project/its-so-quiet-in-here-shh/5734538/?challengeid=161811
[11] https://www.momscleanairforce.org/conversation-katharine-hayhoe-saving-us-video/
[10] https://blog.tcea.org/investigating-science-with-flipgrid/

Top URLs in Tweet in G1:
[10] https://tamwarnerminton.com/free-printables-for-kids/
[9] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3731_accessible_online_physics_simulations.htm
[7] https://niche-canada.org/2021/09/14/historians-confront-the-climate-emergency-introduction/
[7] https://educatoral.wordpress.com/2021/09/12/sharing-diigo-links-and-resources-weekly-184/
[7] https://blog.tcea.org/investigating-science-with-flipgrid/
[7] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3700_resources_teaching_learning_about_fall.htm
[7] https://contrib.pbslearningmedia.org/WGBH/buac19/buac19-int-earthsunmoon35model/index.html
[7] https://blog.tcea.org/ten-ideas-tech-coaches-grow-teachers/
[6] https://www.daysoftheyear.com/days/ada-lovelace-day/
[6] https://www.pressreader.com/article/281981790723935

Top URLs in Tweet in G2:
[10] https://www.momscleanairforce.org/conversation-katharine-hayhoe-saving-us-video/
[8] https://www.smithsonianmag.com/smart-news/american-bumblebee-has-vanished-from-eight-us-states-180978817/
[7] https://twitch.tv/sciencestreams
[6] https://www.youtube.com/watch?v=OivG32DVArY

[5] https://www.bbc.com/future/article/20210901-the-strange-race-to-track-down-a-missing-billion-years
[5] https://www.sciencenews.org/article/radiometric-dating-history-carbon-century-science
[4] https://bigthink.com/surprising-science/evolution-innovation-thievery-endosymbiotic-theory
[4] https://www.bbc.com/news/av/uk-england-shropshire-57022907
[4] https://www.theatlantic.com/science/archive/2021/10/elephants-poaching-war-tusklessness/620447/
[3] https://www.sciencenews.org/article/fire-amazon-rainforest-threatened-species-deforestation-biodiversity

Top URLs in Tweet in G3:
[18] https://www.ashleigh-educationjourney.com/integrating-content-areas/
[10] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[4] https://blog.tcea.org/virtual-labs-for-interactive-science/
[3] https://blog.tcea.org/investigating-science-with-flipgrid/
[2] https://blog.tcea.org/ten-ideas-tech-coaches-grow-teachers/
[1] https://blog.tcea.org/eight-childrens-books-promoting-girl-power-stem/
[1] https://twitter.com/i/web/status/1447536968758435845
[1] https://earthsky.org/astronomy-essentials/visible-planets-tonight-mars-jupiter-venus-saturn-mercury/
[1] https://www.sciencenews.org/article/radiometric-dating-history-carbon-century-science
[1] https://www.technologynetworks.com/applied-sciences/news/over-999-of-studies-agree-that-humans-caused-climate-change-354914#.YXBk3Bzj6a0.twitter

Top URLs in Tweet in G4:
[3] https://www.festeredu.com/book
[2] https://www.edutopia.org/article/exploring-environmental-issues-outside-science-classes
[2] https://www.youtube.com/watch?v=EgZ6fZyH8lE

[2] https://adayinourshoes.com/see-school-video-incident-with-my-child-your-rights/?ref=quuu
[2] https://us02web.zoom.us/webinar/register/5216312798902/WN_ShnpFYWmRSWbkzDyic_HaQ
[1] https://www.amazon.com/Environmental-Science-Grades-6-12-Project-Based/dp/1564849252/ref=sr_1_1?dchild=1&qid=1620409437&refinements=p_27:Jorge+Valenzuela&s=books&sr=1-1&text=Jorge+Valenzuela
[1] https://www.festeredu.com/boo
[1] https://s3.us-east-1.amazonaws.com/fonteva-customer-media/00D1U000000syeeUAA/XVlGCelX_ENVSCI_Excerpt_pdf
[1] https://my.iste.org/s/store?_ga=2.67223057.1075898379.1620058994-722878377.1584373163#/store/browse/detail/a1w1U0000040ko6QAA
[1] https://www.usgs.gov/centers/eesc/science/bird-banding-laboratory?qt-science_center_objects=0#qt-science_center_objects

Top URLs in Tweet in G5:
[34] https://www.middleweb.com/45961/5-kinds-of-nonfiction-students-love-to-read/
[1] https://www.middleweb.com/43960/real-world-stem-try-plastics-pollution/
[1] https://www.middleweb.com/45814/good-stem-teachers-never-stop-learning/
[1] https://twitter.com/middleweb/status/1444715085306466318
[1] https://www.middleweb.com/34208/5-ideas-to-make-writing-more-fun-to-teach/
[1] https://www.middleweb.com/45960/literacy-activities-that-boost-content-learning/
[1] https://www.middleweb.com/middlewebs-most-popular-articles/
[1] https://www.middleweb.com/45883/try-jamboarding-an-interactive-notebook/
[1] https://www.middleweb.com/46014/25-words-that-trigger-student-understanding/
[1] https://www.middleweb.com/44733/what-i-wish-id-known-about-being-a-co-teacher/

Top URLs in Tweet in G6:
[1] https://twitter.com/ashadevos/status/1436298806782357510
[1] https://paper.li/mrkempnz?edition_id=f28fa680-1481-11ec-8099-fa163e1a70d7
[1] http://mrkempnz.com/
[1] https://twitter.com/i/web/status/1437370847140909058
[1] https://twitter.com/i/web/status/1437918423921659911
[1] https://twitter.com/i/web/status/1438153394649059328
[1] https://educatoral.wordpress.com/2021/09/19/sharing-diigo-links-and-resources-weekly-185/
[1] https://www.instagram.com/accounts/login/
[1] https://twitter.com/i/web/status/1432931723952603138
[1] https://www.nextchapteracademic.com

Top URLs in Tweet in G7:
[48] https://www.controlaltachieve.com/p/science-links.html
[1] https://twitter.com/ericcurts/status/1453458594884620288

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:
[2] http://eepurl.com/bI42iH
[1] https://www.smithsonianmag.com/smart-news/meteorite-crash-landed-in-a-canada-womans-bed-while-she-slept-180978878/
[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
[1] https://next.massivesci.com/notes/retraction-social-media-publishing-altmetric/
[1] https://niche-canada.org/2021/09/14/historians-confront-the-climate-emergency-introduction/
[1] https://www.sciencenews.org/article/marguerite-vogt-polio-virus-lab-research-virology
[1] https://scitechdaily.com/potential-remnants-of-original-dinosaur-dna-discovered-in-exquisitely-preserved-dinosaur-cells/
[1] https://scitechdaily.com/two-new-species-of-large-predatory-dinosaur-with-crocodile-like-skulls-discovered-on-isle-of-wight/

Top URLs in Tweet in G10:
[14] https://tamwarnerminton.com/free-printables-for-kids/
[3] https://dkbdigitaldesigns.com/bugdex/
[1] https://scitechdaily.com/personality-matters-even-for-wildlife-social-skills-give-ground-squirrels-an-advantage/
[1] https://www.sciencenews.org/article/boa-snake-caribbean-hispaniolan-vineboa
[1] https://twitter.com/i/web/status/1437423405918269442

Top Domains
Top Domains in Tweet in Entire Graph:
[221] twitter.com
[122] scitechdaily.com
[107] nasa.gov
[84] sciencenews.org
[57] tcea.org
[54] middleweb.com
[54] controlaltachieve.com
[41] wordpress.com
[39] youtube.com
[38] pbslearningmedia.org

Top Domains in Tweet in G1:
[117] twitter.com
[114] scitechdaily.com
[107] nasa.gov
[60] sciencenews.org
[39] wordpress.com
[37] pbslearningmedia.org
[36] tcea.org
[35] technologynetworks.com
[34] cbc.ca
[34] sciencebuddies.org

Top Domains in Tweet in G2:
[19] sciencenews.org
[13] twitter.com
[13] smithsonianmag.com
[11] youtube.com
[10] bbc.com
[10] momscleanairforce.org
[7] mcgill.ca
[7] twitch.tv
[6] ncse.ngo
[5] bigthink.com

Top Domains in Tweet in G3:
[20] tcea.org
[18] ashleigh-educationjourney.com
[1] twitter.com
[1] earthsky.org
[1] sciencenews.org
[1] technologynetworks.com
[1] compoundchem.com
[1] dpa-international.com

Top Domains in Tweet in G4:
[10] twitter.com
[5] festeredu.com
[4] co.ke
[3] edutopia.org
[3] nps.gov
[2] iste.org
[2] google.com
[2] youtube.com
[2] adayinourshoes.com
[2] zoom.us

Top Domains in Tweet in G5:
[42] middleweb.com
[2] twitter.com

Top Domains in Tweet in G6:
[18] twitter.com
[1] paper.li
[1] mrkempnz.com
[1] wordpress.com
[1] instagram.com
[1] nextchapteracademic.com
[1] caaspp.org
[1] eos.org
[1] nationsreportcard.gov
[1] cambridgesciencecentre.org

Top Domains in Tweet in G7:
[48] controlaltachieve.com
[1] twitter.com

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:
[5] scitechdaily.com
[3] twitter.com
[2] sciencenews.org
[2] cbc.ca
[2] eepurl.com
[1] smithsonianmag.com
[1] nbcnews.com
[1] massivesci.com
[1] niche-canada.org
[1] beatricebiologist.com

Top Domains in Tweet in G10:
[14] tamwarnerminton.com
[3] dkbdigitaldesigns.com
[1] scitechdaily.com
[1] sciencenews.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2047] scichat
[603] stem
[550] science
[491] edchat
[358] edtech
[330] scicomm
[270] sschat
[220] mathchat
[192] d123
[181] cpchat



Top Hashtags in Tweet in G1:
[1251] scichat
[493] stem
[364] science
[305] edchat
[283] edtech
[187] d123
[161] elemchat
[161] mathchat
[160] cpchat
[150] sschat

Top Hashtags in Tweet in G2:
[236] scichat
[208] scicomm
[16] science
[9] evolution
[8] stem
[7] climatechange
[6] newclimatewar
[5] scitlap
[5] books
[4] bats

Top Hashtags in Tweet in G3:
[91] science
[28] scichat
[19] sschat
[14] stem
[9] edchat
[6] learning
[6] edtech
[5] teacherlife
[4] teachertwitter
[4] edutwitter

Top Hashtags in Tweet in G4:
[55] edchat
[53] scichat
[22] pbl
[21] k12
[17] learning
[15] engchat
[13] edtech
[12] pblchat
[11] edleadership
[10] writeout

Top Hashtags in Tweet in G5:
[43] scichat
[41] sschat
[39] elachat
[21] mschat
[18] literacy
[11] nsta
[11] educoach
[10] mathchat
[7] engchat
[5] edtech

Top Hashtags in Tweet in G6:
[54] scichat
[16] mathchat
[14] edtech
[13] edchat
[12] engchat
[11] education
[10] learning
[10] literacy
[9] edreform
[8] edleadership

Top Hashtags in Tweet in G7:
[51] scichat
[48] controlaltachieve
[2] fe
[1] science
[1] education
[1] techyoucando
[1] stem

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

Top Hashtags in Tweet in G9:
[7] scichat
[5] sschat
[4] science
[3] stem
[3] evolution
[2] edchat
[2] apgov
[2] teachertwitter
[2] edutwitter
[1] oceanography

Top Hashtags in Tweet in G10:
[13] printables
[13] free
[10] scichat
[8] stem
[5] entomology
[4] biology
[4] teaching
[4] edchat
[4] edtech
[4] edapp

Top Words
Top Words in Tweet in Entire Graph:
[2040] #scichat
[783] science
[685] garym
[601] #stem
[548] #science
[491] #edchat
[452] ncse
[357] #edtech
[330] #scicomm
[270] #sschat

Top Words in Tweet in G1:
[1246] #scichat
[554] garym
[491] #stem
[372] science
[362] #science
[305] #edchat
[282] #edtech
[214] nasa
[199] praxismedhat
[185] #d123

Top Words in Tweet in G2:
[326] ncse
[235] #scichat
[208] #scicomm
[86] science
[70] garym
[56] book
[41] human
[36] climate
[32] years
[32] impacts

Top Words in Tweet in G3:
[122] tcea
[110] interactive
[105] science
[92] tools
[92] periodic
[91] #science
[86] list
[85] help
[82] wish
[82] amazing

Top Words in Tweet in G4:
[60] saintfester
[55] #edchat
[53] #scichat
[29] excited
[28] students
[26] environmental
[26] science
[23] using
[22] #pbl
[22] edutopia

Top Words in Tweet in G5:
[67] middleweb
[43] #scichat
[41] #sschat
[40] nonfiction
[39] #elachat
[38] kinds
[37] stenhousepub
[36] thinking
[35] way
[33] marlenempc

Top Words in Tweet in G6:
[53] #scichat
[16] #mathchat
[16] science
[14] #edtech
[13] #edchat
[12] #engchat
[11] #education
[10] #learning
[10] #literacy
[9] #edreform

Top Words in Tweet in G7:
[51] #scichat
[49] ericcurts
[48] 100's
[48] best
[48] science
[48] edtech
[48] links
[48] curated
[48] each
[48] month

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:
[53] garym
[12] news
[10] newshourextra
[9] climate
[9] lesson
[9] students
[9] pbs
[9] newshour
[9] quick
[8] one

Top Words in Tweet in G10:
[23] free
[15] bugdex
[14] printables
[14] kids
[14] coloring
[14] activity
[14] sheets
[13] #printables
[13] #free
[10] #scichat

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[212] #scichat,#scicomm
[191] #edchat,#edtech
[186] #d123,#edchat
[185] #sschat,#scichat
[184] #scichat,#mathchat
[170] #stem,#scichat
[164] #edtech,#cpchat
[155] #cpchat,#elemchat
[150] #science,#scichat
[144] 'science,smarts'

Top Word Pairs in Tweet in G1:
[181] #d123,#edchat
[180] #edchat,#edtech
[163] #stem,#scichat
[160] #edtech,#cpchat
[153] #cpchat,#elemchat
[152] #scichat,#mathchat
[144] 'science,smarts'
[142] #elemchat,#mschat
[139] #sschat,#scichat
[132] #mschat,#hschat

Top Word Pairs in Tweet in G2:
[161] #scichat,#scicomm
[32] mark,calendar
[30] #scicomm,#scichat
[26] calendar,register
[22] ncse,mark
[20] years,ago
[20] anna,behrensmeyer
[20] behrensmeyer,never
[20] never,set
[20] set,pioneer

Top Word Pairs in Tweet in G3:
[82] wish,list
[82] list,amazing
[82] amazing,interactive
[82] interactive,#science
[82] #science,tools
[82] tools,explore
[82] explore,periodic
[82] periodic,tables
[82] tables,elements
[82] elements,help

Top Word Pairs in Tweet in G4:
[22] #edchat,#scichat
[19] saintfester,excited
[18] excited,share
[18] #edchat,#k12
[17] google,powered
[16] teach,environmental
[16] share,natgeoeducation
[16] natgeoeducation,grant
[16] grant,nearly
[16] nearly,done

Top Word Pairs in Tweet in G5:
[37] kinds,nonfiction
[35] nonfiction,way
[35] way,thinking
[32] thinking,middleweb
[32] middleweb,stenhousepub
[32] stenhousepub,marlenempc
[20] #sschat,#scichat
[18] mstewartscience,kinds
[17] marlenempc,#nonfictio
[13] #elachat,#sschat

Top Word Pairs in Tweet in G6:
[10] #scichat,#mathchat
[8] #literacy,#scichat
[7] #engchat,#literacy
[6] #mathchat,#edreform
[6] #edtech,#engchat
[6] #edleadership,#edtech
[5] #k12,#learning
[5] #learning,#edleadership
[4] #mathchat,#scichat
[4] #edchat,#k12

Top Word Pairs in Tweet in G7:
[48] 100's,best
[48] best,science
[48] science,edtech
[48] edtech,links
[48] links,curated
[48] curated,each
[48] each,month
[48] month,#scichat
[48] #scichat,#controlaltachieve
[46] ericcurts,100's

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:
[9] pbs,newshour
[6] teachers,great
[6] great,quick
[6] quick,research
[6] research,question
[6] question,k12climateact
[6] k12climateact,students
[6] students,state
[6] state,one
[6] one,11

Top Word Pairs in Tweet in G10:
[14] free,printables
[14] printables,kids
[14] kids,coloring
[14] coloring,activity
[14] activity,sheets
[13] #printables,#free
[10] sheets,marine
[10] marine,life
[10] life,#printables
[9] bugdex,free

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@tcea
@nasa
@stemhub_se
@middleweb
@gwardis
@saintfester
@medicinehatnews

Top Mentioned in G1:
@garym
@praxismedhat
@ncse
@nasa
@gwardis
@medicinehatnews
@stemhub_se
@paulenderle
@gbheducation
@sciencebuddies

Top Mentioned in G2:
@ncse
@garym
@neilshubin
@drshepherd2013
@khayhoe
@naomioreskes
@cleanairmoms
@carlzimmer
@pentaclethra
@leecmcintyre

Top Mentioned in G3:
@tcea
@mguhlin
@garym
@edcampwesttexas
@drbruceellis
@paulenderle
@seovalerie
@christycate
@ncse
@compoundchem

Top Mentioned in G4:
@saintfester
@edutopia
@natgeoeducation
@jorgedoespbl
@istecommunity
@iste
@droolees1
@parkbasedlearn
@nsta
@astechno5

Top Mentioned in G5:
@middleweb
@stenhousepub
@marlenempc
@mstewartscience
@socialstudies
@jserravallo
@amle
@kathie042500
@33megan33
@aml

Top Mentioned in G6:
@simiisme

Top Mentioned in G7:
@ericcurts
@mattgordonwfc
@sarahjkiefer
@tcea

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

Top Mentioned in G9:
@garym
@newshourextra
@newshour
@k12climateact
@ncse
@vicpasquantonio
@smithso
@massivesci
@niche_canada
@nature

Top Mentioned in G10:
@tamwminton
@bugdex
@royentsoc
@simon2ward
@gwardis
@garym
@elementaryso
@sugsteam
@elsciences
@wendellmagnetes

Top Tweeters
Top Tweeters in Entire Graph:
@viralvideovlogs
@artificialbra1n
@morolswediu
@jfsebastian146
@djangobot_
@sustaintrends
@fabriciosx
@globeandmail
@womencodersbot
@100daysof2020

Top Tweeters in G1:
@viralvideovlogs
@artificialbra1n
@jfsebastian146
@sustaintrends
@worcesterhour
@detroit_rachel
@leesutton4
@eco1start
@ctvnews
@botfemale

Top Tweeters in G2:
@globeandmail
@dawnroseturner
@drrimmer
@mariecolemanao
@stablegeniusinc
@dazilmz
@rmathematicus
@financialtimes
@benjamindstone
@jane__eden

Top Tweeters in G3:
@senraba
@shellterrell
@urbie
@edutilia
@tangibullah
@mguhlin
@joe4rialtousd
@vxjoe
@sdja3
@woscholar

Top Tweeters in G4:
@fabriciosx
@lltwing
@education_24x7
@allesundnix_
@stem_nastics
@rdene915
@jc_james_clark
@booksyalove
@dogtrax
@mom1bear

Top Tweeters in G5:
@larryferlazzo
@grammasheri
@ascd
@teresarobeson
@aml
@mstewartscience
@valentinaesl
@barberchicago
@middleweb
@naesp

Top Tweeters in G6:
@mrkempnz
@stumpteacher
@dgburris
@craftbeerlife18
@simiisme
@mr_rcollins
@kovescence
@jaskey
@ms_hansen
@camsciencecntr

Top Tweeters in G7:
@principalogg
@naomiharm
@jennifernking
@physedbum
@atkauffman
@apsitnatasha
@ericcurts
@wkingbg
@alkingsley_edu
@bethrihtar

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

Top Tweeters in G9:
@cultiv8hope
@newshour
@classroomtools
@maryannreilly
@chitch94
@fkwang
@edteck
@scottmpetri
@hari
@geojo22

Top Tweeters in G10:
@imagine_garden
@kevinghannah
@eduardoanv10
@dallasschools
@seasave
@bugsandrockets
@royentsoc
@richardsonisd
@green_fins
@plano_schools