scichat, Twitter, 11/28/2021 1:09:26 AM, 267066


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scichat_2021-11-27_16-48-01.xlsx
scichat_2021-11-27_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 28, 2021
Short Description:
scichat via NodeXL https://bit.ly/3DZTcKL
@garym
@praxismedhat
@ncse
@tcea
@pj_saez
@paulenderle
@saintfester
@b0tsci
@ericcurts
@nancycoddington

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

Description:
Description
The graph represents a network of 1,815 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, 28 November 2021 at 00:59 UTC.

The requested start date was Saturday, 27 November 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 87-day, 0-hour, 11-minute period from Wednesday, 01 September 2021 at 00:47 UTC to Saturday, 27 November 2021 at 00:58 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 : 1815
Unique Edges : 1264
Edges With Duplicates : 9048
Total Edges : 10312
Number of Edge Types : 5
Retweet : 3640
MentionsInRetweet : 4342
Mentions : 1070
Tweet : 1232
Replies to : 28
Self-Loops : 1628
Reciprocated Vertex Pair Ratio : 0.0412408759124088
Reciprocated Edge Ratio : 0.0792148615492464
Connected Components : 129
Single-Vertex Connected Components : 65
Maximum Vertices in a Connected Component : 1530
Maximum Edges in a Connected Component : 9856
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.609581
Graph Density : 0.000866538493079538
Modularity : 0.236668
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,815 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, 28 November 2021 at 00:59 UTC.

The requested start date was Saturday, 27 November 2021 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 87-day, 0-hour, 11-minute period from Wednesday, 01 September 2021 at 00:47 UTC to Saturday, 27 November 2021 at 00:58 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/
[28] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[26] https://thestemhub.org.uk/stem-today
[24] https://tamwarnerminton.com/free-printables-for-kids/
[23] https://www.ashleigh-educationjourney.com/integrating-content-areas/
[22] https://www.weareteachers.com/science-jokes/?utm_content=1635286302&utm_medium=social&utm_source=facebook
[14] https://praxissciencesmarts.wordpress.com/blog/
[12] https://twitch.tv/sciencestreams
[12] https://www.donorschoose.org/project/its-so-quiet-in-here-shh/5734538/?challengeid=161811

Top URLs in Tweet in G1:
[14] https://praxissciencesmarts.wordpress.com/blog/
[12] https://www.donorschoose.org/project/its-so-quiet-in-here-shh/5734538/?challengeid=161811
[10] https://tamwarnerminton.com/free-printables-for-kids/
[9] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3731_accessible_online_physics_simulations.htm
[8] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FPraxisMedHat%2Fposts%2F4827635043955285
[7] https://medicinehatnews.com/life/local-life/2021/11/11/science-smarts-lemon-battery/
[7] https://medicinehatnews.com/life/local-life/2021/11/19/science-smarts-secret-messages/
[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://contrib.pbslearningmedia.org/WGBH/buac19/buac19-int-earthsunmoon35model/index.html

Top URLs in Tweet in G2:
[12] https://twitch.tv/sciencestreams
[10] https://www.momscleanairforce.org/conversation-katharine-hayhoe-saving-us-video/
[7] https://www.smithsonianmag.com/smart-news/american-bumblebee-has-vanished-from-eight-us-states-180978817/
[7] https://www.washingtonpost.com/world/scientists-find-fossil-of-early-hominid-in-south-africa/2021/11/04/777ba338-3d8d-11ec-bd6f-da376f47304e_story.html
[6] https://www.youtube.com/watch?v=OivG32DVArY

[6] https://www.latimes.com/opinion/story/2021-11-13/cop26-glasgow-climate-change
[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

Top URLs in Tweet in G3:
[22] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[20] https://www.ashleigh-educationjourney.com/integrating-content-areas/
[6] https://blog.tcea.org/investigating-science-with-flipgrid/
[6] https://blog.tcea.org/stem-tastic-activities/
[5] https://blog.tcea.org/virtual-labs-for-interactive-science/
[4] https://blog.tcea.org/ten-ideas-tech-coaches-grow-teachers/
[2] https://blog.tcea.org/twig-create-a-tool-for-science-reflections/
[1] https://blog.tcea.org/eight-childrens-books-promoting-girl-power-stem/
[1] https://twitter.com/i/web/status/1447536968758435845
[1] https://twitter.com/i/web/status/1463031308863614978

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1443573936709537804
[1] https://twitter.com/i/web/status/1460086134940135430

Top URLs in Tweet in G5:
[5] https://www.teachthought.com/pedagogy/50-strategies-for-differentiated-instruction/
[5] https://blog.tcea.org/ten-ideas-tech-coaches-grow-teachers/
[5] https://www.bamradionetwork.com/in-this-moment-giving-thanks-from-a-grateful-heart/
[4] https://fillingthepail.substack.com/p/the-knowledge-rich-curriculum-fad?utm_campaign=post&utm_medium=web&utm_source=
[4] https://www.gettingsmart.com/2021/07/22/the-growing-need-for-skills-in-artificial-intelligence/
[4] http://esheninger.blogspot.com/2021/10/efficacy-in-professional-learning.html
[4] https://www.eschoolnews.com/2021/08/11/5-skills-for-future-success-and-how-to-help-students-develop-them/
[3] https://www.teachthought.com/?p=19141
[3] https://blog.tcea.org/culturally-responsive-strategies/
[3] https://catlintucker.com/2021/03/active-reading-strategy/

Top URLs in Tweet in G6:
[6] https://docs.google.com/forms/d/e/1FAIpQLSfkF0mL-SKf4UxqK7ZrCuTSlX7IcZ3gdRsvZwdmCf0CCx472A/viewform
[4] 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

[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.edutopia.org/article/taking-interdisciplinary-approach-environmental-science?fbclid=IwAR0PfW9Uwe_7JQeIpJljoFwCnFdmu-wg3ErYa7IKY5OBV6jgvdPNUi7ZjI8
[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 G7:
[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/46148/readying-students-for-a-future-of-creativity/
[1] https://www.middleweb.com/46197/sketchnotes-help-kids-grow-their-mindsets/
[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/46143/case-studies-bring-scientific-ideas-to-life/
[1] https://www.middleweb.com/46112/flipping-over-flippity-flashcards-and-more/

Top URLs in Tweet in G8:
[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 G9:
[48] https://www.controlaltachieve.com/p/science-links.html
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=265676
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266715
[1] https://twitter.com/ericcurts/status/1453458594884620288

Top URLs in Tweet in G10:
[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://learn.kqed.org/challenges/teachers/science-documentary
[1] https://twitter.com/LuckyMamaJ/status/1446115596106600448
[1] https://www.sciencefriday.com/educate/
[1] https://www.birds.cornell.edu/k12/ebird-explorers-workshop-for-6-8th-grade-teachers/

Top Domains
Top Domains in Tweet in Entire Graph:
[291] twitter.com
[172] scitechdaily.com
[155] nasa.gov
[102] sciencenews.org
[98] tcea.org
[79] wordpress.com
[58] youtube.com
[58] middleweb.com
[54] controlaltachieve.com
[50] technologynetworks.com

Top Domains in Tweet in G1:
[162] scitechdaily.com
[155] nasa.gov
[129] twitter.com
[77] wordpress.com
[73] sciencenews.org
[48] technologynetworks.com
[46] cbc.ca
[41] pbslearningmedia.org
[38] sciencebuddies.org
[34] nature.com

Top Domains in Tweet in G2:
[24] sciencenews.org
[16] twitter.com
[14] youtube.com
[14] smithsonianmag.com
[12] twitch.tv
[11] washingtonpost.com
[10] bbc.com
[10] momscleanairforce.org
[8] ncse.ngo
[7] mcgill.ca

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

Top Domains in Tweet in G4:
[2] twitter.com

Top Domains in Tweet in G5:
[30] tcea.org
[27] twitter.com
[26] teachthought.com
[20] edutopia.org
[14] gettingsmart.com
[12] blogspot.com
[9] catlintucker.com
[9] edsurge.com
[8] shakeuplearning.com
[6] cultofpedagogy.com

Top Domains in Tweet in G6:
[10] twitter.com
[8] google.com
[7] festeredu.com
[3] edutopia.org
[3] nps.gov
[2] iste.org
[2] youtube.com
[1] amazon.com
[1] amazonaws.com
[1] usgs.gov

Top Domains in Tweet in G7:
[46] middleweb.com
[2] twitter.com
[1] globalonenessproject.org

Top Domains in Tweet in G8:
[24] 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 G9:
[48] controlaltachieve.com
[3] nodexlgraphgallery.org
[1] twitter.com

Top Domains in Tweet in G10:
[5] twitter.com
[2] sciencefriday.com
[1] apple.com
[1] youtube.com
[1] kqed.org
[1] cornell.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2740] scichat
[822] stem
[700] science
[661] edchat
[517] edtech
[431] scicomm
[365] sschat
[307] mathchat
[292] d123
[263] cpchat



Top Hashtags in Tweet in G1:
[1525] scichat
[642] stem
[499] science
[189] edchat
[162] scied
[160] edtech
[151] aerospace
[144] space
[135] scicomm
[125] medhat

Top Hashtags in Tweet in G2:
[313] scichat
[280] scicomm
[21] science
[11] scitlap
[9] evolution
[8] climatechange
[8] stem
[7] twitch
[6] newclimatewar
[5] leukocyte

Top Hashtags in Tweet in G3:
[100] science
[57] scichat
[36] stem
[27] learning
[26] edtech
[24] sschat
[14] edchat
[9] teachertwitter
[7] stemchat
[7] teacherlife

Top Hashtags in Tweet in G4:
[95] leukocyte
[5] immunofacts
[4] scichat
[4] dangersignals
[2] scicomm
[2] science
[1] cell
[1] immunology
[1] sciencetwitter
[1] microscopy

Top Hashtags in Tweet in G5:
[277] edchat
[264] d123
[262] edtech
[237] cpchat
[210] elemchat
[203] scichat
[198] mathchat
[196] ntchat
[195] mschat
[195] sschat

Top Hashtags in Tweet in G6:
[55] scichat
[50] edchat
[23] pbl
[22] nationalparks
[18] pblchat
[17] sschat
[10] writeout
[8] findyourpark
[8] google
[7] parkchat

Top Hashtags in Tweet in G7:
[59] scichat
[52] sschat
[47] elachat
[32] mschat
[20] educoach
[20] literacy
[19] mathchat
[14] engchat
[11] nsta
[5] stemed

Top Hashtags in Tweet in G8:
[71] scichat
[20] mathchat
[17] edtech
[16] engchat
[14] literacy
[13] edchat
[12] edreform
[11] learning
[11] edleadership
[10] stem

Top Hashtags in Tweet in G9:
[53] scichat
[48] controlaltachieve
[3] stem
[3] science
[2] fe
[1] scienceed
[1] blackhistorymonth
[1] ngss
[1] scied
[1] scienceteacher

Top Hashtags in Tweet in G10:
[19] scichat
[12] stem
[9] edchat
[5] scicomm
[4] steam
[4] ngss
[4] science
[3] mediamaking
[3] kqededchat
[3] edtech

Top Words
Top Words in Tweet in Entire Graph:
[2733] #scichat
[974] science
[945] garym
[820] #stem
[698] #science
[661] #edchat
[575] ncse
[516] #edtech
[431] #scicomm
[380] students

Top Words in Tweet in G1:
[1519] #scichat
[775] garym
[640] #stem
[508] science
[497] #science
[317] nasa
[297] praxismedhat
[220] 'science
[213] smarts'
[209] latest

Top Words in Tweet in G2:
[406] ncse
[312] #scichat
[280] #scicomm
[97] science
[83] garym
[61] book
[49] years
[46] human
[46] mark
[46] calendar

Top Words in Tweet in G3:
[148] tcea
[115] interactive
[110] science
[105] tools
[105] periodic
[100] #science
[92] explore
[88] list
[87] help
[83] wish

Top Words in Tweet in G4:
[98] pj_saez
[96] immune
[96] cells
[95] explore
[95] surroundings
[95] search
[95] danger
[95] signals
[95] pathogens
[95] #leukocyte

Top Words in Tweet in G5:
[277] #edchat
[262] #d123
[262] #edtech
[237] #cpchat
[210] #elemchat
[203] #scichat
[198] #mathchat
[196] #ntchat
[195] #mschat
[195] #sschat

Top Words in Tweet in G6:
[79] saintfester
[55] #scichat
[50] #edchat
[38] science
[31] google
[30] tours
[29] using
[29] excited
[28] free
[28] powered

Top Words in Tweet in G7:
[78] middleweb
[59] #scichat
[52] #sschat
[47] #elachat
[40] nonfiction
[38] kinds
[37] thinking
[37] stenhousepub
[35] way
[33] marlenempc

Top Words in Tweet in G8:
[71] #scichat
[20] #mathchat
[20] science
[17] #edtech
[16] #engchat
[14] #literacy
[13] #edchat
[12] #edreform
[11] #learning
[11] #edleadership

Top Words in Tweet in G9:
[53] #scichat
[51] ericcurts
[48] 100's
[48] best
[48] science
[48] edtech
[48] links
[48] curated
[48] each
[48] month

Top Words in Tweet in G10:
[19] #scichat
[17] nancycoddington
[17] hey
[12] #stem
[11] teachers
[10] ts
[10] science
[9] #edchat
[9] wskg
[9] school

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[289] #scichat,#scicomm
[282] #edchat,#edtech
[277] #d123,#edchat
[261] #sschat,#scichat
[255] #stem,#scichat
[250] #scichat,#mathchat
[241] #edtech,#cpchat
[222] #cpchat,#elemchat
[213] 'science,smarts'
[206] #elemchat,#mschat

Top Word Pairs in Tweet in G1:
[234] #stem,#scichat
[213] 'science,smarts'
[189] #science,#scichat
[162] latest,praxis
[162] praxis,'science
[156] smarts',column
[155] nasa,#scichat
[151] #scichat,#aerospace
[136] #aerospace,#stem
[131] #stem,#science

Top Word Pairs in Tweet in G2:
[224] #scichat,#scicomm
[46] mark,calendar
[37] calendar,register
[33] #scicomm,#scichat
[33] ncse,mark
[24] years,ago
[24] ncse,icymi
[20] science,education
[20] anna,behrensmeyer
[20] behrensmeyer,never

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

Top Word Pairs in Tweet in G4:
[95] immune,cells
[95] cells,explore
[95] explore,surroundings
[95] surroundings,search
[95] search,danger
[95] danger,signals
[95] signals,pathogens
[95] pathogens,#leukocyte
[95] #leukocyte,scanning
[94] pj_saez,immune

Top Word Pairs in Tweet in G5:
[252] #d123,#edchat
[243] #edchat,#edtech
[221] #edtech,#cpchat
[210] #cpchat,#elemchat
[198] #scichat,#mathchat
[195] #elemchat,#mschat
[185] #mschat,#hschat
[179] #hschat,#ntchat
[178] #ntchat,#pblchat
[178] #suptchat,#libchat

Top Word Pairs in Tweet in G6:
[28] #edchat,#scichat
[23] google,powered
[19] virtual,tours
[19] tours,using
[19] saintfester,excited
[18] excited,share
[16] teach,environmental
[16] share,natgeoeducation
[16] natgeoeducation,grant
[16] grant,nearly

Top Word Pairs in Tweet in G7:
[37] kinds,nonfiction
[35] nonfiction,way
[35] way,thinking
[32] thinking,middleweb
[32] middleweb,stenhousepub
[32] stenhousepub,marlenempc
[31] #sschat,#scichat
[18] mstewartscience,kinds
[17] marlenempc,#nonfictio
[14] #mathchat,#sschat

Top Word Pairs in Tweet in G8:
[13] #scichat,#mathchat
[11] #literacy,#scichat
[10] #engchat,#literacy
[9] #mathchat,#edreform
[9] #edtech,#engchat
[9] #edleadership,#edtech
[5] #k12,#learning
[5] #learning,#edleadership
[4] #mathchat,#scichat
[4] #edchat,#k12

Top Word Pairs in Tweet in G9:
[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 G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@khayhoe
@terrymcauliffe
@galesinatra
@outsciderclass
@michaelemann
@cultofpedagogy
@sciencemagazine
@csfjournal
@pentaclethra
@rutgersaltroute

Top Replied-To in G1:
@csfjournal

Top Replied-To in G2:
@khayhoe
@galesinatra
@michaelemann
@neilshubin
@leecmcintyre
@sciencemagazine
@pentaclethra

Top Replied-To in G5:
@cultofpedagogy
@paulenderle

Top Replied-To in G6:
@outsciderclass
@jorgedoespbl
@edutopia

Top Replied-To in G9:
@ericcurts

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@tcea
@nasa
@stemhub_se
@gwardis
@saintfester
@pj_saez
@paulenderle

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

Top Mentioned in G2:
@ncse
@garym
@neilshubin
@drshepherd2013
@khayhoe
@naomioreskes
@pentaclethra
@leerberger
@cleanairmoms
@michaelemann

Top Mentioned in G3:
@tcea
@mguhlin
@garym
@edcampwesttexas
@drbruceellis
@stemgeek_
@paulenderle
@tmclain903
@ncse
@seovalerie

Top Mentioned in G4:
@pj_saez
@focalplane_jcs
@cellcommlab

Top Mentioned in G5:
@paulenderle
@teachthought
@getting_smart
@e_sheninger
@edsurge
@shakeuplearning
@catlin_tucker
@eschoolnews
@cultofpedagogy
@katiemartinedu

Top Mentioned in G6:
@saintfester
@edutopia
@natgeoeducation
@jorgedoespbl
@istecommunity
@iste
@parkbasedlearn
@nsta
@writeoutconnect
@natlparkservice

Top Mentioned in G7:
@middleweb
@stenhousepub
@marlenempc
@mstewartscience
@kathie042500
@socialstudies
@jserravallo
@amle
@33megan33
@aml

Top Mentioned in G8:
@simiisme

Top Mentioned in G9:
@ericcurts
@tcea
@garym
@praxismedhat
@ncse
@paulenderle
@saintfester
@this0499154500
@nancy
@vmcc_scienceed

Top Mentioned in G10:
@nancycoddington
@wskg
@heroelementary
@kqededspace
@jchristie23
@workman_chang
@lae121
@scifri
@canopymeg
@bcteachercente1

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

Top Tweeters in G1:
@viralvideovlogs
@artificialbra1n
@jfsebastian146
@sustaintrends
@ml_tweet_bot
@100daysof2020
@worcesterhour
@detroit_rachel
@leesutton4
@eco1start

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

Top Tweeters in G3:
@wagjuer
@senraba
@shellterrell
@mgcjusa
@urbie
@edutilia
@thartman2u
@tangibullah
@mguhlin
@joe4rialtousd

Top Tweeters in G4:
@mariolapr
@st_aholic
@dash_bz
@balbuceo
@dorapereira2
@tusharmarghade
@palmarine128
@johnkenten
@pokrath
@roswitamind

Top Tweeters in G5:
@forbes
@scalarhumanity
@jriske
@drahmadbazzi
@teachercast
@gcouros
@leadershipfreak
@mcleod
@shakeuplearning
@coolcatteacher

Top Tweeters in G6:
@lltwing
@stem_nastics
@rdene915
@booksyalove
@mom1bear
@dogtrax
@edutopia
@jonharper70bd
@59nationalparks
@educationmn

Top Tweeters in G7:
@larryferlazzo
@grammasheri
@ascd
@teresarobeson
@aml
@mstewartscience
@valentinaesl
@barberchicago
@middleweb
@naesp

Top Tweeters in G8:
@mrkempnz
@stumpteacher
@dgburris
@craftbeerlife18
@kcalderw
@simiisme
@art_by_lace
@jflynnmhs
@jonathanwylie
@kovescence

Top Tweeters in G9:
@principalogg
@naomiharm
@jennifernking
@physedbum
@atkauffman
@apsitnatasha
@nuigalway
@ericcurts
@wkingbg
@alkingsley_edu

Top Tweeters in G10:
@burgessdave
@jmattmiller
@scifri
@porchdragon
@micwalker
@wskg
@elisabostwick
@nova
@goaskascientist
@rpiersonedu