scichat, Twitter, 12/5/2021 1:11:17 AM, 267564


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scichat_2021-12-04_16-48-01.xlsx
scichat_2021-12-04_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 05, 2021
Short Description:
scichat via NodeXL https://bit.ly/3DoEtI3
@garym
@praxismedhat
@ncse
@tcea
@pj_saez
@paulenderle
@saintfester
@ericcurts
@stem_ai
@nancycoddington

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

Description:
Description
The graph represents a network of 1,923 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 December 2021 at 01:00 UTC.

The requested start date was Saturday, 04 December 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 93-day, 22-hour, 9-minute period from Wednesday, 01 September 2021 at 00:47 UTC to Friday, 03 December 2021 at 22:56 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 : 1923
Unique Edges : 1368
Edges With Duplicates : 9938
Total Edges : 11306
Number of Edge Types : 5
Mentions : 1167
MentionsInRetweet : 4811
Replies to : 29
Retweet : 3965
Tweet : 1334
Self-Loops : 1756
Reciprocated Vertex Pair Ratio : 0.0427465499831707
Reciprocated Edge Ratio : 0.0819883795997418
Connected Components : 136
Single-Vertex Connected Components : 66
Maximum Vertices in a Connected Component : 1599
Maximum Edges in a Connected Component : 10742
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.566192
Graph Density : 0.000838202102485764
Modularity : 0.228297
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,923 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 December 2021 at 01:00 UTC.

The requested start date was Saturday, 04 December 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 93-day, 22-hour, 9-minute period from Wednesday, 01 September 2021 at 00:47 UTC to Friday, 03 December 2021 at 22:56 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://blog.tcea.org/make-science-interactive-periodic-table-elements/
[53] https://www.controlaltachieve.com/p/science-links.html
[40] https://www.middleweb.com/45961/5-kinds-of-nonfiction-students-love-to-read/
[27] 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
[19] https://praxissciencesmarts.wordpress.com/blog/
[14] 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:
[12] https://praxissciencesmarts.wordpress.com/blog/
[8] https://tamwarnerminton.com/free-printables-for-kids/
[7] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3700_resources_teaching_learning_about_fall.htm
[7] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3731_accessible_online_physics_simulations.htm
[6] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FPraxisMedHat%2Fposts%2F4827635043955285
[6] https://niche-canada.org/2021/09/14/historians-confront-the-climate-emergency-introduction/
[6] https://www.middleweb.com/45961/5-kinds-of-nonfiction-students-love-to-read/
[6] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[6] https://contrib.pbslearningmedia.org/WGBH/buac19/buac19-int-earthsunmoon35model/index.html
[5] https://www.sciencenews.org/article/marguerite-vogt-polio-virus-lab-research-virology

Top URLs in Tweet in G2:
[14] https://twitch.tv/sciencestreams
[10] https://www.momscleanairforce.org/conversation-katharine-hayhoe-saving-us-video/
[10] https://www.scientificamerican.com/article/the-surprising-secret-of-snakes-venomous-bites/
[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
[7] https://www.latimes.com/opinion/story/2021-11-13/cop26-glasgow-climate-change
[6] https://www.youtube.com/watch?v=OivG32DVArY

[5] https://www.sciencenews.org/article/radiometric-dating-history-carbon-century-science
[5] https://www.bbc.com/future/article/20210901-the-strange-race-to-track-down-a-missing-billion-years
[4] https://www.bbc.com/news/av/uk-england-shropshire-57022907

Top URLs in Tweet in G3:
[12] https://www.donorschoose.org/project/its-so-quiet-in-here-shh/5734538/?challengeid=161811
[9] https://www.mystemkits.com/
[8] https://www.aiplusinfo.com/blog/the-role-of-artificial-intelligence-in-education/
[6] https://schoolreportwriter.com/
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267066
[5] https://www.teachthought.com/pedagogy/50-strategies-for-differentiated-instruction/
[5] https://www.gettingsmart.com/2021/07/22/the-growing-need-for-skills-in-artificial-intelligence/
[5] https://www.bamradionetwork.com/in-this-moment-giving-thanks-from-a-grateful-heart/
[5] https://educatoral.wordpress.com/2021/09/12/sharing-diigo-links-and-resources-weekly-184/
[5] https://www.donorschoose.org/project/for-teachers-by-teachers/5862784/

Top URLs in Tweet in G4:
[43] 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/ten-ideas-tech-coaches-grow-teachers/
[5] https://blog.tcea.org/virtual-labs-for-interactive-science/
[2] https://blog.tcea.org/twig-create-a-tool-for-science-reflections/
[1] http://dangerouslyirrelevant.org/2021/10/retrieval-practice-cbe-and-what-we-value-regarding-student-learning.html
[1] https://tuvalabs.com/content/?show=free&view=block&type=datastory,datasets&order_by=-pub_date&filter_type=math
[1] https://www.middleweb.com/middlewebs-most-popular-articles/

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1443573936709537804
[1] https://twitter.com/i/web/status/1460086134940135430

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.edutopia.org/article/taking-interdisciplinary-approach-environmental-science?fbclid=IwAR0PfW9Uwe_7JQeIpJljoFwCnFdmu-wg3ErYa7IKY5OBV6jgvdPNUi7ZjI8
[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://info.iste.org/2021-holiday-sale?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com

Top URLs in Tweet in G7:
[34] https://www.middleweb.com/45961/5-kinds-of-nonfiction-students-love-to-read/
[6] https://www.middleweb.com/middlewebs-most-popular-articles/
[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://twitter.com/middleweb/status/1464297114238918657
[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/

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:
[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 URLs in Tweet in G10:
[48] https://www.controlaltachieve.com/p/science-links.html
[1] https://twitter.com/ericcurts/status/1453458594884620288
[1] https://www.controlaltachieve.com/2021/05/how-big-is-space.html?m=1

Top Domains
Top Domains in Tweet in Entire Graph:
[340] twitter.com
[189] scitechdaily.com
[168] nasa.gov
[124] tcea.org
[102] sciencenews.org
[93] wordpress.com
[66] middleweb.com
[59] youtube.com
[55] cbc.ca
[54] technologynetworks.com

Top Domains in Tweet in G1:
[125] twitter.com
[110] scitechdaily.com
[62] sciencenews.org
[52] wordpress.com
[51] technologynetworks.com
[48] cbc.ca
[39] pbslearningmedia.org
[36] sciencebuddies.org
[36] savvas.com
[34] nature.com

Top Domains in Tweet in G2:
[25] sciencenews.org
[22] twitter.com
[15] smithsonianmag.com
[14] youtube.com
[14] twitch.tv
[12] washingtonpost.com
[12] scientificamerican.com
[10] momscleanairforce.org
[10] bbc.com
[10] wordpress.com

Top Domains in Tweet in G3:
[151] nasa.gov
[77] twitter.com
[66] scitechdaily.com
[34] tcea.org
[30] wordpress.com
[27] donorschoose.org
[26] teachthought.com
[22] edutopia.org
[18] co.ke
[16] gettingsmart.com

Top Domains in Tweet in G4:
[68] tcea.org
[20] ashleigh-educationjourney.com
[9] twitter.com
[1] dangerouslyirrelevant.org
[1] tuvalabs.com
[1] middleweb.com
[1] compoundchem.com
[1] earthsky.org
[1] sciencenews.org
[1] technologynetworks.com

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

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

Top Domains in Tweet in G7:
[51] middleweb.com
[3] twitter.com
[1] globalonenessproject.org

Top Domains in Tweet in G8:
[24] twitter.com
[2] blogspot.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

Top Domains in Tweet in G9:
[5] twitter.com
[2] sciencefriday.com
[1] apple.com
[1] youtube.com
[1] kqed.org
[1] cornell.edu

Top Domains in Tweet in G10:
[49] controlaltachieve.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2971] scichat
[897] stem
[736] science
[712] edchat
[565] edtech
[474] scicomm
[387] sschat
[328] mathchat
[326] d123
[288] cpchat



Top Hashtags in Tweet in G1:
[1213] scichat
[450] stem
[377] science
[155] scied
[135] scicomm
[117] edchat
[107] medhat
[99] biology
[88] evolution
[77] edtech

Top Hashtags in Tweet in G2:
[394] scichat
[318] scicomm
[29] stem
[24] science
[13] medhat
[12] evolution
[12] scitlap
[11] scied
[9] climatechange
[7] newclimatewar

Top Hashtags in Tweet in G3:
[684] scichat
[434] edchat
[406] edtech
[307] d123
[282] stem
[267] cpchat
[238] sschat
[235] mathchat
[230] elemchat
[215] mschat

Top Hashtags in Tweet in G4:
[100] science
[81] scichat
[57] stem
[48] learning
[30] edtech
[25] edutwitter
[24] sschat
[19] edchat
[9] teachertwitter
[7] mathchat

Top Hashtags in Tweet in G5:
[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 G6:
[57] scichat
[52] edchat
[23] pbl
[22] nationalparks
[19] pblchat
[19] sschat
[10] writeout
[8] findyourpark
[8] google
[7] parkchat

Top Hashtags in Tweet in G7:
[61] scichat
[54] sschat
[49] elachat
[38] mschat
[21] mathchat
[21] educoach
[21] literacy
[15] engchat
[11] nsta
[5] stemed

Top Hashtags in Tweet in G8:
[73] scichat
[22] mathchat
[19] edtech
[17] engchat
[15] literacy
[14] edchat
[13] edreform
[12] edleadership
[11] learning
[11] stem

Top Hashtags in Tweet in G9:
[17] scichat
[7] edchat
[6] stem
[4] scicomm
[4] science
[3] educator
[2] scied
[2] classroom
[1] hurricane
[1] climatechange

Top Hashtags in Tweet in G10:
[52] scichat
[48] controlaltachieve
[2] fe
[2] science
[2] education
[2] techyoucando
[1] stem

Top Words
Top Words in Tweet in Entire Graph:
[2964] #scichat
[1027] science
[1024] garym
[895] #stem
[734] #science
[712] #edchat
[648] ncse
[564] #edtech
[474] #scicomm
[403] students

Top Words in Tweet in G1:
[1208] #scichat
[638] garym
[462] science
[448] #stem
[376] #science
[221] praxismedhat
[175] 'science
[170] smarts'
[168] climate
[162] latest

Top Words in Tweet in G2:
[477] ncse
[393] #scichat
[318] #scicomm
[183] garym
[136] science
[69] climate
[68] book
[59] years
[56] praxismedhat
[52] human

Top Words in Tweet in G3:
[683] #scichat
[434] #edchat
[405] #edtech
[305] #d123
[305] nasa
[282] #stem
[267] #cpchat
[238] #sschat
[234] #mathchat
[230] #elemchat

Top Words in Tweet in G4:
[167] tcea
[136] interactive
[126] tools
[126] periodic
[110] science
[100] #science
[92] explore
[88] list
[88] help
[83] wish

Top Words in Tweet in G5:
[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 G6:
[80] saintfester
[57] #scichat
[52] #edchat
[40] science
[31] google
[30] tours
[29] excited
[29] using
[28] environmental
[28] free

Top Words in Tweet in G7:
[83] middleweb
[61] #scichat
[54] #sschat
[49] #elachat
[40] nonfiction
[38] #mschat
[38] kinds
[37] thinking
[37] stenhousepub
[35] way

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

Top Words in Tweet in G9:
[17] #scichat
[16] nancycoddington
[16] hey
[9] wskg
[9] school
[9] ts
[9] science
[8] classroom
[8] heroelementary
[8] swag

Top Words in Tweet in G10:
[52] #scichat
[50] ericcurts
[48] 100's
[48] best
[48] science
[48] edtech
[48] links
[48] curated
[48] each
[48] month

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[314] #scichat,#scicomm
[313] #edchat,#edtech
[309] #d123,#edchat
[278] #sschat,#scichat
[266] #stem,#scichat
[266] #scichat,#mathchat
[262] #edtech,#cpchat
[241] #cpchat,#elemchat
[239] 'science,smarts'
[224] #elemchat,#mschat

Top Word Pairs in Tweet in G1:
[202] #stem,#scichat
[188] #science,#scichat
[170] 'science,smarts'
[126] latest,praxis
[126] praxis,'science
[121] smarts',column
[94] climate,change
[83] #scichat,#stem
[69] icymi,latest
[68] #medhat,news

Top Word Pairs in Tweet in G2:
[250] #scichat,#scicomm
[49] mark,calendar
[45] #scicomm,#scichat
[40] calendar,register
[39] climate,change
[36] ncse,mark
[33] 'science,smarts'
[25] ncse,icymi
[24] years,ago
[23] latest,praxis

Top Word Pairs in Tweet in G3:
[292] #d123,#edchat
[285] #edchat,#edtech
[249] #edtech,#cpchat
[230] #cpchat,#elemchat
[217] #scichat,#mathchat
[215] #elemchat,#mschat
[202] #mschat,#hschat
[200] #sschat,#scichat
[193] #hschat,#ntchat
[191] #ntchat,#pblchat

Top Word Pairs in Tweet in G4:
[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 G5:
[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 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] #sschat,#scichat
[32] thinking,middleweb
[32] middleweb,stenhousepub
[32] stenhousepub,marlenempc
[18] mstewartscience,kinds
[17] marlenempc,#nonfictio
[15] middleweb,popular

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

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

Top Replied-To in G1:
@csfjournal

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

Top Replied-To in G3:
@cultofpedagogy
@paulenderle

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

Top Replied-To in G10:
@ericcurts

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

Top Mentioned in G1:
@garym
@praxismedhat
@ncse
@gwardis
@medicinehatnews
@stemhub_se
@gbheducation
@sciencebuddies
@nature
@savvaslearning

Top Mentioned in G2:
@ncse
@garym
@praxismedhat
@neilshubin
@naomioreskes
@drshepherd2013
@khayhoe
@pentaclethra
@michaelemann
@medicinehatnews

Top Mentioned in G3:
@nasa
@garym
@paulenderle
@praxismedhat
@gwardis
@teachthought
@doemiso
@educatoral
@kqededspace
@getting_smart

Top Mentioned in G4:
@tcea
@mguhlin
@garym
@edcampwesttexas
@paulenderle
@drbruceellis
@stemgeek_
@curtischandler6
@tmclain903
@ncse

Top Mentioned in G5:
@pj_saez
@focalplane_jcs
@cellcommlab

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:
@nancycoddington
@wskg
@heroelementary
@jchristie23
@scifri
@canopymeg
@bcteachercente1
@kqededspace
@stanysorg
@luckymamaj

Top Mentioned in G10:
@ericcurts
@mattgordonwfc
@sarahjkiefer
@tcea

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

Top Tweeters in G1:
@viralvideovlogs
@jfsebastian146
@sustaintrends
@ml_tweet_bot
@worcesterhour
@detroit_rachel
@leesutton4
@eco1start
@botfemale
@robinedgar

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

Top Tweeters in G3:
@artificialbra1n
@morolswediu
@djangobot_
@fabriciosx
@womencodersbot
@100daysof2020
@aprogrammerbot
@education_24x7
@forbes
@designthinkbot

Top Tweeters in G4:
@wagjuer
@senraba
@shellterrell
@mgcjusa
@urbie
@edutilia
@mcleod
@thartman2u
@tangibullah
@mguhlin

Top Tweeters in G5:
@mariolapr
@st_aholic
@dash_bz
@balbuceo
@dorapereira2
@tusharmarghade
@palmarine128
@johnkenten
@pokrath
@dalerees12

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

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

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

Top Tweeters in G9:
@burgessdave
@jmattmiller
@scifri
@micwalker
@wskg
@elisabostwick
@nova
@goaskascientist
@rpiersonedu
@000dave

Top Tweeters in G10:
@principalogg
@naomiharm
@jennifernking
@physedbum
@atkauffman
@apsitnatasha
@ericcurts
@wkingbg
@alkingsley_edu
@bethrihtar


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