scichat, Twitter, 6/11/2022 1:31:47 AM, 278085


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scichat_2022-06-10_17-16-48.xlsx
scichat_2022-06-10_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 11, 2022
Short Description:
scichat via NodeXL https://bit.ly/3aQIoEI
@garym
@praxismedhat
@ncse
@savvaslearning
@paulenderle
@educationbnb
@pj_saez
@flinnscientific
@jayaisales
@b0tsci

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

Description:
Description
The graph represents a network of 1,572 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, 11 June 2022 at 00:32 UTC.

The requested start date was Saturday, 11 June 2022 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 100-day, 23-hour, 29-minute period from Tuesday, 01 March 2022 at 00:51 UTC to Friday, 10 June 2022 at 00:21 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 : 1572
Unique Edges : 1187
Edges With Duplicates : 9363
Total Edges : 10550
Number of Edge Types : 5
Mentions : 882
Retweet : 3736
MentionsInRetweet : 4604
Tweet : 1288
Replies to : 40
Self-Loops : 1766
Reciprocated Vertex Pair Ratio : 0.0363777089783282
Reciprocated Edge Ratio : 0.070201643017177
Connected Components : 105
Single-Vertex Connected Components : 50
Maximum Vertices in a Connected Component : 1319
Maximum Edges in a Connected Component : 10141
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.511496
Graph Density : 0.00108438086630612
Modularity : 0.203305
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,572 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, 11 June 2022 at 00:32 UTC.

The requested start date was Saturday, 11 June 2022 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 100-day, 23-hour, 29-minute period from Tuesday, 01 March 2022 at 00:51 UTC to Friday, 10 June 2022 at 00:21 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/
[27] https://www.controlaltachieve.com/p/science-links.html
[26] https://twitch.tv/sciencestreams
[18] https://schoolreportwriter.com/
[14] https://praxisscienceconnection.wordpress.com/2022/04/14/30th-anniversary-celebrations-begin-praxis-family-science-olympics-goes-virtual/
[13] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[13] https://twitter.com/i/spaces/1MnGnkvvWNBJO
[13] https://twitter.com/english_jrf/status/1520667530053885953/photo/1
[12] https://praxissciencesmarts.wordpress.com/blog/
[11] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html

Top URLs in Tweet in G1:
[14] https://praxisscienceconnection.wordpress.com/2022/04/14/30th-anniversary-celebrations-begin-praxis-family-science-olympics-goes-virtual/
[12] https://praxissciencesmarts.wordpress.com/blog/
[10] https://www.cbc.ca/news/science/monarch-butterflies-rise-1.6464231?__vfz=medium%3Dsharebar
[10] https://www.nationalgeographic.com/animals/article/why-bats-are-the-real-superheroes-of-the-animal-world
[9] https://www.theglobeandmail.com/canada/article-alberta-canmore-tourism-boom/
[9] https://www.earthday.org/earth-day-tips/
[8] https://scitechdaily.com/what-is-monkeypox-a-microbiologist-explains-whats-known-about-this-disease/
[7] https://www.beaversww.org/international-beaver-day/
[7] https://www.technologynetworks.com/immunology/news/harmful-bacteria-can-survive-on-plastic-waste-washed-up-on-beaches-362125#.YpYnyymg49c.twitter
[7] https://praxissciencesmarts.wordpress.com/2022/03/12/praxis-science-outreach-science-smarts-static-electricity/

Top URLs in Tweet in G2:
[48] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[23] https://twitch.tv/sciencestreams
[13] https://twitter.com/english_jrf/status/1520667530053885953/photo/1
[9] https://www.edutopia.org/article/research-life-changing-teaching
[9] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=273287
[6] https://sciencelessonsthatrock.com/tips-for-teaching-on-a-block-schedule-html/
[5] https://www.mshouser.com/organization/4-steps-for-creating-a-coaching-cycle-schedule
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=276726
[5] https://yaleclimateconnections.org/2022/05/plant-species-can-migrate-in-response-to-climate-change/

Top URLs in Tweet in G3:
[6] https://insideclimatenews.org/news/15032022/coal-mining-methane/
[4] https://www.forbes.com/sites/petergreene/2022/04/27/creationism-versus-evolution-has-been-roiling-education-for-a-century-what-can-we-learn-from-the-debate/?sh=513c09a571fb
[3] https://yaleclimateconnections.org/2022/06/australia-lists-koala-as-an-endangered-species-across-most-of-its-range/
[3] https://www.au.org/the-latest/articles/40-ncse/
[3] https://evolution.berkeley.edu/evo-news/shrinking-salmon/
[2] https://www.skepticalcon.com/
[2] https://www.journals.uchicago.edu/doi/10.1086/718738
[2] https://www.scientificamerican.com/article/rockshelter-discoveries-show-neandertals-were-a-lot-like-us/
[2] https://www.nytimes.com/2022/03/06/science/ice-age-rock-art.html
[2] https://www.smithsonianmag.com/smart-news/new-vibrant-rainbow-colored-fairy-wrasse-officially-described-by-scientists-180979721/?utm_source=smithsoniandaily&utm_medium=email&utm_campaign=20220314-daily-responsive&spMailingID=46541386&spUserID=MTAxMDczNjAzMDE3NwS2&spJobID=2201537188&spReportId=MjIwMTUzNzE4OAS2

Top URLs in Tweet in G4:
[5] https://www.savvas.com/virtualstemfair
[3] https://www.flinnsci.com/dry-ice-color-show/dc10417/
[2] https://www.edutopia.org/article/how-give-science-lessons-real-world-boost
[2] https://www.edutopia.org/article/how-use-5e-model-your-science-classroom
[2] https://savvas.com/NSTA2022
[1] https://twitter.com/i/web/status/1523002983251775488
[1] https://www.edutopia.org/article/when-life-gives-you-mud-make-science
[1] https://www.flinnsci.com/science-behind/ice-cream/
[1] https://www.flinnsci.com/straw-half-life/dc91669/
[1] https://blog.savvas.com/engaging-students-with-phenomena-why-cant-we-walk-through-walls/

Top URLs in Tweet in G5:
[12] https://twitter.com/i/spaces/1MnGnkvvWNBJO
[9] https://www.scienceworld.ca/futurescienceleaders/
[4] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html
[2] https://twitter.com/i/spaces/1RDGlgRloqNKL
[2] https://phys.org/news/2022-04-tear-free-math.html
[1] https://twitter.com/i/web/status/1517890360923631617
[1] https://phys.org/news/2022-03-molecular-family-tree-grasses.html
[1] https://twitter.com/i/web/status/1506275521734352907
[1] https://en.wikipedia.org/wiki/Slartibartfast
[1] https://twitter.com/gwardis/status/1525291815586279424

Top URLs in Tweet in G6:
[2] https://southernteachers.com/science-jobs?utm_source=twitter&utm_medium=chemistry
[1] https://twitter.com/classroomkites/status/1499539620207464449
[1] https://trib.al/KBy7Zft
[1] https://www.euro-study-tours.co.uk/conferences?utm_source=TwitterEST&utm_medium=social&utm_campaign=webtraffic
[1] https://en.ird.fr/video-scichat-4-meet-angelique-lazarus
[1] https://twitter.com/endeavourlt/status/1504343268989059073
[1] https://www.teacherspayteachers.com/Product/They-Both-Die-at-the-End-7842033
[1] https://www.teacherspayteachers.com/Product/The-Psychology-of-Money-Timeless-lessons-on-wealth-greed-and-happiness-7840210
[1] https://www.teacherspayteachers.com/Product/People-We-Meet-On-Vacation-7840105
[1] https://www.teacherspayteachers.com/Product/Punk-57-7840021

Top URLs in Tweet in G7:
[4] https://elements.wlonk.com/ElementsTable.htm?utm_sq=gt29x1fpp7&utm_source=twitter&utm_medium=social&utm_campaign=jrsowash&utm_content=edtechposts
[3] https://39576jpcq3vv9z6stgj-qc0zd6.hop.clickbank.net/
[3] https://www.droolees.com/blogs/droolees-ed-written-by-educators-for-parents/5-ways-to-make-mathematics-relevant-at-home
[2] http://www.teachconnect.in
[2] https://www.droolees.com/blogs/droolees-ed-written-by-educators-for-parents/5-ways-to-become-involved-in-your-childs-education
[2] https://onlineclasshelpusa.com
[2] https://edulastic.com/blog/science-lessons-by-students-for-students/
[1] https://www.pbslearningmedia.org/resource/nvcl.sci.earth.wild/the-climate-wild-card/?utm_source=sfacebook&utm_medium=social
[1] https://www.pbslearningmedia.org/resource/inside-energy-energy-explained-the-carbon-cycle/energy-explained-the-carbon-cycle/
[1] https://www.pbs.org/parents/thrive/15-ways-to-celebrate-earth-day-with-kids

Top URLs in Tweet in G9:
[3] https://www.festeredu.com/book
[3] https://www.facebook.com/groups/503161261322079
[3] https://blogs.loc.gov/teachers/2022/03/thomas-edisons-favorite-invention-the-phonograph/
[2] https://www.iste.org/explore/classroom/bring-national-parks-your-classroom
[2] https://www.opengeography.org/
[2] https://www.nps.gov/subjects/teachingwithhistoricplaces/curiosity-kits.htm
[2] https://blogs.loc.gov/teachers/2022/04/analyzing-primary-sources-with-a-stem-lens-webinar-april-28th-at-7pm-et/
[2] https://primarysourcenexus.org/2013/05/today-in-history-robert-e-peary/
[2] https://blogs.loc.gov/teachers/2022/05/using-claim-evidence-and-reasoning-cer-with-primary-source-analysis/
[2] https://primarysourcenexus.org/2012/04/today-in-history-national-park-service/

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1533844582160470016
[1] https://twitter.com/i/spaces/1MnxnkLPYAMKO
[1] https://twitter.com/i/spaces/1dRKZlmpymNJB

Top Domains
Top Domains in Tweet in Entire Graph:
[255] twitter.com
[206] scitechdaily.com
[83] wordpress.com
[70] tcea.org
[70] sciencebuddies.org
[64] pbslearningmedia.org
[57] medicinehatnews.com
[54] phys.org
[54] nature.com
[54] cbc.ca

Top Domains in Tweet in G1:
[204] scitechdaily.com
[94] twitter.com
[80] wordpress.com
[70] sciencebuddies.org
[57] pbslearningmedia.org
[57] medicinehatnews.com
[51] cbc.ca
[46] sciencenews.org
[41] technologynetworks.com
[39] futurity.org

Top Domains in Tweet in G2:
[65] tcea.org
[58] twitter.com
[34] edutopia.org
[28] nodexlgraphgallery.org
[23] twitch.tv
[20] teachthought.com
[19] blogspot.com
[15] cultofpedagogy.com
[15] mcgill.ca
[14] edweek.org

Top Domains in Tweet in G3:
[17] twitter.com
[16] nytimes.com
[12] ncse.ngo
[12] smithsonianmag.com
[7] the-scientist.com
[7] theguardian.com
[6] nature.com
[6] science.org
[6] scientificamerican.com
[6] insideclimatenews.org

Top Domains in Tweet in G4:
[17] savvas.com
[5] edutopia.org
[5] flinnsci.com
[3] twitter.com
[1] ow.ly
[1] zoom.us

Top Domains in Tweet in G5:
[26] twitter.com
[9] scienceworld.ca
[8] phys.org
[2] stitcher.com
[2] nature.com
[1] wikipedia.org
[1] interestingengineering.com
[1] linkedin.com

Top Domains in Tweet in G6:
[16] twitter.com
[5] teacherspayteachers.com
[2] co.uk
[2] edcite.com
[2] onlineclasshelpusa.com
[2] southernteachers.com
[1] trib.al
[1] ird.fr
[1] google.com
[1] edusmart.com

Top Domains in Tweet in G7:
[7] pbslearningmedia.org
[7] droolees.com
[4] wlonk.com
[3] pbs.org
[3] clickbank.net
[3] wordpress.com
[3] edulastic.com
[2] teachconnect.in
[2] onlineclasshelpusa.com
[2] phgw.org

Top Domains in Tweet in G9:
[21] primarysourcenexus.org
[7] loc.gov
[5] nps.gov
[4] twitter.com
[4] facebook.com
[3] festeredu.com
[2] iste.org
[2] youtube.com
[2] opengeography.org
[2] nationalgeographic.org

Top Domains in Tweet in G10:
[3] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2865] scichat
[769] stem
[689] edchat
[485] scicomm
[481] edtech
[371] science
[328] sschat
[326] d123
[285] cpchat
[275] mschat



Top Hashtags in Tweet in G1:
[1529] scichat
[586] stem
[309] science
[231] scied
[130] biology
[118] scicomm
[102] evolution
[96] stemathome
[92] edchat
[92] environment

Top Hashtags in Tweet in G2:
[593] scichat
[426] edchat
[364] edtech
[322] d123
[278] cpchat
[254] elemchat
[241] mschat
[228] ntchat
[226] hschat
[221] kinderchat

Top Hashtags in Tweet in G3:
[215] scichat
[185] scicomm
[10] climatechange
[4] dinosaurs
[4] evolution
[3] scied
[2] thelifescientific
[1] climateaction
[1] climatescience

Top Hashtags in Tweet in G4:
[69] 3dthursday
[44] scichat
[39] nationaldonutday
[18] ngsschat
[14] edchat
[12] stem
[8] chemchat
[7] nsta22
[6] sciencefriday
[5] chemed

Top Hashtags in Tweet in G5:
[39] scichat
[38] fsl
[31] cdnpoli
[30] designthinking
[27] innovation
[25] scicomm
[24] stem
[15] istandwithukraine
[14] spaceshost
[10] stemed

Top Hashtags in Tweet in G6:
[59] scichat
[26] edtech
[26] engchat
[25] edchat
[21] k12
[20] learning
[20] mathchat
[19] edleadership
[18] edreform
[15] literacy

Top Hashtags in Tweet in G7:
[53] edchat
[51] k12
[44] learning
[41] scichat
[39] edtech
[31] edleadership
[14] engchat
[12] literacy
[12] stem
[6] mathchat

Top Hashtags in Tweet in G8:
[45] cell
[45] nucleus
[45] mitochondria
[2] er
[2] microscopy
[2] scicomm
[2] scichat
[1] lysosomes

Top Hashtags in Tweet in G9:
[50] scichat
[43] edchat
[35] sschat
[25] tlchat
[19] primarysources
[18] todayinhistory
[15] pbl
[11] teachertwitter
[11] stem
[10] earthday

Top Hashtags in Tweet in G10:
[5] scichat
[1] spacesunleashed

Top Words
Top Words in Tweet in Entire Graph:
[2859] #scichat
[931] garym
[836] science
[785] ncse
[769] #stem
[687] #edchat
[485] #scicomm
[481] #edtech
[440] students
[375] #science

Top Words in Tweet in G1:
[1523] #scichat
[790] garym
[586] #stem
[476] science
[309] #science
[288] praxismedhat
[252] ncse
[242] news
[231] #scied
[222] day

Top Words in Tweet in G2:
[593] #scichat
[424] #edchat
[364] #edtech
[339] ncse
[322] #d123
[277] #cpchat
[254] #elemchat
[241] #mschat
[228] #ntchat
[225] #hschat

Top Words in Tweet in G3:
[215] #scichat
[193] ncse
[185] #scicomm
[53] book
[48] mark
[47] calendar
[38] register
[35] climate
[31] change
[30] science

Top Words in Tweet in G4:
[97] savvaslearning
[71] use
[71] 3d
[70] class
[70] printer
[69] #3dthursday
[66] retweet
[66] comment
[66] sharing
[66] entered

Top Words in Tweet in G5:
[39] #scichat
[38] #fsl
[36] deepgreendesign
[31] #cdnpoli
[31] dr
[30] #designthinking
[27] space
[27] deep
[27] #innovation
[27] company

Top Words in Tweet in G6:
[59] #scichat
[26] #edtech
[26] #engchat
[25] #edchat
[21] #k12
[20] #learning
[20] #mathchat
[19] #edleadership
[18] #edreform
[15] #literacy

Top Words in Tweet in G7:
[53] #edchat
[51] #k12
[44] #learning
[41] #scichat
[39] #edtech
[34] students
[31] #edleadership
[23] science
[16] first
[14] grand

Top Words in Tweet in G8:
[45] life
[45] inside
[45] #cell
[45] videoed
[45] under
[45] microscope
[45] #nucleus
[45] green
[45] #mitochondria
[44] contribute

Top Words in Tweet in G9:
[50] #scichat
[43] #edchat
[35] #sschat
[28] saintfester
[25] #tlchat
[19] students
[19] #primarysources
[18] #todayinhistory
[16] check
[15] #pbl

Top Words in Tweet in G10:
[25] scichat
[22] bunsenbernerbmd
[20] tomorrow
[17] lick
[17] companimalpsych
[17] dr
[16] k_zackowski
[14] power
[14] cats
[14] make

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[367] #stem,#scichat
[320] #scichat,#scicomm
[308] #d123,#edchat
[305] #edchat,#edtech
[276] #edtech,#cpchat
[264] #sschat,#scichat
[254] #cpchat,#elemchat
[243] #elemchat,#mschat
[225] #mschat,#hschat
[221] #hschat,#ntchat

Top Word Pairs in Tweet in G1:
[301] #stem,#scichat
[188] 'science,smarts'
[176] smarts',column
[170] latest,praxis
[167] #science,#scichat
[165] column,medicine
[165] medicine,news
[103] praxis,science
[103] science,outreach
[97] outreach,'science

Top Word Pairs in Tweet in G2:
[304] #d123,#edchat
[296] #edchat,#edtech
[272] #edtech,#cpchat
[251] #cpchat,#elemchat
[241] #elemchat,#mschat
[225] #mschat,#hschat
[221] #hschat,#ntchat
[219] #ntchat,#pblchat
[218] #pblchat,#apchat
[218] #apchat,#suptchat

Top Word Pairs in Tweet in G3:
[163] #scichat,#scicomm
[47] mark,calendar
[38] calendar,register
[32] ncse,mark
[26] climate,change
[19] greta,thunberg
[19] thunberg,releasing
[19] releasing,book
[19] book,autumn
[19] autumn,aims

Top Word Pairs in Tweet in G4:
[70] 3d,printer
[67] use,3d
[66] #3dthursday,retweet
[66] retweet,comment
[66] comment,sharing
[66] sharing,use
[66] printer,class
[66] class,entered
[65] savvaslearning,#3dthursday
[40] gift,card

Top Word Pairs in Tweet in G5:
[26] #designthinking,dr
[26] dr,shaun
[26] shaun,fickling
[26] fickling,#fsl
[26] #fsl,deep
[26] deep,developing
[26] developing,ideas
[26] ideas,#innovation
[26] #innovation,based
[26] based,company

Top Word Pairs in Tweet in G6:
[18] #learning,#edleadership
[18] #edtech,#engchat
[15] #edchat,#k12
[15] #k12,#learning
[15] #edleadership,#edtech
[15] #engchat,#literacy
[15] #literacy,#scichat
[13] #scichat,#mathchat
[11] #mathchat,#edreform
[6] #mathchat,#scichat

Top Word Pairs in Tweet in G7:
[39] #edchat,#k12
[37] #k12,#learning
[31] #learning,#edleadership
[29] #edleadership,#edtech
[14] #edtech,#engchat
[14] english_jrf,ugc
[14] ugc,net
[14] net,guidance
[14] guidance,ace
[14] ace,exam

Top Word Pairs in Tweet in G8:
[45] life,inside
[45] inside,#cell
[45] #cell,videoed
[45] videoed,under
[45] under,microscope
[45] microscope,#nucleus
[45] #nucleus,green
[44] contribute,energy
[43] green,#mitochondria
[43] #mitochondria,yellow

Top Word Pairs in Tweet in G9:
[24] #sschat,#scichat
[19] #tlchat,#sschat
[16] #scichat,#edchat
[14] #primarysources,#tlchat
[9] #edchat,#scichat
[9] caring,earth
[9] engage,students
[9] earthquake,happen
[9] happen,explore
[9] explore,forces

Top Word Pairs in Tweet in G10:
[14] cats,lick
[14] lick,make
[14] make,everything
[14] everything,smell
[14] smell,same
[14] same,part
[14] part,group
[14] group,companimalpsych
[14] companimalpsych,thank
[14] thank,dr

Top Replied-To
Top Replied-To in Entire Graph:
@rutgersaltroute
@savvaslearning
@liverfig
@stevebrusatte
@iste
@meganjherbert
@unesco_mgiep
@leedugatkin
@drlabos
@juststephj

Top Replied-To in G2:
@ascd

Top Replied-To in G3:
@stevebrusatte
@jenniferraff
@drlabos
@leedugatkin
@meganjherbert

Top Replied-To in G4:
@savvaslearning

Top Replied-To in G5:
@liverfig
@celaurie
@ianjamesyoung70
@juststephj

Top Replied-To in G9:
@iste
@unesco_mgiep
@saintfester

Top Replied-To in G10:
@k_zackowski

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@gwardis
@savvaslearning
@paulenderle
@gbheducation
@tcea
@medicinehatnews
@weareteachers

Top Mentioned in G1:
@garym
@praxismedhat
@ncse
@gwardis
@gbheducation
@medicinehatnews
@sciencebuddies
@novaeducation
@weareteachers
@savvaslearning

Top Mentioned in G2:
@ncse
@garym
@paulenderle
@tcea
@weareteachers
@mguhlin
@praxismedhat
@edutopia
@laelaps
@pj_saez

Top Mentioned in G3:
@ncse
@laelaps
@ct_bergstrom
@jevinwest
@michaelemann
@meganjherbert
@micha
@leedugatkin
@garym

Top Mentioned in G4:
@savvaslearning
@flinnscientific
@edutopia
@thestevieawards
@ramymahmoud21
@banlohannon
@jdeinhammer
@gergeselissar
@dasthannah
@chrismooresci

Top Mentioned in G5:
@deepgreendesign
@scienceworldtr
@drcarlottaberry
@youtube
@twitterspaces
@nickijolie73
@blackstemusa
@randomaxon
@cbr_ubc

Top Mentioned in G6:
@belkhattare
@weteachmfl
@pburkevt

Top Mentioned in G7:
@english_jrf
@jrsowash
@paulsolarz
@onlineclassusa
@arizonaeducator
@eduvickys
@wsgsc
@teachconnect_in
@edulastic
@biodigitalhuman

Top Mentioned in G8:
@pj_saez
@focalplane_jcs

Top Mentioned in G9:
@saintfester
@natgeoeducation
@psntps
@jorgedoespbl
@parkbasedlearn
@educountswnit
@natlparkservice
@unesco
@indianadunesnps
@iste

Top Mentioned in G10:
@bunsenbernerbmd
@companimalpsych
@k_zackowski
@bigblackwolf188
@maireadmontague

Top Tweeters
Top Tweeters in Entire Graph:
@cybersecurityn8
@jfsebastian146
@bob_stinson1234
@twitchsie
@fabriciosx
@ronaldclarke
@its_coachnorman
@carolmaewy
@ml_tweet_bot
@andrewmorrisuk

Top Tweeters in G1:
@ml_tweet_bot
@andrewmorrisuk
@education_24x7
@artallks
@globeandmail
@slate
@nasrene41
@swentol
@forbes
@cnn

Top Tweeters in G2:
@twitchsie
@its_coachnorman
@ssxman2
@brlanray
@hlthiskrieger
@alicekeeler
@superteamup
@korybing
@stem_nastics
@npr

Top Tweeters in G3:
@jfsebastian146
@bob_stinson1234
@noybsk2017
@neilyoungsaveus
@eco1start
@halleverkehrt
@molliekatie
@dazilmz
@rmathematicus
@theleftyleftie

Top Tweeters in G4:
@jonilovevwbugs
@nicoleschoice1
@yesmomcandoit
@kimberlilarae
@ilonab1980
@nikkibankert34
@neonbeaver
@smethvin
@twenteries
@cl2n2

Top Tweeters in G5:
@cybersecurityn8
@fabriciosx
@torontostar
@designthinkbot
@deepgreendesign
@sprintbaseb
@drcaberry
@madcounter
@bilongma
@jr3597

Top Tweeters in G6:
@mrsmurat
@jarowell
@raspberryberet3
@dgburris
@pburkevt
@uf_ifas
@nytimeslearning
@medialiteracyed
@daydreamedu
@ridoradeola

Top Tweeters in G7:
@irasocol
@teacher2teacher
@jc_james_clark
@paulsolarz
@mk13of
@stoupasteresa
@reelresearch
@novapbs
@compostjesus
@naemmanuele

Top Tweeters in G8:
@rafaelg21253842
@_tlr_
@olu_gh
@andthehouserock
@flexi23
@phdgprotein86
@drellenlemosy
@okanecahir
@uraeus_nefer
@joachimgoedhart

Top Tweeters in G9:
@grammasheri
@iste
@missfield5
@johnshopkins
@unesco
@psntps
@librarycongress
@curiosity_films
@jorgedoespbl
@mwniehoff

Top Tweeters in G10:
@carolmaewy
@llhawaii
@jmedeiros71
@rudefulk
@sbram94
@mpweirdopodcast
@santanumalbum
@steeverv73
@sweettiki13
@terminus_verge