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scichat_2022-08-12_17-16-48.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2022
Short Description:
scichat via NodeXL https://bit.ly/3Ajwspp
@garym
@ncse
@praxismedhat
@bunsenbernerbmd
@educationbnb
@savvaslearning
@paulenderle
@flinnscientific
@ericcurts
@weareteachers

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

Description:
Description
The graph represents a network of 1,519 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, 13 August 2022 at 00:31 UTC.

The requested start date was Saturday, 13 August 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 103-day, 0-hour, 49-minute period from Sunday, 01 May 2022 at 00:24 UTC to Friday, 12 August 2022 at 01:13 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 : 1519
Unique Edges : 1254
Edges With Duplicates : 8851
Total Edges : 10105
Number of Edge Types : 5
Mentions : 823
Retweet : 3639
MentionsInRetweet : 4429
Tweet : 1177
Replies to : 37
Self-Loops : 1646
Reciprocated Vertex Pair Ratio : 0.032495164410058
Reciprocated Edge Ratio : 0.0629449231922068
Connected Components : 89
Single-Vertex Connected Components : 47
Maximum Vertices in a Connected Component : 1322
Maximum Edges in a Connected Component : 9802
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.517818
Graph Density : 0.00115749474595397
Modularity : 0.216146
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 1,519 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, 13 August 2022 at 00:31 UTC.

The requested start date was Saturday, 13 August 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 103-day, 0-hour, 49-minute period from Sunday, 01 May 2022 at 00:24 UTC to Friday, 12 August 2022 at 01:13 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:
[42] https://www.controlaltachieve.com/p/science-links.html
[27] https://twitch.tv/sciencestreams
[23] https://twitter.com/i/spaces/1BRJjnPldgdJw
[15] https://www.flinnsci.com/science-behind/ice-cream/
[13] https://link.medium.com/tTQMvpBajsb
[13] https://www.weareteachers.com/free-recycling-lesson-plans/
[13] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[13] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html
[13] https://www.edutopia.org/article/7-things-teachers-say-create-supportive-classroom
[13] https://twitter.com/i/spaces/1MnGnkvvWNBJO

Top URLs in Tweet in G1:
[16] https://twitch.tv/sciencestreams
[11] https://www.wired.com/story/why-the-search-for-life-on-mars-is-happening-in-canadas-arctic/?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=wired&utm_social-type=earned
[10] https://www.cbc.ca/news/science/monarch-butterflies-rise-1.6464231?__vfz=medium%3Dsharebar
[9] https://link.medium.com/tTQMvpBajsb
[9] https://educatoral.wordpress.com/2022/07/03/sharing-diigo-links-and-resources-weekly-226/
[8] https://scitechdaily.com/what-is-monkeypox-a-microbiologist-explains-whats-known-about-this-disease/
[7] https://www.technologynetworks.com/immunology/news/harmful-bacteria-can-survive-on-plastic-waste-washed-up-on-beaches-362125#.YpYnyymg49c.twitter
[7] https://www.natureconservancy.ca/en/blog/archive/ick-its-a-tick-tips-for-tick-safety.html?utm_source=eblast
[6] https://www.worldturtleday.org/
[6] https://scitechdaily.com/scientists-successfully-reconstruct-ancient-genome-using-a-600-year-old-mummy/

Top URLs in Tweet in G2:
[10] https://twitch.tv/sciencestreams
[9] https://ncse.ngo/california-freethought-award-ncses-eugenie-c-scott
[7] https://ncse.ngo/reminder-about-ncses-youtube-channel
[7] https://yaleclimateconnections.org/2022/05/plant-species-can-migrate-in-response-to-climate-change/
[6] https://www.the-scientist.com/news-opinion/marilyn-fogel-biogeochemist-and-isotope-queen-dies-at-69-70064
[6] https://yaleclimateconnections.org/2022/06/australia-lists-koala-as-an-endangered-species-across-most-of-its-range/
[6] 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
[5] https://www.the-scientist.com/news-opinion/penguins-are-among-the-world-s-slowest-evolving-birds-study-70249
[4] https://www.mcgill.ca/oss/article/general-science/babies-botulism-and-honey
[4] https://link.medium.com/tTQMvpBajsb

Top URLs in Tweet in G3:
[9] https://www.flinnsci.com/science-behind/ice-cream/
[4] https://www.flinnsci.com/dry-ice-color-show/dc10417/
[3] https://www.flinnsci.com/flinn-freebies/monthly-lab-activities/
[3] https://www.flinnsci.com/singing-tube-demonstration/dc10568/
[3] https://solarsystem.nasa.gov/planets/earth/overview/
[2] https://www.flinnsci.com/straw-half-life/dc91669/
[2] https://www.flinnsci.com/fruit-floats/dc10319/
[2] https://www.flinnsci.com/about-us/company-history/
[2] https://www.edutopia.org/article/how-use-5e-model-your-science-classroom
[2] https://www.edutopia.org/article/how-give-science-lessons-real-world-boost

Top URLs in Tweet in G4:
[22] https://twitter.com/i/spaces/1BRJjnPldgdJw
[7] https://twitter.com/i/spaces/1MnxnkDBjZjKO
[5] https://www.buzzsprout.com/413041/10962518-scichat-liliian-maher-from-the-middle-island-penguin-project.mp3
[3] https://twitter.com/i/spaces/1vOxwyybmZPGB
[1] https://twitter.com/i/spaces/1dRKZlmpymNJB
[1] https://twitter.com/i/web/status/1536692998670413824
[1] https://www.buzzsprout.com/413041/10962518
[1] https://twitter.com/i/web/status/1533844582160470016
[1] https://twitter.com/i/spaces/1eaKbNNvBZRKX
[1] https://twitter.com/i/spaces/1djxXPlXXBNxZ

Top URLs in Tweet in G5:
[13] https://www.edutopia.org/article/7-things-teachers-say-create-supportive-classroom
[13] https://twitter.com/english_jrf/status/1520667530053885953/photo/1
[8] https://www.edutopia.org/article/research-life-changing-teaching
[7] https://www.edutopia.org/article/relationship-building-day-1
[5] https://shakeuplearning.com/blog/10-chrome-tips-and-tricks-for-teachers-and-students-suls0165/
[4] https://www.innovationtraining.org/design-thinking-for-teachers/
[4] https://www.edutopia.org/article/we-drastically-underestimate-importance-brain-breaks
[4] https://www.gettingsmart.com/2022/05/31/10-steps-to-develop-great-learners-i-am-a-parent-not-a-teacher/
[3] https://www.edweek.org/teaching-learning/is-homework-a-waste-of-time-teachers-weigh-in/2022/04
[3] https://journalbuddies.com/

Top URLs in Tweet in G6:
[4] http://litfiles.co/
[3] https://39576jpcq3vv9z6stgj-qc0zd6.hop.clickbank.net/
[3] https://play.google.com/store/apps/details?id=com.invincyx.litfiles
[2] https://knowledge-fort.com/
[2] http://www.teachconnect.in
[2] https://onlineclasshelpusa.com/
[2] https://elizabethtown.tedk12.com/hire/Index.aspx
[1] https://twitter.com/i/web/status/1537308373057675264
[1] https://twitter.com/i/web/status/1541302512577396736
[1] https://www.litfiles.co/

Top URLs in Tweet in G7:
[3] https://www.internet4classrooms.com/links_grades_kindergarten_12/july4.htm
[1] https://twitter.com/wewright1234/status/1518604599153901568
[1] https://twitter.com/melindalyonnpsd/status/1522226519875235840
[1] https://twitter.com/i/web/status/1522678813284614151
[1] https://twitter.com/mashable/status/1526206082682695681
[1] https://twitter.com/NASA/status/1525143510181085186
[1] https://twitter.com/i/web/status/1526232231727054850
[1] https://twitter.com/ct_bergstrom/status/1526440957129859072
[1] https://imascientist.us/teachers?twitter=
[1] https://www.schoolspring.com/job.cfm?jid=3889208

Top URLs in Tweet in G8:
[1] https://www.pbslearningmedia.org/resource/phy03.sci.phys.energy.hooverelec/hoover-dam-and-hydroelectric-power/
[1] https://www.edutopia.org/article/outdoor-science-lessons-foster-environmental-stewardship
[1] https://www.pbslearningmedia.org/resource/nvoooe-sci-whymetalrust/why-does-metal-rust-out-of-our-elements/
[1] https://www.pbslearningmedia.org/resource/phy03.sci.phys.matter.kaboom/pyrotechnics-its-elemental/
[1] https://www.pbs.org/newshour/classroom/2022/07/how-new-technologies-accelerate-spread-of-conspiracy-theories/
[1] https://www.pbs.org/newshour/classroom/2022/06/arrests-made-in-murder-of-journalist-indigenous-activist-in-the-amazon-and-other-news-for-june-20-2022/
[1] https://www.pbs.org/newshour/classroom/2022/05/selfie-of-our-galaxys-black-hole-marks-new-era-in-space-science/
[1] https://www.pbs.org/newshour/classroom/2022/05/6-things-for-students-to-know-about-monkeypox/
[1] https://mass.pbslearningmedia.org/resource/nvbb22-sci-mimickingnanostructures/mimicking-butterfly-nanostructures-to-improve-solar-cells-butterfly-blueprints/
[1] https://www.pbslearningmedia.org/collection/universe/home/

Top URLs in Tweet in G9:
[8] https://www.weareteachers.com/free-recycling-lesson-plans/
[7] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[1] https://www.weareteachers.com/kindergarten-science-activities/?utm_medium=Social&utm_source=Twitter#Echobox=1657979673
[1] https://www.weareteachers.com/kindergarten-science-activities/?utm_medium=Social&utm_source=Twitter#Echobox=1651603729
[1] https://www.weareteachers.com/free-science-videos/?utm_medium=Social&utm_source=Twitter#Echobox=1650560959-1
[1] https://www.weareteachers.com/free-science-videos/?utm_medium=Social&utm_source=Twitter#Echobox=1654192082
[1] https://www.weareteachers.com/writing-and-social-emotional-growth/

Top URLs in Tweet in G10:
[36] https://www.controlaltachieve.com/p/science-links.html
[2] http://www.peepandthebigwideworld.com/en/
[1] https://stars.chromeexperiments.com/
[1] https://twitter.com/i/web/status/1537042237925773312

Top Domains
Top Domains in Tweet in Entire Graph:
[307] twitter.com
[186] scitechdaily.com
[72] edutopia.org
[72] cbc.ca
[59] nature.com
[55] phys.org
[49] flinnsci.com
[48] futurity.org
[48] wordpress.com
[46] theguardian.com

Top Domains in Tweet in G1:
[183] scitechdaily.com
[115] twitter.com
[69] cbc.ca
[47] futurity.org
[45] wordpress.com
[44] phys.org
[44] nature.com
[37] theconversation.com
[35] sciencenews.org
[35] sciencebuddies.org

Top Domains in Tweet in G2:
[28] ncse.ngo
[28] twitter.com
[17] theguardian.com
[15] nytimes.com
[14] yaleclimateconnections.org
[14] the-scientist.com
[14] nodexlgraphgallery.org
[13] nature.com
[10] twitch.tv
[10] medium.com

Top Domains in Tweet in G3:
[29] flinnsci.com
[7] savvas.com
[6] edutopia.org
[4] twitter.com
[3] nasa.gov
[1] ow.ly
[1] conservation.org
[1] edweb.net
[1] npr.org
[1] snexplores.org

Top Domains in Tweet in G4:
[38] twitter.com
[6] buzzsprout.com

Top Domains in Tweet in G5:
[57] edutopia.org
[43] twitter.com
[14] edweek.org
[14] blogspot.com
[13] gettingsmart.com
[11] tcea.org
[11] shakeuplearning.com
[8] edsurge.com
[6] teachthought.com
[6] journalbuddies.com

Top Domains in Tweet in G6:
[5] twitter.com
[5] litfiles.co
[3] clickbank.net
[3] google.com
[3] onlineclasshelpusa.com
[2] knowledge-fort.com
[2] teachconnect.in
[2] wordpress.com
[2] phgw.org
[2] tedk12.com

Top Domains in Tweet in G7:
[18] twitter.com
[3] internet4classrooms.com
[2] onlineclasshelpusa.com
[2] google.com
[1] imascientist.us
[1] schoolspring.com
[1] fiverr.com
[1] southernteachers.com
[1] co.uk
[1] bit.ly

Top Domains in Tweet in G8:
[24] pbslearningmedia.org
[6] twitter.com
[4] pbs.org
[1] edutopia.org
[1] nga.org
[1] namleconference.net

Top Domains in Tweet in G9:
[13] weareteachers.com
[7] thesciencepenguin.com

Top Domains in Tweet in G10:
[36] controlaltachieve.com
[2] peepandthebigwideworld.com
[1] chromeexperiments.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2746] scichat
[661] edchat
[571] scicomm
[533] stem
[485] edtech
[398] science
[283] d123
[283] sschat
[236] cpchat
[233] mschat



Top Hashtags in Tweet in G1:
[1427] scichat
[402] stem
[294] science
[153] scicomm
[117] biology
[109] scied
[106] evolution
[105] edchat
[88] environment
[70] cdnsci

Top Hashtags in Tweet in G2:
[490] scichat
[392] scicomm
[28] edchat
[26] stem
[22] science
[22] edtech
[17] learning
[15] d123
[12] scied
[11] cpchat

Top Hashtags in Tweet in G3:
[79] scichat
[67] 3dthursday
[39] nationaldonutday
[15] chemchat
[12] stem
[7] chemed
[6] edchat
[5] teacherappreciationweek
[5] mathchat
[4] edtech

Top Hashtags in Tweet in G4:
[23] spaces
[13] scichat

Top Hashtags in Tweet in G5:
[307] edchat
[288] edtech
[261] d123
[220] cpchat
[220] scichat
[201] elemchat
[189] mschat
[176] hschat
[171] ntchat
[170] kinderchat

Top Hashtags in Tweet in G6:
[115] edchat
[113] k12
[106] learning
[94] scichat
[67] edtech
[65] edleadership
[55] engchat
[53] literacy
[36] junioreinsteins
[35] mathchat

Top Hashtags in Tweet in G7:
[46] scichat
[25] edchat
[14] k12
[14] edtech
[13] learning
[12] engchat
[12] edleadership
[11] mathchat
[9] literacy
[9] edreform

Top Hashtags in Tweet in G8:
[38] scichat
[17] science
[4] sschat
[3] stem
[3] namle22
[2] edutwitter
[2] medialiteracy
[2] nsta22
[2] astronomy101
[2] teachers

Top Hashtags in Tweet in G9:
[34] scichat
[17] scienceclassroom
[15] teachertwitter
[9] edchat
[7] learning
[7] stem
[2] iteachkinder
[1] d123
[1] edtech
[1] cpchat

Top Hashtags in Tweet in G10:
[37] scichat
[36] controlaltachieve
[1] edtech
[1] edutwitter
[1] mathchat
[1] chromeexperiment

Top Words
Top Words in Tweet in Entire Graph:
[2742] #scichat
[983] garym
[843] science
[753] ncse
[659] #edchat
[571] #scicomm
[533] #stem
[485] #edtech
[403] #science
[346] news

Top Words in Tweet in G1:
[1425] #scichat
[859] garym
[466] science
[402] #stem
[294] #science
[266] news
[229] ncse
[196] gwardis
[181] climate
[177] latest

Top Words in Tweet in G2:
[521] ncse
[490] #scichat
[392] #scicomm
[117] garym
[112] science
[82] book
[71] climate
[59] ncse's
[58] world
[55] mark

Top Words in Tweet in G3:
[85] savvaslearning
[84] flinnscientific
[79] #scichat
[70] use
[69] 3d
[68] printer
[68] class
[67] #3dthursday
[64] retweet
[64] comment

Top Words in Tweet in G4:
[184] scichat
[181] bunsenbernerbmd
[63] middle
[63] island
[56] come
[48] audio
[43] week
[38] time
[37] learn
[34] tomorrow

Top Words in Tweet in G5:
[305] #edchat
[288] #edtech
[261] #d123
[220] #scichat
[219] #cpchat
[201] #elemchat
[189] #mschat
[175] #hschat
[171] #ntchat
[170] #kinderchat

Top Words in Tweet in G6:
[115] #edchat
[113] #k12
[106] #learning
[94] #scichat
[67] #edtech
[65] #edleadership
[55] #engchat
[53] #literacy
[36] #junioreinsteins
[35] #mathchat

Top Words in Tweet in G7:
[46] #scichat
[25] #edchat
[14] #k12
[14] #edtech
[13] #learning
[12] #engchat
[12] #edleadership
[11] #mathchat
[9] #literacy
[9] #edreform

Top Words in Tweet in G8:
[36] #scichat
[35] students
[26] newshourextra
[19] novaeducation
[18] science
[18] use
[18] resource
[17] pbs
[17] news
[17] ask

Top Words in Tweet in G9:
[45] science
[36] weareteachers
[34] #scichat
[17] free
[17] videos
[17] options
[17] pre
[17] high
[17] school
[17] enjoy

Top Words in Tweet in G10:
[38] science
[37] #scichat
[36] 100's
[36] best
[36] edtech
[36] links
[36] curated
[36] each
[36] month
[36] #controlaltachieve

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[395] #scichat,#scicomm
[266] #edchat,#edtech
[264] #d123,#edchat
[231] #edtech,#cpchat
[222] #sschat,#scichat
[210] #cpchat,#elemchat
[201] #stem,#scichat
[193] #science,#scichat
[191] #elemchat,#mschat
[179] latest,praxis

Top Word Pairs in Tweet in G1:
[183] #stem,#scichat
[183] #science,#scichat
[171] latest,praxis
[171] praxis,science
[171] science,outreach
[171] outreach,'science
[171] 'science,smarts'
[171] smarts',column
[166] medicine,news
[161] column,medicine

Top Word Pairs in Tweet in G2:
[301] #scichat,#scicomm
[52] mark,calendar
[44] #scicomm,#scichat
[43] climate,change
[42] ncse,mark
[41] calendar,register
[37] discusses,book
[31] last,days
[31] days,dinosaurs
[31] news,death

Top Word Pairs in Tweet in G3:
[68] 3d,printer
[65] use,3d
[64] #3dthursday,retweet
[64] retweet,comment
[64] comment,sharing
[64] sharing,use
[64] printer,class
[64] class,entered
[63] savvaslearning,#3dthursday
[40] gift,card

Top Word Pairs in Tweet in G4:
[63] middle,island
[37] come,learn
[30] island,penguin
[30] penguin,project
[29] audio,show
[26] bunsenbernerbmd,hi
[25] thrilled,wboolpenguins
[25] wboolpenguins,middle
[25] project,tuesday
[25] tuesday,night

Top Word Pairs in Tweet in G5:
[249] #d123,#edchat
[242] #edchat,#edtech
[219] #edtech,#cpchat
[199] #cpchat,#elemchat
[188] #elemchat,#mschat
[173] #mschat,#hschat
[170] #hschat,#ntchat
[168] #ntchat,#pblchat
[167] #pblchat,#apchat
[167] #apchat,#suptchat

Top Word Pairs in Tweet in G6:
[101] #edchat,#k12
[72] #k12,#learning
[65] #learning,#edleadership
[62] #edleadership,#edtech
[52] #edtech,#engchat
[52] #engchat,#literacy
[52] #literacy,#scichat
[34] #scichat,#mathchat
[30] #k12,#scichat
[28] #junioreinsteins,#stem

Top Word Pairs in Tweet in G7:
[10] #learning,#edleadership
[10] #edchat,#k12
[9] #scichat,#mathchat
[9] #engchat,#literacy
[9] #literacy,#scichat
[9] #k12,#learning
[9] #edleadership,#edtech
[9] #edtech,#engchat
[7] #mathchat,#edreform
[4] #edtech,#scichat

Top Word Pairs in Tweet in G8:
[14] #scichat,#science
[14] ask,stude
[11] third,arrest
[11] arrest,made
[11] made,murder
[11] murder,journalist
[11] journalist,indigenous
[11] indigenous,activist
[11] activist,amazon
[11] amazon,news

Top Word Pairs in Tweet in G9:
[17] free,science
[17] science,videos
[17] videos,options
[17] options,pre
[17] pre,high
[17] high,school
[17] school,enjoy
[17] enjoy,show
[17] show,#scichat
[17] #scichat,#scienceclassroom

Top Word Pairs in Tweet in G10:
[36] 100's,best
[36] best,science
[36] science,edtech
[36] edtech,links
[36] links,curated
[36] curated,each
[36] each,month
[36] month,#scichat
[36] #scichat,#controlaltachieve
[34] ericcurts,100's

Top Replied-To
Top Replied-To in Entire Graph:
@stevebrusatte
@savvaslearning
@iceageeurope
@americansunited
@medfieldscience
@iste
@carbonbrief
@ayanaeliza
@meganjherbert
@leedugatkin

Top Replied-To in G1:
@flinnscientific

Top Replied-To in G2:
@stevebrusatte
@iceageeurope
@jenniferraff
@laelaps
@thescientistllc
@leedugatkin
@meganjherbert
@ayanaeliza
@carbonbrief
@americansunited

Top Replied-To in G3:
@savvaslearning

Top Replied-To in G4:
@blackinchem

Top Replied-To in G5:
@ascd

Top Replied-To in G8:
@lindakekelis

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@gwardis
@praxismedhat
@bunsenbernerbmd
@flinnscientific
@paulenderle
@savvaslearning
@edutopia
@weareteachers

Top Mentioned in G1:
@garym
@ncse
@gwardis
@praxismedhat
@flinnscientific
@medicinehatnews
@gardenglen
@nature
@educatoral
@physorg_com

Top Mentioned in G2:
@ncse
@garym
@laelaps
@paulenderle
@praxismedhat
@scifri
@ct_bergstrom
@jevinwest
@pentaclethra
@savvaslearning

Top Mentioned in G3:
@flinnscientific
@savvaslearning
@edutopia
@praxismedhat
@thestevieawards
@compoundchem
@npr
@nasa
@ngssphenomena
@gergeselissar

Top Mentioned in G4:
@bunsenbernerbmd
@wboolpenguins
@tea_francis
@georgehrab
@jatetro
@bigblackwolf188
@twi
@maireadmontague
@deberlin88
@blackinchem

Top Mentioned in G5:
@paulenderle
@edutopia
@eduvickys
@e_sheninger
@getting_smart
@shakeuplearning
@teacher2teacher
@edsurge
@makerdeck
@creative3dprint

Top Mentioned in G6:
@threeamigos_co
@eduvickys
@junioreinsteins
@english_jrf
@teachersjourney
@lit_files
@eissupksb
@wsgsc
@teachconnect_in
@isaachieves

Top Mentioned in G7:
@pburkevt
@megandubee
@thejbclasses

Top Mentioned in G8:
@newshourextra
@novaeducation
@gbheducation
@pbsteachers
@newshour
@drrubidium
@nsta
@ngcproject
@stemnext
@gpbeducation

Top Mentioned in G9:
@weareteachers
@tcea
@paulenderle

Top Mentioned in G10:
@ericcurts
@middleweb

Top Tweeters
Top Tweeters in Entire Graph:
@kardonolimjadi
@jfsebastian146
@bob_stinson1234
@fabriciosx
@dataaugmented
@linda_u_w_a
@carolmaewy
@its_coachnorman
@ken_crichlow
@education_24x7

Top Tweeters in G1:
@jfsebastian146
@linda_u_w_a
@andrewmorrisuk
@artallks
@suestroud
@globeandmail
@eco1start
@alisonborealis
@forbes
@swentol

Top Tweeters in G2:
@bob_stinson1234
@ken_crichlow
@noybsk2017
@brlanray
@botfemale
@neilyoungsaveus
@dazilmz
@rmathematicus
@3pennymovies
@origamigryphon

Top Tweeters in G3:
@jonilovevwbugs
@nicoleschoice1
@yesmomcandoit
@kimberlilarae
@ilonab1980
@npr
@nikkibankert34
@neonbeaver
@smethvin
@twenteries

Top Tweeters in G4:
@kardonolimjadi
@carolmaewy
@auntsophie1
@llhawaii
@saranhe_aoo_598
@shellysherrchen
@rudefulk
@sbram94
@rachelintheoc
@jlustwerk

Top Tweeters in G5:
@ssxman2
@washingtonpost
@hlthiskrieger
@scalarhumanity
@rdene915
@educationweek
@chrispirillo
@teacher2teacher
@markj_ohnson
@ictevangelist

Top Tweeters in G6:
@education_24x7
@irasocol
@jc_james_clark
@jamesdevaney2
@paulsolarz
@teachersjourney
@mk13of
@stoupasteresa
@africainstitut2
@dswineyehs

Top Tweeters in G7:
@jarowell
@noapp4pedagogy
@raspberryberet3
@jcasatodd
@dgburris
@micwalker
@internet4classr
@pburkevt
@imascientist
@ga

Top Tweeters in G8:
@nihaustin
@richardweiner
@drrubidium
@_cest_la_vie_21
@googlemyrna
@pbsfortwayne
@alflint
@lpdoyle
@languorous_era
@garyorrell

Top Tweeters in G9:
@its_coachnorman
@1naturalzeta
@stpstservices
@cathywebsavvypr
@goldenapplefoun
@weareteachers
@rsamantha725
@educationsdotpk
@tcea
@firstweets

Top Tweeters in G10:
@maternellenum
@employnet_
@maggiev
@ericcurts
@aromanoecisd
@bethrihtar
@dm_altman
@techsavvysci
@intuition813
@mbethpelosky


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