scichat, Twitter, 8/27/2022 12:48:05 AM, 280768


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scichat_2022-08-26_17-16-48.xlsx
scichat_2022-08-26_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 27, 2022
Short Description:
scichat via NodeXL https://bit.ly/3POQEUB
@plugusin
@garym
@praxismedhat
@ncse
@bunsenbernerbmd
@tcea
@educationbnb
@savvaslearning
@paulenderle
@flinnscientific

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

Description:
Description
The graph represents a network of 2,420 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, 27 August 2022 at 00:33 UTC.

The requested start date was Saturday, 27 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 117-day, 0-hour, 45-minute period from Sunday, 01 May 2022 at 00:24 UTC to Friday, 26 August 2022 at 01:09 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 : 2420
Unique Edges : 1363
Edges With Duplicates : 11927
Total Edges : 13290
Number of Edge Types : 5
MentionsInRetweet : 5903
Mentions : 943
Retweet : 5045
Tweet : 1360
Replies to : 39
Self-Loops : 1910
Reciprocated Vertex Pair Ratio : 0.0248070562293275
Reciprocated Edge Ratio : 0.0484131253362023
Connected Components : 97
Single-Vertex Connected Components : 54
Maximum Vertices in a Connected Component : 2210
Maximum Edges in a Connected Component : 12957
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.480863
Graph Density : 0.000635123454470292
Modularity : 0.235577
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 2,420 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, 27 August 2022 at 00:33 UTC.

The requested start date was Saturday, 27 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 117-day, 0-hour, 45-minute period from Sunday, 01 May 2022 at 00:24 UTC to Friday, 26 August 2022 at 01:09 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:
[118] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[42] https://www.controlaltachieve.com/p/science-links.html
[28] https://twitch.tv/sciencestreams
[23] https://twitter.com/i/spaces/1BRJjnPldgdJw
[16] https://www.flinnsci.com/science-behind/ice-cream/
[13] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html
[13] https://link.medium.com/tTQMvpBajsb
[13] https://twitter.com/i/spaces/1MnGnkvvWNBJO
[13] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[13] https://www.edutopia.org/article/7-things-teachers-say-create-supportive-classroom

Top URLs in Tweet in G1:
[1] https://fabiodisalvo.com/2022/05/22/science-root-words/
[1] https://www.vox.com/down-to-earth/22949475/ocean-plastic-pollution-cleanup
[1] https://twitter.com/i/web/status/1526315312429289473
[1] https://www.theinertia.com/environment/phytoplankton-why-these-tiny-oceanic-creatures-are-essential-to-tackling-climate-change/
[1] https://www.nytimes.com/2021/09/21/science/how-humans-lost-their-tails.html
[1] https://www.theverge.com/2021/9/10/22666328/samsung-eco-friendly-sustainable-limited-edition-galaxy-watch-4-bands
[1] https://www.cbsnews.com/news/dinosaur-egg-embryo-fossilized-oviraptor-yingliang-ganzhou-china/?utm_source=pocket_mylist
[1] https://twitter.com/plugusin/status/1558438253656670210

Top URLs in Tweet in G2:
[17] 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/
[8] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[7] https://www.sciencenews.org/article/multiple-sclerosis-epstein-barr-virus-vaccines-treatments?utm_source=email&utm_medium=email&utm_campaign=latest-newsletter-v2&utm_source=Latest_Headlines&utm_medium=email&utm_campaign=Latest_Headlines
[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

Top URLs in Tweet in G3:
[13] https://twitter.com/i/spaces/1MnGnkvvWNBJO
[10] https://twitch.tv/sciencestreams
[8] https://ncse.ngo/california-freethought-award-ncses-eugenie-c-scott
[8] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html
[6] https://ncse.ngo/reminder-about-ncses-youtube-channel
[6] https://www.the-scientist.com/news-opinion/marilyn-fogel-biogeochemist-and-isotope-queen-dies-at-69-70064
[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
[6] https://yaleclimateconnections.org/2022/05/plant-species-can-migrate-in-response-to-climate-change/
[5] https://yaleclimateconnections.org/2022/06/australia-lists-koala-as-an-endangered-species-across-most-of-its-range/
[5] https://www.bbc.com/future/article/20220812-dinosaur-extinction-why-did-mammals-survive

Top URLs in Tweet in G4:
[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
[8] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[7] https://www.edutopia.org/article/relationship-building-day-1
[5] https://edtechteacher.org/summer
[5] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[5] https://shakeuplearning.com/blog/10-chrome-tips-and-tricks-for-teachers-and-students-suls0165/
[5] https://www.litfiles.co/
[4] https://www.innovationtraining.org/design-thinking-for-teachers/

Top URLs in Tweet in G5:
[100] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[35] https://www.controlaltachieve.com/p/science-links.html
[7] https://www.weareteachers.com/free-recycling-lesson-plans/
[6] https://thesciencepenguin.com/2022/05/3-top-tips-for-science-stations-success.html
[2] http://www.peepandthebigwideworld.com/en/
[1] https://stars.chromeexperiments.com/
[1] https://twitter.com/i/web/status/1537042237925773312

Top URLs in Tweet in G6:
[7] https://www.flinnsci.com/science-behind/ice-cream/
[5] https://www.flinnsci.com/straw-half-life/dc91669/
[4] https://www.flinnsci.com/dry-ice-color-show/dc10417/
[2] https://www.flinnsci.com/flinn-freebies/monthly-lab-activities/
[2] https://www.flinnsci.com/singing-tube-demonstration/dc10568/
[2] https://home.edweb.net/webinar/science20220818/
[2] https://www.flinnsci.com/pavo/teacher-trial/
[2] https://solarsystem.nasa.gov/planets/earth/overview/
[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 G7:
[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/1djxXPlXXBNxZ
[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

Top URLs in Tweet in G8:
[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 G9:
[3] https://www.innovatingplay.world/book
[2] https://twitter.com/johncroftnorton/status/1540684788931207168
[2] https://www.middleweb.com/47325/multitasking-mentor-texts-for-integrated-literacy/
[2] https://twitter.com/middleweb/status/1551286403555856385
[1] https://www.middleweb.com/47372/try-nonfiction-graphic-novels-to-engage-kids/
[1] https://twitter.com/i/web/status/1528520834742034435
[1] https://twitter.com/i/web/status/1536386127174815744
[1] https://twitter.com/i/web/status/1537037915833913344
[1] https://www.middleweb.com/47320/21-deep-pd-dives-just-right-for-summer-reading/
[1] https://twitter.com/middleweb/status/1544700305006362625

Top URLs in Tweet in G10:
[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/2022/07/how-new-technologies-accelerate-spread-of-conspiracy-theories/
[1] https://www.pbs.org/newshour/classroom/2022/05/6-things-for-students-to-know-about-monkeypox/
[1] https://www.nga.org/news/press-releases/governors-private-sector-education-leaders-advance-computer-science-education/
[1] https://namleconference.net/register-2022/

Top Domains
Top Domains in Tweet in Entire Graph:
[375] twitter.com
[220] scitechdaily.com
[133] tcea.org
[79] cbc.ca
[75] edutopia.org
[69] nature.com
[65] phys.org
[62] flinnsci.com
[59] futurity.org
[57] theguardian.com

Top Domains in Tweet in G1:
[2] twitter.com
[1] fabiodisalvo.com
[1] vox.com
[1] theinertia.com
[1] nytimes.com
[1] theverge.com
[1] cbsnews.com

Top Domains in Tweet in G2:
[215] scitechdaily.com
[154] twitter.com
[76] cbc.ca
[58] futurity.org
[54] phys.org
[53] nature.com
[49] wordpress.com
[42] sciencenews.org
[42] sciencebuddies.org
[41] theconversation.com

Top Domains in Tweet in G3:
[42] twitter.com
[27] ncse.ngo
[23] theguardian.com
[16] nytimes.com
[14] the-scientist.com
[13] yaleclimateconnections.org
[12] nature.com
[11] smithsonianmag.com
[11] phys.org
[10] twitch.tv

Top Domains in Tweet in G4:
[65] twitter.com
[62] edutopia.org
[23] tcea.org
[16] edweek.org
[15] blogspot.com
[15] gettingsmart.com
[14] youtube.com
[13] edsurge.com
[11] weareteachers.com
[11] shakeuplearning.com

Top Domains in Tweet in G5:
[100] tcea.org
[35] controlaltachieve.com
[7] weareteachers.com
[6] thesciencepenguin.com
[2] peepandthebigwideworld.com
[1] chromeexperiments.com
[1] twitter.com

Top Domains in Tweet in G6:
[30] flinnsci.com
[7] savvas.com
[6] edutopia.org
[4] twitter.com
[2] edweb.net
[2] nasa.gov
[1] conservation.org
[1] npr.org
[1] snexplores.org
[1] ow.ly

Top Domains in Tweet in G7:
[39] twitter.com
[6] buzzsprout.com

Top Domains in Tweet in G8:
[19] twitter.com
[3] internet4classrooms.com
[2] fiverr.com
[2] onlineclasshelpusa.com
[2] google.com
[1] imascientist.us
[1] schoolspring.com
[1] southernteachers.com
[1] co.uk
[1] bit.ly

Top Domains in Tweet in G9:
[11] twitter.com
[10] middleweb.com
[3] innovatingplay.world
[1] flinnsci.com
[1] controlaltachieve.com

Top Domains in Tweet in G10:
[4] pbs.org
[1] nga.org
[1] namleconference.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3154] scichat
[759] edchat
[668] scicomm
[642] stem
[538] edtech
[466] science
[330] d123
[312] sschat
[269] cpchat
[263] elemchat



Top Hashtags in Tweet in G1:
[7] scichat

Top Hashtags in Tweet in G2:
[1689] scichat
[468] stem
[346] science
[186] scicomm
[131] biology
[126] evolution
[121] scied
[113] edchat
[93] environment
[81] cdnsci

Top Hashtags in Tweet in G3:
[482] scichat
[428] scicomm
[26] stem
[16] science
[13] climatechange
[11] scied
[10] evolution
[9] cdnpoli
[9] edutwitter
[9] educhat

Top Hashtags in Tweet in G4:
[519] edchat
[497] scichat
[408] edtech
[321] d123
[264] cpchat
[245] elemchat
[221] mschat
[199] hschat
[196] pblchat
[195] learning

Top Hashtags in Tweet in G5:
[50] scichat
[35] controlaltachieve
[14] teachertwitter
[7] learning
[7] edchat
[6] stem
[1] edtech
[1] edutwitter
[1] mathchat
[1] chromeexperiment

Top Hashtags in Tweet in G6:
[80] scichat
[67] 3dthursday
[39] nationaldonutday
[14] chemchat
[11] stem
[10] chemed
[5] scienceeducation
[5] edchat
[5] teacherappreciationweek
[5] mathchat

Top Hashtags in Tweet in G7:
[23] spaces
[13] scichat

Top Hashtags in Tweet in G8:
[52] scichat
[31] edchat
[19] k12
[19] edtech
[18] learning
[17] engchat
[17] edleadership
[16] literacy
[13] mathchat
[10] edreform

Top Hashtags in Tweet in G9:
[55] scichat
[37] sschat
[37] educoach
[32] elachat
[27] mschat
[18] mathchat
[17] engchat
[14] literacy
[11] reading
[11] ntchat

Top Hashtags in Tweet in G10:
[9] scichat
[5] sschat
[3] edchat
[3] teachertwitter
[3] edutwitter
[3] namle22
[2] mschat
[2] nsta22
[2] stem
[2] medialiteracy

Top Words
Top Words in Tweet in Entire Graph:
[3150] #scichat
[1796] science
[1162] garym
[1030] students
[908] ncse
[860] teachers
[812] teaching
[788] amazing
[780] resource
[763] understand

Top Words in Tweet in G1:
[689] resource
[689] science
[689] teaching
[688] plugusin
[687] pretty
[687] amazing
[687] teachers
[687] believe
[687] students
[687] understand

Top Words in Tweet in G2:
[1685] #scichat
[1014] garym
[576] science
[468] #stem
[346] #science
[306] news
[302] ncse
[233] gwardis
[208] latest
[204] climate

Top Words in Tweet in G3:
[496] ncse
[482] #scichat
[428] #scicomm
[86] garym
[84] book
[75] science
[71] climate
[56] ncse's
[55] world
[50] human

Top Words in Tweet in G4:
[517] #edchat
[497] #scichat
[408] #edtech
[321] #d123
[263] #cpchat
[245] #elemchat
[221] #mschat
[198] #hschat
[196] #pblchat
[195] #learning

Top Words in Tweet in G5:
[157] science
[110] tcea
[102] interactive
[101] more
[100] explore
[100] bookmark
[100] periodic
[100] tables
[100] elements
[100] make

Top Words in Tweet in G6:
[85] savvaslearning
[80] #scichat
[75] flinnscientific
[72] use
[69] 3d
[68] class
[68] printer
[67] #3dthursday
[64] retweet
[64] comment

Top Words in Tweet in G7:
[215] scichat
[210] bunsenbernerbmd
[67] week
[63] middle
[63] island
[60] audio
[56] come
[44] tuesday
[41] tea_francis
[40] hi

Top Words in Tweet in G8:
[52] #scichat
[31] #edchat
[19] #k12
[19] #edtech
[18] #learning
[17] #engchat
[17] #edleadership
[16] #literacy
[13] #mathchat
[10] #edreform

Top Words in Tweet in G9:
[55] #scichat
[39] weather
[38] middleweb
[37] #sschat
[37] #educoach
[32] #elachat
[27] #mschat
[19] class
[18] #mathchat
[17] #engchat

Top Words in Tweet in G10:
[22] newshourextra
[16] news
[16] ask
[16] science
[15] students
[13] stude
[11] indigenous
[11] amazon
[11] sources
[10] third

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[735] science,teachers
[718] students,understand
[714] teaching,students
[713] pretty,amazing
[713] amazing,resource
[713] resource,science
[713] teachers,believe
[713] believe,teaching
[713] understand,roots
[709] roots,prefixes

Top Word Pairs in Tweet in G1:
[687] pretty,amazing
[687] amazing,resource
[687] resource,science
[687] science,teachers
[687] teachers,believe
[687] believe,teaching
[687] teaching,students
[687] students,understand
[687] understand,roots
[687] roots,prefixes

Top Word Pairs in Tweet in G2:
[215] #stem,#scichat
[202] #science,#scichat
[199] latest,praxis
[199] praxis,science
[199] science,outreach
[199] outreach,'science
[199] 'science,smarts'
[199] smarts',column
[189] medicine,news
[184] column,medicine

Top Word Pairs in Tweet in G3:
[337] #scichat,#scicomm
[46] mark,calendar
[41] #scicomm,#scichat
[38] calendar,register
[36] climate,change
[35] news,death
[33] discusses,book
[33] ncse,mark
[30] sad,news
[29] riley,black

Top Word Pairs in Tweet in G4:
[300] #d123,#edchat
[291] #edchat,#edtech
[258] #edtech,#cpchat
[236] #cpchat,#elemchat
[217] #elemchat,#mschat
[196] #mschat,#hschat
[193] #hschat,#ntchat
[191] #ntchat,#pblchat
[190] #pblchat,#apchat
[190] #apchat,#suptchat

Top Word Pairs in Tweet in G5:
[100] explore,bookmark
[100] bookmark,periodic
[100] periodic,tables
[100] tables,elements
[100] elements,make
[100] make,science
[100] science,bit
[100] bit,more
[100] more,interactive
[99] tcea,explore

Top Word Pairs in Tweet in G6:
[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 G7:
[63] middle,island
[37] come,learn
[37] bunsenbernerbmd,hi
[32] 9pm,eastern
[31] audio,shows
[30] island,penguin
[30] penguin,project
[29] audio,show
[25] thrilled,wboolpenguins
[25] wboolpenguins,middle

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

Top Word Pairs in Tweet in G9:
[28] #sschat,#scichat
[18] #elachat,#sschat
[17] weather,reporting
[15] #mschat,#elachat
[14] level,weather
[14] set,seesaw
[14] seesaw,class
[14] class,create
[14] create,weather
[14] weather,folder

Top Word Pairs in Tweet in G10:
[13] ask,stude
[10] third,arrest
[10] arrest,made
[10] made,murder
[10] murder,journalist
[10] journalist,indigenous
[10] indigenous,activist
[10] activist,amazon
[10] amazon,news
[10] news,june

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

Top Replied-To in G2:
@flinnscientific
@medfieldscience

Top Replied-To in G3:
@stevebrusatte
@jenniferraff
@laelaps
@thescientistllc
@naomioreskes
@meganjherbert
@ayanaeliza
@carbonbrief
@leedugatkin
@iceageeurope

Top Replied-To in G4:
@ascd

Top Replied-To in G6:
@savvaslearning

Top Replied-To in G7:
@blackinchem

Top Replied-To in G10:
@spockresists

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@plugusin
@gwardis
@praxismedhat
@bunsenbernerbmd
@flinnscientific
@paulenderle
@tcea
@savvaslearning

Top Mentioned in G1:
@plugusin
@rgesthuizen

Top Mentioned in G2:
@garym
@ncse
@gwardis
@praxismedhat
@flinnscientific
@medicinehatnews
@sciencebuddies
@gbheducation
@physorg_com
@nature

Top Mentioned in G3:
@ncse
@garym
@laelaps
@deepgreendesign
@drcarlottaberry
@stevebrusatte
@scifri
@ct_bergstrom
@jevinwest
@michaelemann

Top Mentioned in G4:
@paulenderle
@ncse
@garym
@edutopia
@weareteachers
@eduvickys
@flinnscientific
@junioreinsteins
@praxismedhat
@english_jrf

Top Mentioned in G5:
@tcea
@ericcurts
@plugusin
@weareteachers
@mguhlin

Top Mentioned in G6:
@savvaslearning
@flinnscientific
@edutopia
@thestevieawards
@compoundchem
@ngssphenomena
@npr
@nasa
@gergeselissar
@jdeinhammer

Top Mentioned in G7:
@bunsenbernerbmd
@tea_francis
@wboolpenguins
@georgehrab
@jatetro
@bigblackwolf188
@twi
@maireadmontague
@deberlin88
@blackinchem

Top Mentioned in G8:
@pburkevt
@megandubee
@thejbclasses

Top Mentioned in G9:
@middleweb
@seesaw
@jlabar2me
@ncte
@jserravallo
@amle
@naesp
@ncssnetwork
@sho
@stemteachtools

Top Mentioned in G10:
@newshourextra
@newshour
@nsta
@vicpasquantonio
@alexcitytitans
@savvaslearning
@medialiteracyed

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:
@lookforsun
@gvg1
@twistedmilkyway
@aldoaria
@phunphunphun
@kiptw
@locat66
@grahamandre
@deborahyearyddd
@piecorbett

Top Tweeters in G2:
@jfsebastian146
@linda_u_w_a
@andrewmorrisuk
@artallks
@suestroud
@globeandmail
@eco1start
@alisonborealis
@forbes
@swentol

Top Tweeters in G3:
@bob_stinson1234
@fabriciosx
@ken_crichlow
@noybsk2017
@botfemale
@neilyoungsaveus
@dazilmz
@rmathematicus
@3pennymovies
@origamigryphon

Top Tweeters in G4:
@its_coachnorman
@ssxman2
@brlanray
@washingtonpost
@hlthiskrieger
@npr
@scalarhumanity
@rdene915
@educationweek
@chrispirillo

Top Tweeters in G5:
@raspmarytea
@erik_youngman
@maternellenum
@employnet_
@rsamantha725
@anneleblanc2
@tcea
@maggiev
@lftechteach
@martinezam42

Top Tweeters in G6:
@jonilovevwbugs
@nicoleschoice1
@yesmomcandoit
@kimberlilarae
@ilonab1980
@nikkibankert34
@neonbeaver
@smethvin
@twenteries
@cl2n2

Top Tweeters in G7:
@kardonolimjadi
@carolmaewy
@auntsophie1
@llhawaii
@saranhe_aoo_598
@shellysherrchen
@rudefulk
@sbram94
@rachelintheoc
@jlustwerk

Top Tweeters in G8:
@jarowell
@noapp4pedagogy
@raspberryberet3
@dgburris
@micwalker
@internet4classr
@pburkevt
@imascientist
@ga
@indra_bartona

Top Tweeters in G9:
@larryferlazzo
@ncte
@blocht574
@seesaw
@tracipiltz
@naesp
@middleweb
@pintobeanz11
@playmorestudios
@msjingold

Top Tweeters in G10:
@nihaustin
@richardweiner
@_cest_la_vie_21
@googlemyrna
@spockresists
@alflint
@languorous_era
@lpdoyle
@garyorrell
@nsta


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