scichat, Twitter, 9/17/2022 12:44:49 AM, 281948


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scichat_2022-09-16_17-16-48.xlsx
scichat_2022-09-16_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2022
Short Description:
scichat via NodeXL https://bit.ly/3S68B2y
@plugusin
@garym
@praxismedhat
@bunsenbernerbmd
@ncse
@tcea
@b0tsci
@ericcurts
@this0499154500
@paulenderle

Top hashtags:
#scichat
#edchat
#scicomm
#stem
#edtech
#science
#sschat
#d123
#learning
#k12

Description:
Description
The graph represents a network of 2,381 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, 17 September 2022 at 00:34 UTC.

The requested start date was Saturday, 17 September 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 107-day, 21-hour, 31-minute period from Wednesday, 01 June 2022 at 00:53 UTC to Friday, 16 September 2022 at 22:25 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 : 2381
Unique Edges : 1347
Edges With Duplicates : 11501
Total Edges : 12848
Number of Edge Types : 5
Mentions : 917
MentionsInRetweet : 5691
Retweet : 4955
Tweet : 1257
Replies to : 28
Self-Loops : 1795
Reciprocated Vertex Pair Ratio : 0.0225861095426313
Reciprocated Edge Ratio : 0.0441744892324683
Connected Components : 90
Single-Vertex Connected Components : 56
Maximum Vertices in a Connected Component : 2187
Maximum Edges in a Connected Component : 12528
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.451471
Graph Density : 0.000639163687314489
Modularity : 0.239481
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 2,381 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, 17 September 2022 at 00:34 UTC.

The requested start date was Saturday, 17 September 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 107-day, 21-hour, 31-minute period from Wednesday, 01 June 2022 at 00:53 UTC to Friday, 16 September 2022 at 22:25 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:
[121] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[42] https://www.controlaltachieve.com/p/science-links.html
[27] https://www.fodey.com/generators/newspaper/snippet.asp
[23] https://twitch.tv/sciencestreams
[23] https://twitter.com/i/spaces/1BRJjnPldgdJw
[16] https://sacredframework.com/are-you-a-pizza-based-learner/
[15] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[15] https://www.flinnsci.com/science-behind/ice-cream/
[14] https://www.anyplaceamerica.com/
[13] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html

Top URLs in Tweet in G1:
[2] https://www.cbsnews.com/video/artemis-americas-new-moonshot-cbs-reports/#XiJinping
[1] https://fabiodisalvo.com/2022/05/22/science-root-words/
[1] https://twitter.com/plugusin/status/1558438253656670210

Top URLs in Tweet in G2:
[18] https://twitch.tv/sciencestreams
[16] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[16] https://sacredframework.com/are-you-a-pizza-based-learner/
[12] https://blog.tcea.org/investigating-science-with-flipgrid/
[10] https://educatoral.wordpress.com/2022/07/03/sharing-diigo-links-and-resources-weekly-226/
[10] 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
[9] https://www.flinnsci.com/science-behind/ice-cream/
[8] https://link.medium.com/tTQMvpBajsb
[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://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3849_a_new_kind_flashcard._flexcards.htm

Top URLs in Tweet in G3:
[10] https://ncse.ngo/california-freethought-award-ncses-eugenie-c-scott
[10] https://www.edutopia.org/article/7-things-teachers-say-create-supportive-classroom
[8] https://phys.org/news/2022-06-scientists-breakthrough-life-earthand-mars.html
[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.science.org/content/article/genes-reveal-how-our-pelvis-evolved-upright-walking
[6] https://ncse.ngo/deep-time-really-really-deep-man
[6] https://www.cnbc.com/2022/07/04/bill-nye-the-best-way-to-fight-climate-change-is-by-voting.html
[6] https://worldofpaleoanthropology.org/2022/08/21/why-is-science-communication-important/
[5] https://www.theguardian.com/environment/2022/jul/27/james-lovelock-creator-of-gaia-hypothesis-dies-on-103rd-birthday

Top URLs in Tweet in G4:
[23] https://twitter.com/i/spaces/1BRJjnPldgdJw
[8] https://twitter.com/i/spaces/1yNGaNrMOvDJj
[7] https://twitter.com/i/spaces/1MnxnkDBjZjKO
[6] https://twitter.com/i/spaces/1BdGYyjNAPAGX
[5] https://www.buzzsprout.com/413041/10962518-scichat-liliian-maher-from-the-middle-island-penguin-project.mp3
[3] https://twitter.com/i/spaces/1vOxwyybmZPGB
[2] https://twitter.com/i/spaces/1vOxwMlnYmVGB
[1] https://twitter.com/i/spaces/1lDGLnvaNpMxm
[1] https://twitter.com/i/web/status/1533844582160470016
[1] https://twitter.com/i/web/status/1536692998670413824

Top URLs in Tweet in G5:
[98] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[7] https://www.weareteachers.com/free-recycling-lesson-plans/
[1] https://www.weareteachers.com/kindergarten-science-activities/?utm_medium=Social&utm_source=Twitter#Echobox=1657979673
[1] https://www.weareteachers.com/free-science-videos/?utm_medium=Social&utm_source=Twitter#Echobox=1654192082
[1] http://www.teachingabovethetest.com/p/foldables.html
[1] https://blog.tcea.org/investigating-science-with-flipgrid/
[1] https://www.weareteachers.com/writing-and-social-emotional-growth/

Top URLs in Tweet in G6:
[34] https://www.controlaltachieve.com/p/science-links.html
[23] https://www.fodey.com/generators/newspaper/snippet.asp
[12] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[11] https://www.anyplaceamerica.com/
[10] https://www.jpl.nasa.gov/infographics
[4] https://artsandculture.google.com/project/explore-the-solar-system
[4] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[2] http://www.peepandthebigwideworld.com/en/
[1] https://twitter.com/i/web/status/1570031501969965056
[1] https://stars.chromeexperiments.com/

Top URLs in Tweet in G7:
[7] https://edtechteacher.org/ett_events/mastery2022/
[6] https://www.flinnsci.com/science-behind/ice-cream/
[5] https://www.flinnsci.com/straw-half-life/dc91669/
[3] https://www.flinnsci.com/pavo/teacher-trial/
[2] https://home.edweb.net/webinar/science20220818/
[1] https://www.conservation.org/act/shark-facts
[1] https://www.flinnsci.com/dry-ice-color-show/dc10417/
[1] https://twitter.com/i/web/status/1537090562272239617
[1] https://www.flinnsci.com/flinn-freebies/monthly-lab-activities/
[1] https://twitter.com/i/web/status/1537809045217857536

Top URLs in Tweet in G8:
[3] https://www.facebook.com/groups/503161261322079/?ref=share
[2] https://www.nps.gov/subjects/teachingwithhistoricplaces/curiosity-kits.htm
[2] https://www.nps.gov/obed/learn/education/virtual-geology-field-trip.htm
[2] https://www.festeredu.com/book
[1] https://mass.pbslearningmedia.org/resource/ipy07.sci.ess.watcyc.saobclimate/observations-of-climate-change/
[1] https://mass.pbslearningmedia.org/resource/nvpas-sci-rb/raychelle-burks-picture-a-scientist/
[1] https://twitter.com/i/web/status/1536720618523172865
[1] https://mass.pbslearningmedia.org/resource/tdc02.sci.life.gen.sheppard/forensic-dna-analysis/
[1] https://mass.pbslearningmedia.org/resource/nvtcq-sci-regulation/regulation-of-cannabis-and-cannabis-derived-products-the-cannabis-question/
[1] https://mass.pbslearningmedia.org/resource/nvur-sci-sunimpactearth/how-the-sun-impacts-life-on-earth-nova-universe-revealed-age-of-stars/

Top URLs in Tweet in G9:
[3] https://www.internet4classrooms.com/links_grades_kindergarten_12/july4.htm
[3] https://ocr.org.uk/about/become-an-examiner-or-moderator/current-vacancies/?utm_source=Twitter&utm_medium=Webpage&utm_campaign=ExRec_Twitter22
[2] https://www.fiverr.com/holuwacover
[1] https://twitter.com/EdReports/status/1532828468831875072
[1] https://www.bbc.co.uk/news/science-environment-61412463
[1] https://docs.google.com/forms/d/e/1FAIpQLSdLCmsNfTEG4lYqu3yGktjXopOlJcHYBWpNr4d-tKMsL_04gw/viewform?usp=sf_link
[1] https://play.google.com/store/apps/details?id=co.marshal.situy
[1] https://twitter.com/nasa/status/1542958774339747846
[1] https://twitter.com/zedscience/status/1546987765576871937
[1] https://twitter.com/boxlightinc/status/1552692864106250240

Top URLs in Tweet in G10:
[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://amigos-3.com/home
[1] https://www.middleweb.com/47159/kids-love-end-of-year-student-takeovers/
[1] https://www.middleweb.com/46993/independent-study-for-middle-schoolers/
[1] https://twitter.com/WoodswriterG/status/1566404464470364160
[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/

Top Domains
Top Domains in Tweet in Entire Graph:
[427] twitter.com
[220] scitechdaily.com
[147] tcea.org
[69] nature.com
[68] phys.org
[66] theguardian.com
[58] medium.com
[58] flinnsci.com
[57] edutopia.org
[57] controlaltachieve.com

Top Domains in Tweet in G1:
[2] cbsnews.com
[1] fabiodisalvo.com
[1] twitter.com

Top Domains in Tweet in G2:
[207] scitechdaily.com
[190] twitter.com
[55] phys.org
[52] cbc.ca
[51] nature.com
[43] theconversation.com
[43] medium.com
[41] sciencenews.org
[41] futurity.org
[39] wordpress.com

Top Domains in Tweet in G3:
[81] twitter.com
[37] edutopia.org
[32] ncse.ngo
[29] theguardian.com
[16] science.org
[16] nature.com
[15] medium.com
[14] the-scientist.com
[14] smithsonianmag.com
[13] phys.org

Top Domains in Tweet in G4:
[64] twitter.com
[8] buzzsprout.com

Top Domains in Tweet in G5:
[99] tcea.org
[10] weareteachers.com
[1] teachingabovethetest.com

Top Domains in Tweet in G6:
[46] controlaltachieve.com
[23] fodey.com
[11] anyplaceamerica.com
[10] nasa.gov
[4] google.com
[4] tcea.org
[3] twitter.com
[2] peepandthebigwideworld.com
[1] chromeexperiments.com
[1] freetech4teachers.com

Top Domains in Tweet in G7:
[26] flinnsci.com
[8] edtechteacher.org
[4] twitter.com
[3] edutopia.org
[2] edweb.net
[2] scitechdaily.com
[1] conservation.org
[1] thoughtco.com
[1] nasa.gov
[1] npr.org

Top Domains in Tweet in G8:
[18] pbslearningmedia.org
[9] twitter.com
[4] nps.gov
[4] pbs.org
[3] facebook.com
[3] festeredu.com
[1] tcea.org
[1] cilc.org
[1] mn.us
[1] naturalinquirer.org

Top Domains in Tweet in G9:
[20] twitter.com
[6] etsy.com
[3] fiverr.com
[3] google.com
[3] internet4classrooms.com
[3] org.uk
[1] co.uk
[1] edcite.com
[1] texasacademy.net
[1] globallinkeducation.com

Top Domains in Tweet in G10:
[13] twitter.com
[9] middleweb.com
[2] sharemylesson.com
[1] amigos-3.com
[1] stitcher.com
[1] controlaltachieve.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2954] scichat
[670] edchat
[622] scicomm
[567] stem
[469] edtech
[444] science
[274] sschat
[272] d123
[235] learning
[231] k12



Top Hashtags in Tweet in G1:
[4] scichat

Top Hashtags in Tweet in G2:
[1718] scichat
[465] stem
[375] science
[315] edchat
[187] edtech
[185] k12
[182] learning
[178] scicomm
[130] biology
[130] evolution

Top Hashtags in Tweet in G3:
[685] scichat
[428] scicomm
[240] edchat
[225] d123
[217] edtech
[191] cpchat
[173] elemchat
[165] mschat
[160] sschat
[157] ntchat

Top Hashtags in Tweet in G4:
[99] scichat
[23] spaces
[1] petchat
[1] italiangreyhound

Top Hashtags in Tweet in G5:
[20] scichat
[9] scienceclassroom
[9] teachertwitter
[8] edchat
[2] learning
[2] edtech
[1] iteachkinder
[1] flipgridfever
[1] d123
[1] cpchat

Top Hashtags in Tweet in G6:
[39] scichat
[35] controlaltachieve
[5] edtech
[4] edutwitter
[2] mathchat
[2] googleedu
[2] sschat
[2] elachat
[1] chromeexperiment
[1] elemchat

Top Hashtags in Tweet in G7:
[67] scichat
[39] nationaldonutday
[9] edtech
[8] masterylearning
[7] chemed
[7] chemchat
[7] edchat
[7] chemistry
[7] chem
[6] scienceeducation

Top Hashtags in Tweet in G8:
[51] scichat
[20] edchat
[15] sschat
[13] science
[12] edutwitter
[11] teachertwitter
[7] elemchat
[5] parkchat
[5] findyourpark
[5] pbl

Top Hashtags in Tweet in G9:
[53] scichat
[27] edchat
[21] edtech
[18] learning
[17] edleadership
[16] k12
[16] literacy
[14] engchat
[13] mathchat
[10] edreform

Top Hashtags in Tweet in G10:
[58] scichat
[34] educoach
[33] sschat
[23] engchat
[23] mschat
[21] literacy
[21] elachat
[17] edtech
[15] mathchat
[11] edchat

Top Words
Top Words in Tweet in Entire Graph:
[2948] #scichat
[1734] science
[1178] garym
[1005] students
[903] teachers
[838] amazing
[814] ncse
[805] teaching
[777] resource
[771] understand

Top Words in Tweet in G1:
[697] teachers
[697] resource
[697] science
[697] teaching
[696] plugusin
[695] pretty
[695] amazing
[695] believe
[695] students
[695] understand

Top Words in Tweet in G2:
[1714] #scichat
[898] garym
[598] science
[463] #stem
[375] #science
[315] #edchat
[287] news
[277] ncse
[222] gwardis
[191] latest

Top Words in Tweet in G3:
[685] #scichat
[535] ncse
[428] #scicomm
[279] garym
[240] #edchat
[225] #d123
[217] #edtech
[191] #cpchat
[173] #elemchat
[165] #mschat

Top Words in Tweet in G4:
[327] bunsenbernerbmd
[245] scichat
[116] week
[99] #scichat
[90] audio
[71] shows
[69] amazing
[68] science
[67] come
[63] tuesday

Top Words in Tweet in G5:
[122] science
[108] tcea
[104] bit
[98] explore
[98] bookmark
[98] periodic
[98] tables
[98] elements
[98] make
[98] more

Top Words in Tweet in G6:
[91] ericcurts
[46] newspaper
[46] clipping
[45] science
[39] #scichat
[35] #controlaltachieve
[35] create
[35] custom
[34] 100's
[34] best

Top Words in Tweet in G7:
[67] #scichat
[58] flinnscientific
[42] celebrate
[41] educators
[40] gift
[40] card
[39] tgif
[39] treating
[39] dunkin
[39] donuts

Top Words in Tweet in G8:
[49] #scichat
[44] students
[27] science
[26] newshourextra
[22] news
[21] use
[20] #edchat
[18] lesson
[18] pbs
[18] resource

Top Words in Tweet in G9:
[53] #scichat
[27] #edchat
[21] #edtech
[18] #learning
[17] #edleadership
[16] #k12
[16] #literacy
[14] #engchat
[13] #mathchat
[10] #edreform

Top Words in Tweet in G10:
[58] #scichat
[40] middleweb
[34] #educoach
[33] #sschat
[23] #engchat
[23] #mschat
[21] #literacy
[21] #elachat
[18] stem
[17] #edtech

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[740] science,teachers
[730] students,understand
[720] teaching,students
[719] pretty,amazing
[719] amazing,resource
[719] resource,science
[719] teachers,believe
[719] believe,teaching
[719] understand,roots
[715] roots,prefixes

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

Top Word Pairs in Tweet in G2:
[186] latest,praxis
[186] praxis,science
[186] science,outreach
[186] outreach,'science
[186] 'science,smarts'
[186] smarts',column
[176] medicine,news
[171] column,medicine
[169] #science,#scichat
[168] #stem,#scichat

Top Word Pairs in Tweet in G3:
[331] #scichat,#scicomm
[213] #d123,#edchat
[206] #edchat,#edtech
[187] #edtech,#cpchat
[172] #cpchat,#elemchat
[162] #elemchat,#mschat
[154] #mschat,#hschat
[152] #hschat,#ntchat
[152] #ntchat,#pblchat
[152] #pblchat,#apchat

Top Word Pairs in Tweet in G4:
[63] middle,island
[60] audio,shows
[42] 9pm,eastern
[38] come,learn
[37] bunsenbernerbmd,hi
[31] week,scichat
[30] island,penguin
[30] penguin,project
[29] don,miss
[29] audio,show

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

Top Word Pairs in Tweet in G6:
[46] newspaper,clipping
[35] create,custom
[34] 100's,best
[34] best,science
[34] science,edtech
[34] edtech,links
[34] links,curated
[34] curated,each
[34] each,month
[34] month,#scichat

Top Word Pairs in Tweet in G7:
[40] gift,card
[39] tgif,treating
[39] treating,educators
[39] educators,dunkin
[39] dunkin,donuts
[39] donuts,krispy
[39] krispy,kreme
[39] kreme,donut
[39] donut,gift
[39] card,celebrate

Top Word Pairs in Tweet in G8:
[14] ask,stude
[12] third,arrest
[12] arrest,made
[12] made,murder
[12] murder,journalist
[12] journalist,indigenous
[12] indigenous,activist
[12] activist,amazon
[12] amazon,news
[12] news,june

Top Word Pairs in Tweet in G9:
[16] #k12,#learning
[16] #learning,#edleadership
[16] #edleadership,#edtech
[15] #edchat,#k12
[15] #literacy,#scichat
[14] #engchat,#literacy
[13] #edtech,#engchat
[11] #scichat,#mathchat
[10] #mathchat,#edreform
[4] visit,website

Top Word Pairs in Tweet in G10:
[25] #sschat,#scichat
[15] #scichat,#educoach
[15] #elachat,#sschat
[12] #mschat,#elachat
[11] #educoach,#literacy
[11] #literacy,#reading
[10] #edchat,#k12
[10] #k12,#learning
[10] #learning,#edleadership
[10] #literacy,#scichat

Top Replied-To
Top Replied-To in Entire Graph:
@stevebrusatte
@americansunited
@medfieldscience
@iceageeurope
@carbonbrief
@ayanaeliza
@drjengunter
@beebrookshire
@scottforsc
@trippytrav4

Top Replied-To in G2:
@flinnscientific

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

Top Replied-To in G4:
@blackinchem
@beebrookshire
@drjengunter
@bunsenbernerbmd

Top Replied-To in G8:
@spockresists
@lindakekelis

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

Top Mentioned in G1:
@plugusin
@rgesthuizen

Top Mentioned in G2:
@garym
@ncse
@gwardis
@praxismedhat
@flinnscientific
@paulenderle
@scistarter
@junioreinsteins
@sciencebuddies
@physorg_com

Top Mentioned in G3:
@ncse
@garym
@paulenderle
@edutopia
@laelaps
@stevebrusatte
@savvaslearning
@deepgreendesign
@brianapobiner
@praxismedhat

Top Mentioned in G4:
@bunsenbernerbmd
@tea_francis
@ldpharr
@wboolpenguins
@shellyvphd
@georgehrab
@jatetro
@bigblackwolf188
@twi
@sciencepawdcast

Top Mentioned in G5:
@tcea
@weareteachers
@plugusin
@marianagserrato
@flip
@drbruceellis
@mguhlin
@paulenderle

Top Mentioned in G6:
@ericcurts
@googlearts
@tcea
@plugusin
@googleforedu
@rmbyrne

Top Mentioned in G7:
@flinnscientific
@jonbergmann
@edutopia
@ngssphenomena
@compoundchem
@edtechteacher21
@n
@conservationorg
@garym

Top Mentioned in G8:
@newshourextra
@novaeducation
@gbheducation
@saintfester
@newshour
@drrubidium
@jorgedoespbl
@parkbasedlearn
@nsta
@gpbeducation

Top Mentioned in G9:
@olubenjay
@megandubee
@thejbclasses
@debbiemiya

Top Mentioned in G10:
@middleweb
@threeamigos_co
@ncte
@ajollygal
@amle
@ncssnetwork
@sho
@naesp
@stemteachtools
@naisnetwork

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@kardonolimjadi
@jfsebastian146
@dataaugmented
@carolmaewy
@linda_u_w_a
@frecklesxx20
@its_coachnorman
@ken_crichlow
@education_24x7

Top Tweeters in G1:
@gvg1
@lookforsun
@aldoaria
@twistedmilkyway
@phunphunphun
@kiptw
@deborahyearyddd
@locat66
@grahamandre
@piecorbett

Top Tweeters in G2:
@jfsebastian146
@linda_u_w_a
@andrewmorrisuk
@suestroud
@calcaware
@globeandmail
@eco1start
@forbes
@alisonborealis
@torontostar

Top Tweeters in G3:
@ken_crichlow
@botfemale
@washingtonpost
@neilyoungsaveus
@time
@metrouk
@jane__eden
@imagine_garden
@3pennymovies
@financialtimes

Top Tweeters in G4:
@kardonolimjadi
@carolmaewy
@frecklesxx20
@auntsophie1
@llhawaii
@saranhe_aoo_598
@shellysherrchen
@rudefulk
@sousleradar
@cassandranocov

Top Tweeters in G5:
@its_coachnorman
@raspmarytea
@stpstservices
@cathywebsavvypr
@goldenapplefoun
@weareteachers
@educationsdotpk
@anneleblanc2
@tcea
@lftechteach

Top Tweeters in G6:
@mdrechsler
@shirky17
@erik_youngman
@employnet_
@maternellenum
@phausedu
@us_kitkat
@maggiev
@brasst
@kate_msu

Top Tweeters in G7:
@krsciencelady
@12mandown
@maestraw
@cmiller_teacher
@melissadarrow
@ladyandromeda
@slothteacher
@commkr8vewriter
@cherishtoday08
@vasha7up

Top Tweeters in G8:
@nihaustin
@jonesls
@richardweiner
@newshour
@drrubidium
@_cest_la_vie_21
@googlemyrna
@spockresists
@pbsfortwayne
@alflint

Top Tweeters in G9:
@iconohash
@mrjoshflores
@dgburris
@internet4classr
@eolsonteacher
@ga
@megandubee
@bsctc05
@elanaleoni
@bbp3

Top Tweeters in G10:
@education_24x7
@larryferlazzo
@rweingarten
@ncte
@blocht574
@aftunion
@sharemylesson
@naesp
@middleweb
@aftteach


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