scichat, Twitter, 10/8/2022 12:44:41 AM, 282585


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scichat_2022-10-07_17-16-48.xlsx
scichat_2022-10-07_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 08, 2022
Short Description:
scichat via NodeXL https://bit.ly/3CJHR3f
@plugusin
@garym
@praxismedhat
@bunsenbernerbmd
@tcea
@ncse
@ericcurts
@b0tsci
@jayaisales
@this0499154500

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

Description:
Description
The graph represents a network of 2,504 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, 08 October 2022 at 00:32 UTC.

The requested start date was Saturday, 08 October 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 115-day, 3-hour, 19-minute period from Sunday, 12 June 2022 at 22:00 UTC to Thursday, 06 October 2022 at 01:19 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 : 2504
Unique Edges : 1435
Edges With Duplicates : 12527
Total Edges : 13962
Number of Edge Types : 5
Mentions : 1039
MentionsInRetweet : 6123
Retweet : 5396
Tweet : 1372
Replies to : 32
Self-Loops : 1988
Reciprocated Vertex Pair Ratio : 0.0267594327000268
Reciprocated Edge Ratio : 0.0521240552514986
Connected Components : 93
Single-Vertex Connected Components : 56
Maximum Vertices in a Connected Component : 2293
Maximum Edges in a Connected Component : 13599
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.430641
Graph Density : 0.000612204651542749
Modularity : 0.233242
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 2,504 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, 08 October 2022 at 00:32 UTC.

The requested start date was Saturday, 08 October 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 115-day, 3-hour, 19-minute period from Sunday, 12 June 2022 at 22:00 UTC to Thursday, 06 October 2022 at 01:19 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:
[123] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[42] https://www.controlaltachieve.com/p/science-links.html
[37] https://www.fodey.com/generators/newspaper/snippet.asp
[25] https://ocr.org.uk/about/become-an-examiner-or-moderator/current-vacancies/?utm_source=Twitter&utm_medium=Webpage&utm_campaign=ExRec_Twitter22
[23] https://twitter.com/i/spaces/1BRJjnPldgdJw
[22] https://www.anyplaceamerica.com/
[17] https://twitch.tv/sciencestreams
[15] https://www.flinnsci.com/science-behind/ice-cream/
[15] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[15] https://sacredframework.com/are-you-a-pizza-based-learner/

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:
[17] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[15] https://www.flinnsci.com/science-behind/ice-cream/
[15] https://sacredframework.com/are-you-a-pizza-based-learner/
[14] https://twitch.tv/sciencestreams
[12] https://blog.tcea.org/investigating-science-with-flipgrid/
[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
[10] https://educatoral.wordpress.com/2022/07/03/sharing-diigo-links-and-resources-weekly-226/
[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://primarysourcenexus.org/2022/09/selecting-primary-sources-strategies-tips/

Top URLs in Tweet in G3:
[25] https://ocr.org.uk/about/become-an-examiner-or-moderator/current-vacancies/?utm_source=Twitter&utm_medium=Webpage&utm_campaign=ExRec_Twitter22
[10] https://ncse.ngo/california-freethought-award-ncses-eugenie-c-scott
[9] https://www.edutopia.org/article/7-things-teachers-say-create-supportive-classroom
[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.edutopia.org/article/relationship-building-day-1
[5] https://shakeuplearning.com/blog/10-chrome-tips-and-tricks-for-teachers-and-students-suls0165/
[5] https://www.the-scientist.com/news-opinion/penguins-are-among-the-world-s-slowest-evolving-birds-study-70249

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
[7] https://twitter.com/i/spaces/1DXxyvgQNERKM
[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/1mrxmkqjYadGy
[2] https://twitter.com/i/spaces/1vOxwMlnYmVGB
[1] https://twitter.com/i/spaces/1mrxm

Top URLs in Tweet in G5:
[101] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[7] https://www.weareteachers.com/free-recycling-lesson-plans/
[2] https://www.natureworkseverywhere.org/events/exploring-by-canoe/?utm_source=Social&utm_medium=TW&utm_campaign=MDR_WAT&utm_content=TNC_1707_EmeraldEdge+VFT3_PGM
[2] https://www.pinterest.com/pin/2251868538112086/
[1] https://www.weareteachers.com/kindergarten-science-activities/?utm_medium=Social&utm_source=Twitter#Echobox=1657979673
[1] https://twitter.com/i/web/status/1573140600920080384
[1] https://blog.tcea.org/investigating-science-with-flipgrid/
[1] http://www.teachingabovethetest.com/p/foldables.html
[1] https://www.edutopia.org/article/7-things-teachers-say-create-supportive-classroom
[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
[32] https://www.fodey.com/generators/newspaper/snippet.asp
[17] https://www.anyplaceamerica.com/
[13] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[10] https://www.jpl.nasa.gov/infographics
[5] https://fabiodisalvo.com/2022/05/22/science-root-words/
[4] https://artsandculture.google.com/project/explore-the-solar-system
[4] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[3] https://brilliant.org/educators/?utm_source=BfECURATORCURTS
[3] https://coffeeforthebrain.com/artemislaunch/

Top URLs in Tweet in G7:
[3] https://www.internet4classrooms.com/links_grades_kindergarten_12/july4.htm
[3] https://www.donorschoose.org/project/reading-is-fun/6664666/
[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://www.tiktok.com/@allthisscience/video/7117302389966654725?_t=8TlK86OnZDS&_r=1
[1] https://twitter.com/nasa/status/1542958774339747846
[1] https://twitter.com/zedscience/status/1546987765576871937
[1] https://twitter.com/boxlightinc/status/1552692864106250240
[1] https://twitter.com/FlinnScientific/status/1551973638814973955

Top URLs in Tweet in G8:
[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/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/
[1] https://twitter.com/middleweb/status/1544700305006362625
[1] https://twitter.com/i/web/status/1568997599620784130

Top URLs in Tweet in G9:
[7] https://www.innovatingplay.world/book
[1] https://twitter.com/i/web/status/1564797473499013122
[1] https://twitter.com/i/web/status/1564801208371617794
[1] https://twitter.com/i/web/status/1565029300180500481
[1] https://twitter.com/i/web/status/1569112826823823361
[1] https://twitter.com/i/web/status/1570830230520221697
[1] https://www.flinnsci.com/fruit-floats/dc10319/

Top URLs in Tweet in G10:
[1] https://www.tiktok.com/@newshourclassroom/video/7117732455653707054?_r=1&_t=8VSnjCTXYyM&is_from_webapp=v1&item_id=7117732455653707054
[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/2022/07/how-new-technologies-accelerate-spread-of-conspiracy-theories/
[1] https://www.pbs.org/newshour/classroom/2022/09/californias-move-to-ban-sales-of-new-gasoline-fueled-cars-and-other-news-for-sept-2-2022/
[1] https://namleconference.net/register-2022/

Top Domains
Top Domains in Tweet in Entire Graph:
[455] twitter.com
[228] scitechdaily.com
[154] tcea.org
[75] theguardian.com
[70] nature.com
[69] cbc.ca
[62] flinnsci.com
[60] phys.org
[59] medium.com
[57] controlaltachieve.com

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

Top Domains in Tweet in G2:
[217] scitechdaily.com
[206] twitter.com
[64] cbc.ca
[60] flinnsci.com
[52] nature.com
[52] phys.org
[51] wordpress.com
[50] theconversation.com
[48] futurity.org
[44] medium.com

Top Domains in Tweet in G3:
[90] twitter.com
[39] edutopia.org
[33] ncse.ngo
[32] theguardian.com
[25] org.uk
[21] nytimes.com
[16] edsurge.com
[16] nature.com
[15] medium.com
[15] science.org

Top Domains in Tweet in G4:
[77] twitter.com
[9] buzzsprout.com

Top Domains in Tweet in G5:
[102] tcea.org
[9] weareteachers.com
[2] natureworkseverywhere.org
[2] pinterest.com
[1] twitter.com
[1] teachingabovethetest.com
[1] edutopia.org

Top Domains in Tweet in G6:
[47] controlaltachieve.com
[32] fodey.com
[17] anyplaceamerica.com
[10] nasa.gov
[6] tcea.org
[5] fabiodisalvo.com
[4] google.com
[3] twitter.com
[3] brilliant.org
[3] coffeeforthebrain.com

Top Domains in Tweet in G7:
[15] twitter.com
[6] etsy.com
[5] donorschoose.org
[3] google.com
[3] internet4classrooms.com
[1] co.uk
[1] tiktok.com
[1] edcite.com
[1] fiverr.com
[1] texasacademy.net

Top Domains in Tweet in G8:
[14] twitter.com
[8] middleweb.com
[2] sharemylesson.com
[1] amigos-3.com
[1] stitcher.com
[1] controlaltachieve.com

Top Domains in Tweet in G9:
[7] innovatingplay.world
[5] twitter.com
[1] flinnsci.com

Top Domains in Tweet in G10:
[3] pbs.org
[1] tiktok.com
[1] namleconference.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3224] scichat
[715] edchat
[677] stem
[673] scicomm
[544] science
[505] edtech
[286] sschat
[285] d123
[245] learning
[239] k12



Top Hashtags in Tweet in G1:
[4] scichat

Top Hashtags in Tweet in G2:
[1945] scichat
[564] stem
[443] science
[346] edchat
[193] scicomm
[190] k12
[189] learning
[187] edtech
[150] steam
[131] biology

Top Hashtags in Tweet in G3:
[735] scichat
[465] scicomm
[263] edchat
[231] d123
[222] edtech
[198] cpchat
[186] elemchat
[170] sschat
[168] mschat
[166] ntchat

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

Top Hashtags in Tweet in G5:
[22] edtech
[19] science
[14] scichat
[11] edchat
[9] teachertwitter
[2] learning
[2] d123
[2] cpchat
[1] iteachkinder
[1] flipgridfever

Top Hashtags in Tweet in G6:
[45] scichat
[35] controlaltachieve
[9] edtech
[8] edutwitter
[4] mathchat
[4] sschat
[3] elachat
[2] googleedu
[2] elemchat
[1] chromeexperiment

Top Hashtags in Tweet in G7:
[57] scichat
[27] edchat
[20] edtech
[20] literacy
[19] learning
[18] k12
[18] edleadership
[18] mathchat
[16] engchat
[13] edreform

Top Hashtags in Tweet in G8:
[62] scichat
[42] educoach
[36] sschat
[30] mschat
[30] engchat
[21] elachat
[21] literacy
[17] edtech
[12] mathchat
[11] reading

Top Hashtags in Tweet in G9:
[23] scichat
[19] steam
[16] stem
[15] sd113a
[14] weareoq
[12] oqms
[8] innovatingplay
[8] kinderchat
[6] googlesheets
[5] seesawchat

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

Top Words
Top Words in Tweet in Entire Graph:
[3222] #scichat
[1855] science
[1351] garym
[1031] students
[904] teachers
[890] ncse
[849] amazing
[818] teaching
[776] resource
[775] understand

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

Top Words in Tweet in G2:
[1943] #scichat
[1049] garym
[690] science
[562] #stem
[443] #science
[346] #edchat
[310] ncse
[301] news
[238] gwardis
[214] praxis

Top Words in Tweet in G3:
[735] #scichat
[579] ncse
[465] #scicomm
[301] garym
[263] #edchat
[231] #d123
[222] #edtech
[198] #cpchat
[186] #elemchat
[170] #sschat

Top Words in Tweet in G4:
[359] bunsenbernerbmd
[235] scichat
[134] #scichat
[116] week
[90] audio
[82] science
[78] tuesday
[71] shows
[69] amazing
[67] come

Top Words in Tweet in G5:
[129] tcea
[118] science
[107] bit
[102] make
[102] more
[101] explore
[101] bookmark
[101] periodic
[101] tables
[101] elements

Top Words in Tweet in G6:
[114] ericcurts
[64] newspaper
[64] clipping
[57] science
[45] #scichat
[45] create
[45] custom
[35] each
[35] #controlaltachieve
[34] 100's

Top Words in Tweet in G7:
[57] #scichat
[27] #edchat
[20] #edtech
[20] #literacy
[19] #learning
[18] #k12
[18] #edleadership
[18] #mathchat
[16] #engchat
[13] #edreform

Top Words in Tweet in G8:
[62] #scichat
[44] middleweb
[42] #educoach
[36] #sschat
[30] #mschat
[30] #engchat
[21] teach
[21] #elachat
[21] #literacy
[18] stem

Top Words in Tweet in G9:
[70] weather
[31] class
[29] seesaw
[29] reporting
[24] level
[24] set
[24] create
[24] folder
[24] record
[23] #scichat

Top Words in Tweet in G10:
[28] newshourextra
[21] news
[16] ask
[14] stude
[13] newshour
[13] indigenous
[13] amazon
[13] 2022
[13] science
[12] classroom

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[741] science,teachers
[731] students,understand
[721] teaching,students
[720] pretty,amazing
[720] amazing,resource
[720] resource,science
[720] teachers,believe
[720] believe,teaching
[720] understand,roots
[716] roots,prefixes

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

Top Word Pairs in Tweet in G2:
[209] praxis,science
[209] science,outreach
[207] 'science,smarts'
[206] smarts',column
[202] latest,praxis
[202] outreach,'science
[198] #stem,#scichat
[187] column,medicine
[187] medicine,news
[175] #science,#scichat

Top Word Pairs in Tweet in G3:
[365] #scichat,#scicomm
[220] #d123,#edchat
[213] #edchat,#edtech
[194] #edtech,#cpchat
[178] #cpchat,#elemchat
[165] #elemchat,#mschat
[158] #mschat,#hschat
[157] #sschat,#scichat
[156] #hschat,#ntchat
[156] #ntchat,#pblchat

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:
[101] explore,bookmark
[101] bookmark,periodic
[101] periodic,tables
[101] tables,elements
[101] elements,make
[101] make,science
[101] science,bit
[101] bit,more
[101] more,interactive
[100] tcea,explore

Top Word Pairs in Tweet in G6:
[64] newspaper,clipping
[45] 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:
[18] #k12,#learning
[18] #learning,#edleadership
[18] #edleadership,#edtech
[18] #literacy,#scichat
[17] #edchat,#k12
[16] #engchat,#literacy
[15] #edtech,#engchat
[14] #scichat,#mathchat
[13] #mathchat,#edreform
[3] #scichat,#stem

Top Word Pairs in Tweet in G8:
[31] #sschat,#scichat
[16] #engchat,#educoach
[15] #elachat,#sschat
[12] #scichat,#educoach
[12] middleweb,teach
[12] #mschat,#elachat
[11] #educoach,#literacy
[11] #literacy,#reading
[11] #scichat,#engchat
[10] teach,academic

Top Word Pairs in Tweet in G9:
[29] weather,reporting
[25] seesaw,class
[24] level,weather
[24] set,seesaw
[24] class,create
[24] create,weather
[24] weather,folder
[23] record,video
[17] reporting,routine
[17] routine,set

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@stevebrusatte
@bunsenbernerbmd
@playdoh
@americansunited
@medfieldscience
@iceageeurope
@cerra__
@carbonbrief
@ayanaeliza
@trippytrav4

Top Replied-To in G2:
@flinnscientific
@playdoh

Top Replied-To in G3:
@stevebrusatte
@laelaps
@thescientistllc
@naomioreskes
@ayanaeliza
@carbonbrief
@iceageeurope
@americansunited
@trippytrav4
@scottforsc

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

Top Replied-To in G10:
@spockresists

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

Top Mentioned in G1:
@plugusin
@garym
@rgesthuizen

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

Top Mentioned in G3:
@ncse
@garym
@paulenderle
@edutopia
@stevebrusatte
@laelaps
@praxismedhat
@saintfester
@deepgreendesign
@edsurge

Top Mentioned in G4:
@bunsenbernerbmd
@tea_francis
@ldpharr
@wboolpenguins
@shellyvphd
@georgehrab
@jatetro
@twi
@sciencepawdcast
@deberlin88

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

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

Top Mentioned in G7:
@megandubee
@thejbclasses
@debbiemiya

Top Mentioned in G8:
@middleweb
@larryferlazzo
@threeamigos_co
@ncte
@sho
@ajollygal
@nsta
@stemteachtools
@naisnetwork
@wwnorton

Top Mentioned in G9:
@seesaw
@jlabar2me
@citgoiaoqms
@pintobeanz11
@sphero
@msmakecode
@andermm1
@evnautilus
@officialngss
@tinkercad

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

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

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

Top Tweeters in G2:
@fabriciosx
@linda_u_w_a
@andrewmorrisuk
@godfrey_g_
@suestroud
@calcaware
@globeandmail
@blueravefinn
@eco1start
@alisonborealis

Top Tweeters in G3:
@jfsebastian146
@ken_crichlow
@amazingchevvolt
@botfemale
@washingtonpost
@neilyoungsaveus
@forbes
@jonesls
@time
@jane__eden

Top Tweeters in G4:
@kardonolimjadi
@carolmaewy
@frecklesxx20
@auntsophie1
@rrnunez
@llhawaii
@saranhe_aoo_598
@dd9000
@shellysherrchen
@rudefulk

Top Tweeters in G5:
@southerngemgal
@raspmarytea
@stpstservices
@cathywebsavvypr
@goldenapplefoun
@weareteachers
@anneleblanc2
@tcea
@lftechteach
@martinezam42

Top Tweeters in G6:
@digitalmaverick
@mdrechsler
@weincludedorg
@shirky17
@mhairiforrest
@erik_youngman
@maternellenum
@employnet_
@sdiazc39
@phausedu

Top Tweeters in G7:
@iconohash
@nevitdilmen
@internet4classr
@ga
@megandubee
@bsctc05
@elanaleoni
@bbp3
@vbardakos
@dbulucy

Top Tweeters in G8:
@education_24x7
@larryferlazzo
@rweingarten
@ncte
@blocht574
@aftunion
@sharemylesson
@middleweb
@aftteach
@routledgeeoe

Top Tweeters in G9:
@darwin1800
@seesaw
@arcadiaunified
@tracipiltz
@newsela
@microbitg
@pintobeanz11
@tinkercad
@gimkit
@tscconnect

Top Tweeters in G10:
@nihaustin
@richardweiner
@newshour
@_cest_la_vie_21
@googlemyrna
@spockresists
@pbsfortwayne
@alflint
@languorous_era
@lpdoyle