scichat, Twitter, 12/3/2022 1:40:59 AM, 285399


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scichat_2022-12-02_17-16-48.xlsx
scichat_2022-12-02_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 03, 2022
Short Description:
scichat via NodeXL https://bit.ly/3H3NCer
@plugusin
@garym
@praxismedhat
@bunsenbernerbmd
@tcea
@ericcurts
@ncse
@b0tsci
@jc_james_clark
@paulenderle

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

Description:
Description
The graph represents a network of 2,453 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, 03 December 2022 at 01:36 UTC.

The requested start date was Saturday, 03 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 111-day, 3-hour, 23-minute period from Saturday, 13 August 2022 at 17:50 UTC to Friday, 02 December 2022 at 21:13 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 : 2453
Unique Edges : 1287
Edges With Duplicates : 12373
Total Edges : 13660
Number of Edge Types : 5
Mentions : 989
MentionsInRetweet : 5841
Retweet : 5396
Tweet : 1409
Replies to : 25
Self-Loops : 2075
Reciprocated Vertex Pair Ratio : 0.0271894676588437
Reciprocated Edge Ratio : 0.0529395374756199
Connected Components : 93
Single-Vertex Connected Components : 57
Maximum Vertices in a Connected Component : 2255
Maximum Edges in a Connected Component : 13338
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.447532
Graph Density : 0.000596699184472321
Modularity : 0.224916
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,453 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, 03 December 2022 at 01:36 UTC.

The requested start date was Saturday, 03 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 111-day, 3-hour, 23-minute period from Saturday, 13 August 2022 at 17:50 UTC to Friday, 02 December 2022 at 21:13 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:
[125] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[44] https://bunsenbernerbmd.buzzsprout.com/
[41] https://www.controlaltachieve.com/2022/11/8-googley-wintertime-activities-for-kids.html
[37] https://www.fodey.com/generators/newspaper/snippet.asp
[30] https://blog.tcea.org/math-science-oer/
[25] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[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://schoolreportwriter.com/
[23] https://www.anyplaceamerica.com/
[17] https://www.controlaltachieve.com/p/science-links.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:
[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://schoolreportwriter.com/
[13] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[12] https://blog.tcea.org/investigating-science-with-flipgrid/
[11] https://blog.tcea.org/math-science-oer/
[11] https://twitch.tv/sciencestreams
[9] https://scitechdaily.com/astronomy-astrophysics-101-spectrographs-and-spectroscopy/
[8] https://blog.scistarter.org/2022/08/gaming-for-science-how-video-games-are-making-research-fun/?utm_campaign=UM42&utm_medium=Email&utm_source=User%20Messages
[8] https://worldofpaleoanthropology.org/2022/08/21/why-is-science-communication-important/
[8] http://spiderbytes.org/2022/08/23/the-global-spread-of-misinformation-on-spiders/

Top URLs in Tweet in G3:
[109] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[38] https://www.controlaltachieve.com/2022/11/8-googley-wintertime-activities-for-kids.html
[34] https://www.fodey.com/generators/newspaper/snippet.asp
[20] https://www.anyplaceamerica.com/
[19] https://blog.tcea.org/math-science-oer/
[13] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[12] https://www.controlaltachieve.com/p/science-links.html
[9] https://learninglab.si.edu/
[9] https://www.jpl.nasa.gov/infographics
[9] https://blog.tcea.org/steam-powered-winter-activities/

Top URLs in Tweet in G4:
[44] https://bunsenbernerbmd.buzzsprout.com/
[14] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[9] https://twitter.com/i/spaces/1lDGLnYWyOPxm
[8] https://twitter.com/i/spaces/1yNGaNrMOvDJj
[7] https://twitter.com/i/spaces/1DXxyvgQNERKM
[6] https://twitter.com/i/spaces/1BdGYyjNAPAGX
[3] https://twitter.com/i/spaces/1MYxNgrQdnZKw
[3] https://twitter.com/i/spaces/1rmxPkjrzMqJN
[2] https://twitter.com/i/spaces/1vOxwMlnYmVGB
[2] https://twitter.com/i/spaces/1mrxmkqjYadGy

Top URLs in Tweet in G5:
[4] https://ncse.ngo/deep-time-really-really-deep-man
[3] https://www.sapiens.org/archaeology/did-neanderthals-make-art/
[3] https://www.lrb.co.uk/the-paper/v44/n17/stefan-collini/chimps-and-bulldogs
[3] https://www.nytimes.com/video/health/100000008564410/nobel-prize-award-medicine.html
[3] https://www.bbc.com/future/article/20220812-dinosaur-extinction-why-did-mammals-survive
[2] https://www.theguardian.com/environment/audio/2022/aug/04/james-lovelock-and-the-legacy-of-his-gaia-hypothesis-podcast
[2] https://ncse.ngo/check-out-latest-videos-ncses-youtube-channel
[2] https://ncse.ngo/review-science-denial-why-it-happens-and-what-do-about-it
[2] https://ncse.ngo/rncse-424-now-online
[2] https://www.nobelprize.org/educational-nobel-prize-lessons-medicine-2022/

Top URLs in Tweet in G6:
[14] https://www.stemprintables.com/earth-science/nasa-artemis-program-webquest-mission-to-the-moon-and-beyond/
[9] https://sacredframework.com/are-you-a-pizza-based-learner/
[8] https://edtechteacher.org/ett_events/mastery2022/
[6] https://www.jonbergmann.com/podcasts/making-mastery-learning-a-reality-one-day-at-a-time/episodes/2147799755
[4] https://blog.neolms.com/data-literacy-skills/
[4] https://thejenalleeshow.com/2022/05/23/create-scratch-off-cards-in-canva/
[4] https://www.edutopia.org/article/3-ways-activate-student-engagement
[3] https://theconversation.com/how-to-teach-writing-to-grade-1-kids-new-strategies-for-teachers-and-parents-149309
[3] https://www.eschoolnews.com/2022/08/10/4-tips-to-bring-the-real-world-into-your-classroom/
[3] https://www.edsurge.com/news/2022-07-12-business-leaders-say-computer-science-needs-to-be-a-core-subject

Top URLs in Tweet in G7:
[7] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[3] https://www.donorschoose.org/project/reading-is-fun/6664666/
[2] https://fromcanada.org/
[1] https://twitter.com/i/web/status/1559282126197035009
[1] https://www.fiverr.com/weauthentic/do-custom-trendy-retro-vintage-t-shirt-design-for-merch-brand?utm_source=169592&utm_medium=cx_affiliate&utm_campaign=&afp=random-hashtag&cxd_token=169592_19731717_|afp0:random-hashtag|afp1:weauthentic/do-custom-trendy-retro-vintage-t-shirt-design-for-merch-brand&show_join=true
[1] https://www.texasacademy.net/
[1] https://globallinkeducation.com/
[1] https://www.amazon.com/dp/B0B9LCKYJM
[1] https://twitter.com/i/web/status/1564371068135014406
[1] https://twitter.com/i/web/status/1564442870756540416

Top URLs in Tweet in G8:
[8] https://www.marriott.com/event-reservations/reservation-link.mi?id=1658510503755&key=GRP&app=resvlink
[8] https://www.crowneplaza.com/redirect?path=asearch&brandCode=CP&localeCode=en®ionCode=1&hotelCode=SYRCP&checkInDate=03&checkInMonthYear=102022&checkOutDate=07&checkOutMonthYear=102022&rateCode=6CBARC&_PMID=99801505&GPC=SCT&cn=no&viewfullsite=true
[7] https://stanys.org/Registration-Main-Page
[7] https://stanys.org/ConferenceMain
[5] https://www.flinnsci.com/pavo/teacher-trial/
[3] https://www.flinnsci.com/colorful-stalactites-and-stalagmites/dc91817/
[2] https://www.flinnsci.com/dinner-with-democritus/dc10743/
[2] https://www.flinnsci.com/dna-model-kit/
[1] https://www.flinnsci.com/api/library/Download/3838ff4138dd421a8455e20fcde33fc3
[1] https://home.edweb.net/webinar/science20220818/

Top URLs in Tweet in G9:
[3] https://www.stitcher.com/episode/206399551?c=sharelink&deep_link_value=stitcher%3A%2F%2Fepisode%2F206399551
[3] https://www.scientificamerican.com/article/how-to-stop-unwanted-thoughts/?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1666531579
[2] https://twitter.com/drabraml/status/1562424948483690496
[2] https://twitter.com/sciam/status/1577307281066262531
[2] https://twitter.com/physicstoday/status/1584533105510993920
[2] https://phys.org/news/2022-11-mathematical-theorem-encryption-algorithm.html
[1] https://twitter.com/i/web/status/1597952368737681408
[1] https://twitter.com/i/web/status/1559177302784843776
[1] https://twitter.com/ucsusa/status/1567991655508090889
[1] https://twitter.com/sciam/status/1570752114099474432

Top URLs in Tweet in G10:
[5] 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/1583177116757073920
[1] https://twitter.com/i/web/status/1597459318928203776
[1] https://twitter.com/i/web/status/1565029300180500481
[1] https://padlet.com/manderson38/l9auc6k3hsu5a05h
[1] https://twitter.com/i/web/status/1569112826823823361
[1] https://twitter.com/i/web/status/1570830230520221697

Top Domains
Top Domains in Tweet in Entire Graph:
[530] twitter.com
[253] scitechdaily.com
[194] tcea.org
[83] phys.org
[83] controlaltachieve.com
[78] nature.com
[66] cbc.ca
[58] futurity.org
[57] theguardian.com
[51] medium.com

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

Top Domains in Tweet in G2:
[251] scitechdaily.com
[206] twitter.com
[77] phys.org
[71] nature.com
[65] cbc.ca
[58] futurity.org
[49] medium.com
[45] wordpress.com
[43] theguardian.com
[43] theconversation.com

Top Domains in Tweet in G3:
[141] tcea.org
[66] controlaltachieve.com
[34] fodey.com
[20] anyplaceamerica.com
[9] si.edu
[9] nasa.gov
[8] weareteachers.com
[6] fabiodisalvo.com
[5] twitter.com
[4] google.com

Top Domains in Tweet in G4:
[106] twitter.com
[48] buzzsprout.com
[1] co.uk

Top Domains in Tweet in G5:
[40] twitter.com
[16] ncse.ngo
[16] nytimes.com
[14] theguardian.com
[10] science.org
[9] buff.ly
[7] smithsonianmag.com
[7] sciencenews.org
[6] the-scientist.com
[6] nature.com

Top Domains in Tweet in G6:
[56] twitter.com
[25] edutopia.org
[15] edsurge.com
[14] stemprintables.com
[12] sacredframework.com
[11] edweek.org
[11] tcea.org
[9] blogspot.com
[8] controlaltachieve.com
[8] edtechteacher.org

Top Domains in Tweet in G7:
[22] twitter.com
[5] etsy.com
[5] donorschoose.org
[3] amazon.com
[2] google.com
[2] iconohash.com
[2] fromcanada.org
[1] fiverr.com
[1] texasacademy.net
[1] globallinkeducation.com

Top Domains in Tweet in G8:
[21] flinnsci.com
[14] stanys.org
[10] twitter.com
[8] marriott.com
[8] crowneplaza.com
[3] bbc.com
[2] scitechdaily.com
[1] edweb.net
[1] thoughtco.com
[1] flinnpavo.com

Top Domains in Tweet in G9:
[21] twitter.com
[4] stitcher.com
[4] scientificamerican.com
[4] phys.org
[1] nature.com
[1] youtube.com
[1] qoto.org

Top Domains in Tweet in G10:
[7] twitter.com
[5] innovatingplay.world
[1] padlet.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2985] scichat
[810] stem
[614] science
[591] scicomm
[555] edchat
[399] edtech
[237] d123
[233] sschat
[196] k12
[195] cpchat



Top Hashtags in Tweet in G1:
[4] scichat

Top Hashtags in Tweet in G2:
[1812] scichat
[624] stem
[361] scicomm
[355] science
[151] scied
[151] evolution
[136] biology
[110] edchat
[89] environment
[75] history

Top Hashtags in Tweet in G3:
[98] science
[50] scichat
[34] edtech
[20] controlaltachieve
[19] math
[14] mathchat
[11] edutwitter
[9] stem
[9] steam
[9] stemchat

Top Hashtags in Tweet in G4:
[231] scichat
[17] catnip6
[9] petchat
[2] science
[1] catsoftwitter
[1] cats
[1] scienceoutreach
[1] stem
[1] edtech
[1] italiangreyhound

Top Hashtags in Tweet in G5:
[230] scichat
[189] scicomm
[11] climatechange
[3] evolution
[3] scied
[2] dinosaurs
[1] climatecrisis
[1] evolution2022

Top Hashtags in Tweet in G6:
[394] edchat
[317] scichat
[267] edtech
[212] d123
[175] cpchat
[164] elemchat
[158] k12
[154] sschat
[153] pblchat
[152] mschat

Top Hashtags in Tweet in G7:
[48] scichat
[17] edchat
[15] literacy
[14] k12
[14] learning
[14] edleadership
[14] engchat
[13] edtech
[11] mathchat
[9] edreform

Top Hashtags in Tweet in G8:
[75] scichat
[28] science
[21] stanys22
[17] scied
[8] nyssls
[8] nyedchat
[7] scienceeducation
[7] sciencerocks
[6] biochat
[5] syracuse

Top Hashtags in Tweet in G9:
[36] scichat
[32] scicomm
[30] openscience
[22] science
[20] cdnpoli
[18] stem
[9] election2022
[8] senca
[7] math
[7] psychology

Top Hashtags in Tweet in G10:
[32] steam
[27] scichat
[23] sd113a
[21] stem
[18] weareoq
[13] oqms
[6] innovatingplay
[6] kinderchat
[6] googlesheets
[3] seesawchat

Top Words
Top Words in Tweet in Entire Graph:
[2979] #scichat
[2024] science
[1437] garym
[991] students
[819] ncse
[808] #stem
[794] amazing
[763] teachers
[728] teaching
[710] understand

Top Words in Tweet in G1:
[632] teaching
[631] science
[631] teachers
[631] resource
[630] plugusin
[629] roots
[629] believe
[629] prefixes
[629] amazing
[629] students

Top Words in Tweet in G2:
[1806] #scichat
[1423] garym
[759] science
[640] ncse
[622] #stem
[361] #scicomm
[359] #science
[302] news
[289] gwardis
[221] more

Top Words in Tweet in G3:
[209] tcea
[200] science
[179] interactive
[167] explore
[161] make
[160] elements
[160] periodic
[160] tables
[146] ericcurts
[115] bit

Top Words in Tweet in G4:
[418] bunsenbernerbmd
[307] love
[252] science
[231] #scichat
[215] show
[212] audio
[170] pawdcast
[160] podcast
[155] scichat
[149] main

Top Words in Tweet in G5:
[230] #scichat
[189] #scicomm
[178] ncse
[48] ncse's
[37] award
[30] evolution
[28] years
[27] climate
[24] science
[22] friend

Top Words in Tweet in G6:
[394] #edchat
[317] #scichat
[267] #edtech
[212] #d123
[175] #cpchat
[164] #elemchat
[158] #k12
[154] #sschat
[153] #pblchat
[152] #mschat

Top Words in Tweet in G7:
[48] #scichat
[17] #edchat
[15] #literacy
[14] #edleadership
[14] #engchat
[14] #k12
[14] #learning
[13] #edtech
[11] #mathchat
[10] students

Top Words in Tweet in G8:
[75] #scichat
[30] flinnscientific
[29] #science
[27] conference
[23] students
[21] #stanys22
[20] hotel
[19] stanysorg
[19] stanys
[18] book

Top Words in Tweet in G9:
[36] #scichat
[32] deepgreendesign
[32] #scicomm
[30] #openscience
[22] #science
[20] #cdnpoli
[19] science
[18] #stem
[9] #election2022
[8] #senca

Top Words in Tweet in G10:
[37] ss
[35] weather
[33] gr
[32] #steam
[27] #scichat
[23] #sd113a
[21] #stem
[19] seesaw
[18] #weareoq
[18] class

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[660] students,understand
[656] science,teachers
[651] teaching,students
[650] understand,roots
[650] teachers,believe
[650] pretty,amazing
[650] believe,teaching
[650] amazing,resource
[650] resource,science
[646] roots,prefixes

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

Top Word Pairs in Tweet in G2:
[244] #stem,#scichat
[225] #scichat,#scicomm
[203] praxis,science
[199] science,outreach
[188] 'science,smarts'
[187] smarts',column
[183] latest,praxis
[183] outreach,'science
[176] medicine,news
[161] column,medicine

Top Word Pairs in Tweet in G3:
[160] tables,elements
[160] periodic,tables
[160] make,science
[110] tcea,explore
[108] science,bit
[108] more,interactive
[108] elements,make
[108] explore,bookmark
[108] bit,more
[108] bookmark,periodic

Top Word Pairs in Tweet in G4:
[170] science,pawdcast
[170] audio,show
[148] show,science
[148] tweet,love
[148] pawdcast,podcast
[148] sites,main
[148] love,audio
[148] podcast,sites
[148] love,tweet
[84] bunsenbernerbmd,love

Top Word Pairs in Tweet in G5:
[178] #scichat,#scicomm
[19] board,directors
[18] ncse's,board
[18] years,ago
[18] ncse's,friend
[18] recipient,ncse's
[18] member,ncse's
[13] calendar,register
[13] million,years
[13] mark,calendar

Top Word Pairs in Tweet in G6:
[204] #d123,#edchat
[201] #edchat,#edtech
[175] #edtech,#cpchat
[164] #cpchat,#elemchat
[152] #elemchat,#mschat
[143] #mschat,#hschat
[142] #hschat,#ntchat
[142] #pblchat,#apchat
[142] #ntchat,#pblchat
[142] #suptchat,#libchat

Top Word Pairs in Tweet in G7:
[14] #literacy,#scichat
[13] #k12,#learning
[13] #edleadership,#edtech
[13] #edchat,#k12
[13] #learning,#edleadership
[12] #engchat,#literacy
[11] #edtech,#engchat
[10] #scichat,#mathchat
[9] #mathchat,#edreform
[3] help,ms

Top Word Pairs in Tweet in G8:
[19] stanys,conference
[12] nov,7th
[11] #scichat,#scied
[10] oct,3rd
[10] downtown,159
[10] #stanys22,#scichat
[10] 3rd,released
[10] 127th,stanys
[10] hotel,oct
[10] syracuse,downtown

Top Word Pairs in Tweet in G9:
[11] #scicomm,#openscience
[10] #scichat,#scicomm
[7] #openscience,#scichat
[6] #science,#election2022
[5] #openscience,#stem
[5] #psychology,#cdnpoli
[4] #stem,#scicomm
[4] gop,unqualified
[4] understand,#gender
[4] #cdnsci,#scichat

Top Word Pairs in Tweet in G10:
[20] gr,#steam
[17] #steam,ss
[14] weather,reporting
[13] #stem,#scichat
[13] 7th,gr
[12] seesaw,class
[11] weather,folder
[11] set,seesaw
[11] level,weather
[11] create,weather

Top Replied-To
Top Replied-To in Entire Graph:
@bunsenbernerbmd
@naomioreskes
@paulbraterman
@playdoh
@hollyanndoan
@darreljorstad
@caulfieldtim
@drcaberry
@witchjitsch
@drjengunter

Top Replied-To in G2:
@playdoh
@lectrifyit

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

Top Replied-To in G5:
@naomioreskes
@jacquelyngill
@paulbraterman

Top Replied-To in G8:
@schnekser

Top Replied-To in G9:
@hollyanndoan
@scottforsc
@mattwalshblog
@drcaberry
@caulfieldtim
@darreljorstad

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

Top Mentioned in G1:
@plugusin
@garym
@rgesthuizen

Top Mentioned in G2:
@garym
@ncse
@gwardis
@praxismedhat
@flinnscientific
@sciencebuddies
@scistarter
@nature
@tcea
@physorg_com

Top Mentioned in G3:
@tcea
@ericcurts
@mguhlin
@plugusin
@googlearts
@tmclain903
@googleforedu
@scistarter
@smithsonianlab

Top Mentioned in G4:
@bunsenbernerbmd
@ldpharr
@cowboycatranch
@tea_francis
@shellyvphd
@zagrrl
@zedscience
@yanevaldezt
@malikagrayson
@hayrose12

Top Mentioned in G5:
@ncse
@michaelemann
@brianapobiner
@stevebrusatte
@laelaps
@nickjmatzke
@gravesjl55
@ecoevodevo_lab
@drmilks
@tinalasisi

Top Mentioned in G6:
@forsanamerican
@paulenderle
@edutopia
@junioreinsteins
@ericcurts
@teachargument
@jonbergmann
@edsurge
@stemprintables
@technotesorg

Top Mentioned in G7:
@debbiemiya

Top Mentioned in G8:
@flinnscientific
@stanysorg
@schnekser
@jumbominds
@garym
@tcea
@nasa
@burgessdave
@pentaclethra
@ngssphenomena

Top Mentioned in G9:
@deepgreendesign
@gop
@nature
@forbes
@sciam
@cpc_hq
@coruspr
@globalnews
@cdnheritage
@financecanada

Top Mentioned in G10:
@seesaw
@citgoiaoqms
@andermm1
@pintobeanz11
@sphero
@msmakecode
@tinkercad
@evnautilus
@jlabar2me
@officialngss

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@victormanuelje1
@iwd12
@fabriciosx
@gracemurphy2
@carolmaewy
@frecklesxx20
@education_24x7
@ken_crichlow
@godfrey_g_

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

Top Tweeters in G2:
@jornalistavitor
@fabriciosx
@ken_crichlow
@godfrey_g_
@andrewmorrisuk
@calcaware
@regamertron
@frcretweets
@eco1start
@blueravefinn

Top Tweeters in G3:
@getiftech
@raspmarytea
@mdrechsler
@shellterrell
@blubberycrest
@mhairiforrest
@mguhlin
@erik_youngman
@jenniferagates
@richardklee1

Top Tweeters in G4:
@victormanuelje1
@iwd12
@gracemurphy2
@carolmaewy
@frecklesxx20
@ambiimoore
@trumpgot2go
@rrnunez
@llhawaii
@saranhe_aoo_598

Top Tweeters in G5:
@amazingchevvolt
@mr_spock
@argobagdr
@neilyoungsaveus
@3pennymovies
@englundbob
@ladylisadcantu1
@rrealneilnash
@petrine05647629
@mtanichthys

Top Tweeters in G6:
@advocatefored
@washingtonpost
@hephaistos_ai
@time
@3drenderbot
@alicekeeler
@npr
@scalarhumanity
@markj_ohnson
@teachercast

Top Tweeters in G7:
@pa
@iconohash
@explorelearning
@fromcanada_org
@pha
@nevitdilmen
@ktalbot70
@techkev
@bsctc05
@vbardakos

Top Tweeters in G8:
@burgessdave
@taramartinedu
@nasa
@krsciencelady
@nasobot
@dbc_inc
@rkiker
@drmcgettigan
@commkr8vewriter
@finleyt

Top Tweeters in G9:
@forbes
@deepgreendesign
@globalnews
@redpilldetox
@drcaberry
@breitbartnews
@_open_science_
@newyorker
@openscitalk
@carolekingnyc

Top Tweeters in G10:
@darwin1800
@seesaw
@arcadiaunified
@tracipiltz
@newsela
@microbitg
@pintobeanz11
@tinkercad
@mrsgadkey
@gimkit


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