scichat, Twitter, 12/10/2022 1:40:46 AM, 285915


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scichat_2022-12-09_17-16-48.xlsx
scichat_2022-12-09_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 10, 2022
Short Description:
scichat via NodeXL https://bit.ly/3HpvAUd
@garym
@plugusin
@bunsenbernerbmd
@praxismedhat
@tcea
@ncse
@ericcurts
@b0tsci
@paulenderle
@jc_james_clark

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

Description:
Description
The graph represents a network of 2,245 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, 10 December 2022 at 01:36 UTC.

The requested start date was Saturday, 10 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 116-day, 9-hour, 56-minute period from Sunday, 14 August 2022 at 13:13 UTC to Thursday, 08 December 2022 at 23:10 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 : 2245
Unique Edges : 1339
Edges With Duplicates : 12253
Total Edges : 13592
Number of Edge Types : 5
Retweet : 5305
MentionsInRetweet : 5758
Mentions : 1038
Tweet : 1464
Replies to : 27
Self-Loops : 2171
Reciprocated Vertex Pair Ratio : 0.0292168674698795
Reciprocated Edge Ratio : 0.0567749487854843
Connected Components : 103
Single-Vertex Connected Components : 62
Maximum Vertices in a Connected Component : 2023
Maximum Edges in a Connected Component : 13207
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.47978
Graph Density : 0.000678274954444219
Modularity : 0.210497
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,245 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, 10 December 2022 at 01:36 UTC.

The requested start date was Saturday, 10 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 116-day, 9-hour, 56-minute period from Sunday, 14 August 2022 at 13:13 UTC to Thursday, 08 December 2022 at 23:10 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/
[43] 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:
[25] https://ocr.org.uk/about/become-an-examiner-or-moderator/current-vacancies/?utm_source=Twitter&utm_medium=Webpage&utm_campaign=ExRec_Twitter22
[11] https://twitch.tv/sciencestreams
[8] https://scitechdaily.com/astronomy-astrophysics-101-spectrographs-and-spectroscopy/
[8] https://worldofpaleoanthropology.org/2022/08/21/why-is-science-communication-important/
[7] https://www.science.org/content/article/genes-reveal-how-our-pelvis-evolved-upright-walking
[7] https://ncse.ngo/deep-time-really-really-deep-man
[7] https://us02web.zoom.us/webinar/register/WN_6UCMkcVjS_2g0znLVQ0s9Q
[7] https://www.cbc.ca/news/health/climate-change-health-lancet-1.6630043?__vfz=medium%3Dsharebar
[7] http://spiderbytes.org/2022/08/23/the-global-spread-of-misinformation-on-spiders/
[7] https://www.youtube.com/watch?v=GwBIO8YfLzs


Top URLs in Tweet in G2:
[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 G3:
[44] https://bunsenbernerbmd.buzzsprout.com/
[15] 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 G4:
[20] https://schoolreportwriter.com/
[13] http://tinyurl.com/2yceyd4s
[12] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[10] https://blog.tcea.org/math-science-oer/
[9] https://blog.tcea.org/investigating-science-with-flipgrid/
[7] https://www.flinnsci.com/pavo/teacher-trial/
[6] https://medicinehatnews.com/life/local-life/2022/10/08/science-smarts-dazzle-your-thanksgiving-guests-with-magic-science/
[5] https://www.flinnsci.com/colorful-stalactites-and-stalagmites/dc91817/
[5] https://www.weareteachers.com/science-jokes/
[5] https://primarysourcenexus.org/2022/09/selecting-primary-sources-strategies-tips/

Top URLs in Tweet in G5:
[103] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[16] https://blog.tcea.org/math-science-oer/
[9] https://blog.tcea.org/steam-powered-winter-activities/
[7] https://www.weareteachers.com/science-jokes/
[2] https://bit.ly/3SVJi3o
[1] http://www.teachingabovethetest.com/p/foldables.html
[1] https://twitter.com/i/web/status/1573140600920080384
[1] https://twitter.com/i/web/status/1597433434057723904
[1] https://blog.tcea.org/investigating-science-with-flipgrid/
[1] https://www.flinnsci.com/dna-model-kit/

Top URLs in Tweet in G6:
[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
[5] https://www.edutopia.org/article/3-ways-activate-student-engagement
[4] https://thejenalleeshow.com/2022/05/23/create-scratch-off-cards-in-canva/
[4] https://blog.neolms.com/data-literacy-skills/
[4] https://www.bookwidgets.com/blog/2022/09/20-helpful-tips-to-become-an-organized-and-focused-teacher
[4] https://www.anyplaceamerica.com/
[4] https://www.fodey.com/generators/newspaper/snippet.asp
[3] https://theconversation.com/how-to-teach-writing-to-grade-1-kids-new-strategies-for-teachers-and-parents-149309

Top URLs in Tweet in G7:
[39] https://www.controlaltachieve.com/2022/11/8-googley-wintertime-activities-for-kids.html
[33] https://www.fodey.com/generators/newspaper/snippet.asp
[19] https://www.anyplaceamerica.com/
[13] https://www.controlaltachieve.com/2022/08/creating-soundboard-with-google-slides.html
[12] https://www.controlaltachieve.com/p/science-links.html
[10] https://learninglab.si.edu/
[9] https://www.jpl.nasa.gov/infographics
[7] https://fabiodisalvo.com/2022/05/22/science-root-words/
[4] https://artsandculture.google.com/project/explore-the-solar-system
[3] https://www.controlaltachieve.com/2022/10/join-control-alt-achieve-email.html

Top URLs in Tweet in G8:
[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 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/1559177302784843776
[1] https://twitter.com/ucsusa/status/1567991655508090889
[1] https://twitter.com/sciam/status/1570752114099474432
[1] https://twitter.com/aaas/status/1573734012388102145

Top URLs in Tweet in G10:
[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
[1] https://www.amazon.com/Expedition-Science-Empowering-Learners-Exploration/dp/1951600827/ref=mp_s_a_1_1?crid=31XGMQQ0QF1NB&keywords=expedition+science&qid=1662741241&sprefix=expedition+scienc%2Caps%2C178&sr=8-1
[1] https://eastern-stanys.org/
[1] https://twitch.tv/sciencestreams
[1] https://twitter.com/i/web/status/1572954117290459136
[1] https://twitter.com/i/web/status/1585244351017455617
[1] https://twitter.com/nasa_sls/status/1563922494024810499

Top Domains
Top Domains in Tweet in Entire Graph:
[547] twitter.com
[255] scitechdaily.com
[195] tcea.org
[86] phys.org
[85] controlaltachieve.com
[83] nature.com
[72] cbc.ca
[59] futurity.org
[56] theguardian.com
[54] medium.com

Top Domains in Tweet in G1:
[217] scitechdaily.com
[202] twitter.com
[77] nature.com
[72] phys.org
[63] cbc.ca
[50] theguardian.com
[50] futurity.org
[45] sciencenews.org
[45] medium.com
[40] theconversation.com

Top Domains in Tweet in G2:
[2] cbsnews.com
[1] fabiodisalvo.com
[1] twitter.com

Top Domains in Tweet in G3:
[108] twitter.com
[48] buzzsprout.com
[1] co.uk

Top Domains in Tweet in G4:
[67] twitter.com
[40] wordpress.com
[38] scitechdaily.com
[35] primarysourcenexus.org
[34] tcea.org
[28] flinnsci.com
[21] sciencebuddies.org
[20] schoolreportwriter.com
[16] tinyurl.com
[9] futurity.org

Top Domains in Tweet in G5:
[129] tcea.org
[7] weareteachers.com
[2] twitter.com
[2] bit.ly
[1] teachingabovethetest.com
[1] flinnsci.com

Top Domains in Tweet in G6:
[58] twitter.com
[28] edutopia.org
[17] edsurge.com
[12] sacredframework.com
[11] edweek.org
[10] tcea.org
[9] blogspot.com
[8] controlaltachieve.com
[8] edtechteacher.org
[7] eschoolnews.com

Top Domains in Tweet in G7:
[67] controlaltachieve.com
[33] fodey.com
[19] anyplaceamerica.com
[10] si.edu
[9] nasa.gov
[7] fabiodisalvo.com
[5] tcea.org
[4] twitter.com
[4] google.com
[3] brilliant.org

Top Domains in Tweet in G8:
[32] 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 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:
[14] stanys.org
[8] marriott.com
[8] crowneplaza.com
[3] twitter.com
[1] amazon.com
[1] eastern-stanys.org
[1] twitch.tv

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3104] scichat
[843] stem
[629] science
[614] scicomm
[608] edchat
[434] edtech
[253] d123
[247] sschat
[212] k12
[211] cpchat



Top Hashtags in Tweet in G1:
[1683] scichat
[526] scicomm
[447] stem
[313] science
[152] evolution
[135] biology
[127] scied
[86] environment
[62] genomics
[60] history

Top Hashtags in Tweet in G2:
[4] scichat

Top Hashtags in Tweet in G3:
[239] scichat
[17] catnip6
[9] petchat
[2] science
[1] catsoftwitter
[1] cats
[1] scienceoutreach
[1] stem
[1] edtech
[1] italiangreyhound

Top Hashtags in Tweet in G4:
[517] scichat
[255] stem
[59] science
[57] edchat
[54] medhat
[51] steam
[45] kidscience
[43] scicomm
[41] sschat
[38] stemathome

Top Hashtags in Tweet in G5:
[89] science
[23] scichat
[17] edtech
[16] math
[9] steam
[9] stemchat
[8] teachingideas
[6] stem
[6] mathchat
[5] teachertwitter

Top Hashtags in Tweet in G6:
[399] edchat
[319] scichat
[285] edtech
[227] d123
[188] cpchat
[174] elemchat
[164] sschat
[163] pblchat
[162] mschat
[158] edleaders

Top Hashtags in Tweet in G7:
[26] scichat
[19] controlaltachieve
[17] edtech
[11] edutwitter
[8] sschat
[7] elachat
[7] mathchat
[5] googleedu
[5] science
[3] tlap

Top Hashtags in Tweet in G8:
[50] scichat
[42] edchat
[28] learning
[27] edleadership
[26] k12
[26] edtech
[18] literacy
[15] engchat
[13] mathchat
[10] edreform

Top Hashtags in Tweet in G9:
[37] scichat
[33] scicomm
[31] openscience
[23] science
[21] cdnpoli
[18] stem
[9] election2022
[8] senca
[8] psychology
[7] math

Top Hashtags in Tweet in G10:
[25] scichat
[21] stanys22
[18] science
[17] scied
[8] nyssls
[8] nyedchat
[5] syracuse
[5] newyork
[4] expeditionscience
[4] tlap

Top Words
Top Words in Tweet in Entire Graph:
[3098] #scichat
[1814] science
[1512] garym
[848] ncse
[841] #stem
[750] students
[634] #science
[614] #scicomm
[606] #edchat
[521] amazing

Top Words in Tweet in G1:
[1680] #scichat
[1254] garym
[725] ncse
[526] #scicomm
[473] science
[446] #stem
[316] #science
[209] climate
[201] gwardis
[187] more

Top Words in Tweet in G2:
[362] teaching
[361] science
[361] teachers
[361] resource
[360] plugusin
[359] roots
[359] believe
[359] prefixes
[359] amazing
[359] students

Top Words in Tweet in G3:
[427] bunsenbernerbmd
[309] love
[253] science
[239] #scichat
[216] show
[212] audio
[171] pawdcast
[160] podcast
[155] scichat
[150] main

Top Words in Tweet in G4:
[514] #scichat
[367] science
[254] #stem
[240] garym
[150] praxis
[150] news
[143] outreach
[138] latest
[138] medicine
[137] praxismedhat

Top Words in Tweet in G5:
[198] tcea
[159] science
[155] explore
[151] interactive
[150] periodic
[150] tables
[150] make
[150] elements
[109] bit
[102] more

Top Words in Tweet in G6:
[399] #edchat
[319] #scichat
[285] #edtech
[227] #d123
[188] #cpchat
[174] #elemchat
[164] #sschat
[163] #pblchat
[162] #mschat
[158] #edleaders

Top Words in Tweet in G7:
[142] ericcurts
[78] winter
[66] clipping
[66] newspaper
[46] create
[46] custom
[43] activities
[39] snowman
[39] decorate
[39] tree

Top Words in Tweet in G8:
[50] #scichat
[42] #edchat
[28] #learning
[27] #edleadership
[26] #edtech
[26] #k12
[18] #literacy
[15] #engchat
[14] essay
[13] paper

Top Words in Tweet in G9:
[37] #scichat
[34] deepgreendesign
[33] #scicomm
[31] #openscience
[23] #science
[21] #cdnpoli
[19] science
[18] #stem
[9] #election2022
[8] #psychology

Top Words in Tweet in G10:
[27] conference
[25] #scichat
[21] #stanys22
[20] hotel
[19] stanys
[19] stanysorg
[18] #science
[18] syracuse
[18] night
[18] book

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[431] #scichat,#scicomm
[389] students,understand
[385] science,teachers
[380] teaching,students
[379] understand,roots
[379] teachers,believe
[379] pretty,amazing
[379] believe,teaching
[379] amazing,resource
[379] resource,science

Top Word Pairs in Tweet in G1:
[378] #scichat,#scicomm
[186] #stem,#scichat
[142] #science,#scichat
[110] climate,change
[83] years,ago
[70] praxis,science
[69] science,outreach
[65] smarts',column
[65] 'science,smarts'
[64] latest,praxis

Top Word Pairs in Tweet in G2:
[359] amazing,resource
[359] resource,science
[359] understand,roots
[359] science,teachers
[359] believe,teaching
[359] teachers,believe
[359] teaching,students
[359] roots,prefixes
[359] students,understand
[359] pretty,amazing

Top Word Pairs in Tweet in G3:
[171] science,pawdcast
[171] audio,show
[149] show,science
[149] tweet,love
[149] pawdcast,podcast
[149] sites,main
[149] love,audio
[149] podcast,sites
[149] love,tweet
[85] bunsenbernerbmd,love

Top Word Pairs in Tweet in G4:
[146] praxis,science
[143] science,outreach
[135] 'science,smarts'
[134] smarts',column
[131] latest,praxis
[131] outreach,'science
[128] medicine,news
[117] column,medicine
[92] #stem,#scichat
[63] icymi,latest

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

Top Word Pairs in Tweet in G6:
[217] #d123,#edchat
[215] #edchat,#edtech
[188] #edtech,#cpchat
[174] #cpchat,#elemchat
[162] #elemchat,#mschat
[153] #mschat,#hschat
[152] #hschat,#ntchat
[152] #pblchat,#apchat
[152] #ntchat,#pblchat
[152] #suptchat,#libchat

Top Word Pairs in Tweet in G7:
[66] newspaper,clipping
[46] create,custom
[39] winter,activities
[39] activities,build
[39] tree,winter
[39] build,snowman
[39] decorate,tree
[39] googley,winter
[39] winter,poetry
[39] snowman,decorate

Top Word Pairs in Tweet in G8:
[26] #edleadership,#edtech
[26] #learning,#edleadership
[16] #literacy,#scichat
[14] #k12,#learning
[14] #edchat,#k12
[13] #engchat,#literacy
[12] #edtech,#engchat
[12] due,paper
[12] desire,essay
[12] greatest,desire

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

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@bunsenbernerbmd
@naomioreskes
@paulbraterman
@playdoh
@witchjitsch
@drjengunter
@beebrookshire
@bronekkozicki
@hollyanndoan
@darreljorstad

Top Replied-To in G1:
@naomioreskes
@jacquelyngill
@paulbraterman

Top Replied-To in G3:
@bunsenbernerbmd
@beebrookshire
@drjengunter
@witchjitsch
@sherrygmusic
@cerra__

Top Replied-To in G4:
@playdoh
@lectrifyit

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

Top Replied-To in G10:
@schnekser

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

Top Mentioned in G1:
@garym
@ncse
@gwardis
@praxismedhat
@nature
@sciencebuddies
@physorg_com
@flinnscientific
@natgeo
@tcea

Top Mentioned in G2:
@plugusin
@garym
@rgesthuizen

Top Mentioned in G3:
@bunsenbernerbmd
@ldpharr
@cowboycatranch
@tea_francis
@shellyvphd
@zagrrl
@zedscience
@yanevaldezt
@malikagrayson
@hayrose12

Top Mentioned in G4:
@garym
@praxismedhat
@ncse
@gwardis
@flinnscientific
@stemhub_se
@sciencebuddies
@tcea
@andermm1
@ericcurts

Top Mentioned in G5:
@tcea
@mguhlin
@plugusin
@flinnscientific
@marianagserrato
@flip
@drbruceellis
@jonbergmann

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

Top Mentioned in G7:
@ericcurts
@tcea
@aaronmaureredu
@googlearts
@plugusin
@smithsonianlab
@googleforedu
@rmbyrne
@mguhlin

Top Mentioned in G8:
@debbiemiya

Top Mentioned in G9:
@deepgreendesign
@gop
@nature
@forbes
@sciam
@cpc_hq
@buckangel
@strobe_lightly
@debbiehayton
@scottforsc

Top Mentioned in G10:
@stanysorg
@schnekser
@burgessdave
@nysmtp
@pentaclethra
@nasa
@zoeweil
@sciencebuddies
@nasa_orion

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

Top Tweeters in G1:
@fabriciosx
@ken_crichlow
@godfrey_g_
@andrewmorrisuk
@amazingchevvolt
@calcaware
@regamertron
@mr_spock
@frcretweets
@argobagdr

Top Tweeters in G2:
@gvg1
@lookforsun
@aldoaria
@twistedmilkyway
@kiptw
@deborahyearyddd
@grahamandre
@piecorbett
@mrsdenyer
@tarafarah7

Top Tweeters in G3:
@victormanuelje1
@iwd12
@gracemurphy2
@carolmaewy
@frecklesxx20
@ambiimoore
@trumpgot2go
@rrnunez
@llhawaii
@saranhe_aoo_598

Top Tweeters in G4:
@jornalistavitor
@botfemale
@torontostar
@ctvnews
@sminaev2015
@darwin1800
@balamsinhue
@wired
@stem_ai
@mh_retweeter

Top Tweeters in G5:
@raspmarytea
@shellterrell
@blubberycrest
@jenniferagates
@richardklee1
@wickededtech
@anneleblanc2
@tcea
@teresaflutemath
@wendy21brown

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

Top Tweeters in G7:
@digitalmaverick
@getiftech
@mdrechsler
@plasticsimpact
@weincludedorg
@mhairiforrest
@shirky17
@erik_youngman
@sdiazc39
@us_kitkat

Top Tweeters in G8:
@pa
@iconohash
@explorelearning
@fromcanada_org
@pha
@nevitdilmen
@write2spotlight
@ktalbot70
@techkev
@writers_papers

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

Top Tweeters in G10:
@burgessdave
@taramartinedu
@nasa
@dbc_inc
@drmcgettigan
@nysmtp
@schnekser
@ckoos1
@jengutierrez18
@nasa_orion


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