scichat, Twitter, 12/17/2022 1:40:18 AM, 286438


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scichat_2022-12-16_17-16-48.xlsx
scichat_2022-12-16_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 17, 2022
Short Description:
scichat via NodeXL https://bit.ly/3V0iQXb
@garym
@bunsenbernerbmd
@tcea
@praxismedhat
@ericcurts
@ncse
@paulenderle
@b0tsci
@jc_james_clark
@jayaisales

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

Description:
Description
The graph represents a network of 1,727 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 December 2022 at 01:35 UTC.

The requested start date was Saturday, 17 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 106-day, 15-hour, 41-minute period from Thursday, 01 September 2022 at 00:14 UTC to Friday, 16 December 2022 at 15:55 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 : 1727
Unique Edges : 1201
Edges With Duplicates : 10168
Total Edges : 11369
Number of Edge Types : 5
Mentions : 934
MentionsInRetweet : 4740
Retweet : 4364
Tweet : 1306
Replies to : 25
Self-Loops : 1942
Reciprocated Vertex Pair Ratio : 0.0334335086401202
Reciprocated Edge Ratio : 0.0647037440930571
Connected Components : 89
Single-Vertex Connected Components : 52
Maximum Vertices in a Connected Component : 1523
Maximum Edges in a Connected Component : 11024
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.435603
Graph Density : 0.000922905983020677
Modularity : 0.202127
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,727 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 December 2022 at 01:35 UTC.

The requested start date was Saturday, 17 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 106-day, 15-hour, 41-minute period from Thursday, 01 September 2022 at 00:14 UTC to Friday, 16 December 2022 at 15:55 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:
[87] https://sciencelessonsthatrock.com/pbl1-project-based-learning-what-is-it-html/
[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
[24] https://schoolreportwriter.com/
[23] https://www.anyplaceamerica.com/
[17] http://tinyurl.com/2yceyd4s

Top URLs in Tweet in G1:
[8] https://schoolreportwriter.com/
[7] https://scitechdaily.com/astronomy-astrophysics-101-spectrographs-and-spectroscopy/
[7] https://primarysourcenexus.org/2022/09/selecting-primary-sources-strategies-tips/
[7] https://blog.tcea.org/math-science-oer/
[7] https://www.internet4classrooms.com/halloween.htm
[7] https://medicinehatnews.com/life/local-life/2022/10/08/science-smarts-dazzle-your-thanksgiving-guests-with-magic-science/
[7] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3849_a_new_kind_flashcard._flexcards.htm
[6] https://www.flinnsci.com/colorful-stalactites-and-stalagmites/dc91817/
[6] https://globalnews.ca/
[6] https://blog.tcea.org/investigating-science-with-flipgrid/

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
[6] https://us02web.zoom.us/webinar/register/WN_6UCMkcVjS_2g0znLVQ0s9Q
[6] https://www.youtube.com/watch?v=GwBIO8YfLzs

[5] http://spiderbytes.org/2022/08/23/the-global-spread-of-misinformation-on-spiders/
[5] https://www.sciencenews.org/article/dinosaur-mummies-fossils-paleontology
[5] https://nextpittsburgh.com/latest-news/discover-the-secret-dinosaur-bone-room-at-the-carnegie-musuem-of-natural-history/
[5] https://buff.ly/3DlqFzX
[5] https://www.nytimes.com/2022/09/08/science/human-brain-neanderthal-gene.html
[4] https://www.binghamton.edu/news/story/3850/binghamton-university-historian-receives-prestigious-friend-of-darwin-award
[4] https://www.nytimes.com/video/health/100000008564410/nobel-prize-award-medicine.html

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/1gqGvyPEBwzKB
[2] https://twitter.com/i/spaces/1mrxmkqjYadGy

Top URLs in Tweet in G4:
[83] https://sciencelessonsthatrock.com/pbl1-project-based-learning-what-is-it-html/
[9] https://blog.tcea.org/steam-powered-winter-activities/
[8] https://www.weareteachers.com/science-jokes/
[6] https://blog.tcea.org/investigating-science-with-flipgrid/
[4] https://blog.tcea.org/math-science-oer/
[3] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[2] https://bit.ly/3SVJi3o
[2] https://whatihavelearnedteaching.com/5e-model-science-instruction/
[1] http://www.teachingabovethetest.com/p/foldables.html
[1] https://twitter.com/i/web/status/1573140600920080384

Top URLs in Tweet in G5:
[9] https://sacredframework.com/are-you-a-pizza-based-learner/
[5] https://www.edutopia.org/article/3-ways-activate-student-engagement
[5] https://www.anyplaceamerica.com/
[4] https://blog.neolms.com/data-literacy-skills/
[4] https://www.teachthought.com/critical-thinking/habits-that-make-thinkers/
[4] https://www.weareteachers.com/silent-ball/#.Y1rRM_Ntrkg.twitter
[4] https://esheninger.blogspot.com/2022/10/core-elements-of-personalization.html
[4] https://www.bookwidgets.com/blog/2022/09/20-helpful-tips-to-become-an-organized-and-focused-teacher
[4] https://samlabs.com/us/benefits-of-computational-thinking/
[4] https://www.fodey.com/generators/newspaper/snippet.asp

Top URLs in Tweet in G6:
[40] https://www.controlaltachieve.com/2022/11/8-googley-wintertime-activities-for-kids.html
[33] https://www.fodey.com/generators/newspaper/snippet.asp
[19] https://blog.tcea.org/math-science-oer/
[18] https://www.anyplaceamerica.com/
[12] https://www.controlaltachieve.com/p/science-links.html
[10] https://learninglab.si.edu/
[10] 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 G7:
[7] https://twitter.com/i/spaces/1eaKbrMkzDYKX
[3] https://www.donorschoose.org/project/reading-is-fun/6664666/
[2] https://fromcanada.org/
[1] https://www.etsy.com/listing/1263341392/private-eyelines-have-i-got-fake-brexit?t=1662021780
[1] https://www.etsy.com/listing/1296281459/beware-the-witch-halloween-poster?t=1662048264
[1] https://twitter.com/nwstwincities/status/1566546845454675968
[1] https://www.etsy.com/listing/1273994742/the-dont-be-stupid-pamphlet-a-funny?t=1662520850
[1] https://www.etsy.com/listing/1203880270/red-jade-bracelet-10mm-gold-pixiu?t=1662548749
[1] https://twitter.com/tansuyegen/status/1567069212954214400
[1] https://twitter.com/rainmaker1973/status/1566041361840734214

Top URLs in Tweet in G8:
[5] https://www.youtube.com/watch?v=ovApt1joIu8&feature=youtu.be

[3] https://www.medicalnewstoday.com/articles/146935
[3] https://scitechdaily.com/3-types-of-leisure-activities-that-can-lower-your-risk-of-dementia/
[3] https://www.sciencenews.org/article/amphibian-loss-human-malaria-cases-mosquitoes?utm_source=email&utm_medium=email&utm_campaign=latest-newsletter-v2&utm_source=Latest_Headlines&utm_medium=email&utm_campaign=Latest_Headlines
[3] https://www.futurity.org/dna-blood-dementia-frailty-2812602/
[3] https://scitechdaily.com/puzzling-and-counterintuitive-discovery-heaviest-element-ever-found-in-an-exoplanet-atmosphere/
[3] https://www.youtube.com/watch?v=qW-KgM1HKb4&feature=youtu.be

[2] https://scitechdaily.com/yale-researchers-discover-a-lonely-giant-tortoise-whose-species-was-last-seen-over-100-years-ago/
[2] https://twitter.com/physorg_com/status/1568329406359244806
[2] https://www.sciencenews.org/article/humans-animal-husbandry-dung-fuel-fire-syria-stone-age?utm_source=email&utm_medium=email&utm_campaign=latest-newsletter-v2&utm_source

Top URLs in Tweet in G9:
[11] https://twitch.tv/sciencestreams
[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/ConferenceMain
[7] https://stanys.org/Registration-Main-Page
[2] https://eastern-stanys.org/
[1] https://www.sciencetimes.com/articles/36512/20220309/coitus-possible-space-nasa-finally-open-studying-humans-safely-reproduce.htm
[1] https://scitechdaily.com/relieve-headaches-faster-scientists-reveal-the-best-way-to-swallow-pills/
[1] https://www.space.com/mars-liquid-water-south-pole-subglacial
[1] https://www.theguardian.com/us-news/2022/oct/23/environmental-toxins-neurological-disorders-parkinsons-alzheimers?CMP=share_btn_tw

Top URLs in Tweet in G10:
[2] https://twitter.com/middleweb/status/1594355010292580352
[1] https://twitter.com/middleweb/status/1598011945478766593
[1] https://twitter.com/i/web/status/1568997599620784130
[1] https://www.middleweb.com/46708/low-prep-and-no-prep-vocabulary-activities/
[1] https://twitter.com/ScottGRiley/status/1501132702954639360
[1] https://www.middleweb.com/48181/misconceptions-let-your-students-figure-them-out/
[1] https://www.middleweb.com/47775/how-to-teach-academic-content-to-multilinguals/
[1] https://twitter.com/NewYorker/status/1576998595886288926
[1] https://www.middleweb.com/47649/designing-successful-independent-study/
[1] https://www.middleweb.com/46993/independent-study-for-middle-schoolers/

Top Domains
Top Domains in Tweet in Entire Graph:
[476] twitter.com
[212] scitechdaily.com
[87] sciencelessonsthatrock.com
[74] tcea.org
[74] nature.com
[73] phys.org
[72] controlaltachieve.com
[66] cbc.ca
[53] sciencenews.org
[52] medium.com

Top Domains in Tweet in G1:
[144] twitter.com
[137] scitechdaily.com
[58] cbc.ca
[52] nature.com
[49] phys.org
[47] medium.com
[44] sciencebuddies.org
[44] primarysourcenexus.org
[41] wordpress.com
[36] theconversation.com

Top Domains in Tweet in G2:
[65] twitter.com
[27] org.uk
[26] nytimes.com
[21] theguardian.com
[19] nature.com
[16] phys.org
[16] buff.ly
[15] sciencenews.org
[14] scitechdaily.com
[14] youtube.com

Top Domains in Tweet in G3:
[109] twitter.com
[49] buzzsprout.com
[1] co.uk

Top Domains in Tweet in G4:
[83] sciencelessonsthatrock.com
[22] tcea.org
[8] weareteachers.com
[5] twitter.com
[2] bit.ly
[2] whatihavelearnedteaching.com
[1] teachingabovethetest.com
[1] flinnsci.com

Top Domains in Tweet in G5:
[47] twitter.com
[25] edutopia.org
[13] edsurge.com
[12] sacredframework.com
[11] blogspot.com
[9] weareteachers.com
[9] tcea.org
[8] edweek.org
[7] controlaltachieve.com
[7] teachthought.com

Top Domains in Tweet in G6:
[57] controlaltachieve.com
[33] fodey.com
[24] tcea.org
[18] anyplaceamerica.com
[10] si.edu
[10] nasa.gov
[7] fabiodisalvo.com
[5] twitter.com
[4] google.com
[3] brilliant.org

Top Domains in Tweet in G7:
[26] twitter.com
[5] donorschoose.org
[4] etsy.com
[3] iconohash.com
[2] google.com
[2] amazon.com
[2] fromcanada.org
[1] savvas.com
[1] paper.li
[1] sciencebuddies.org

Top Domains in Tweet in G8:
[60] scitechdaily.com
[22] twitter.com
[21] futurity.org
[12] youtube.com
[11] sciencenews.org
[5] heritagedaily.com
[4] phys.org
[4] bbc.com
[3] medicalnewstoday.com
[3] science.org

Top Domains in Tweet in G9:
[14] stanys.org
[11] twitch.tv
[8] marriott.com
[8] crowneplaza.com
[2] phys.org
[2] eastern-stanys.org
[2] twitter.com
[1] sciencetimes.com
[1] scitechdaily.com
[1] space.com

Top Domains in Tweet in G10:
[7] twitter.com
[5] middleweb.com
[1] stitcher.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2820] scichat
[750] stem
[659] science
[525] edchat
[524] scicomm
[398] edtech
[232] sschat
[225] d123
[196] cpchat
[181] elemchat



Top Hashtags in Tweet in G1:
[1283] scichat
[564] stem
[299] science
[154] scicomm
[129] scied
[116] evolution
[106] biology
[83] edchat
[76] environment
[74] kidscience

Top Hashtags in Tweet in G2:
[448] scichat
[357] scicomm
[61] stem
[39] science
[32] openscience
[30] ukedchat
[25] ocr
[21] cdnpoli
[20] edutwitter
[20] educhat

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

Top Hashtags in Tweet in G4:
[162] science
[102] scichat
[85] teaching
[83] pbl
[21] edtech
[9] steam
[9] stemchat
[8] teachingideas
[7] teachertwitter
[6] learning

Top Hashtags in Tweet in G5:
[341] edchat
[261] scichat
[248] edtech
[205] d123
[173] cpchat
[158] elemchat
[149] sschat
[148] pblchat
[146] mschat
[142] hschat

Top Hashtags in Tweet in G6:
[51] scichat
[32] science
[20] edtech
[20] controlaltachieve
[19] math
[14] mathchat
[11] edutwitter
[9] stem
[8] sschat
[7] elachat

Top Hashtags in Tweet in G7:
[45] scichat
[35] edchat
[22] learning
[21] k12
[21] edleadership
[20] edtech
[11] literacy
[11] mathchat
[10] engchat
[9] edreform

Top Hashtags in Tweet in G8:
[170] scichat
[18] cancer
[17] wellness
[16] health
[15] microbiome
[13] genomics
[13] evolution
[12] archaeology
[11] diet
[11] epigenetics

Top Hashtags in Tweet in G9:
[44] scichat
[29] science
[21] stanys22
[17] scied
[10] scitlap
[8] nyssls
[8] nyedchat
[6] tlap
[5] news
[5] subnautica

Top Hashtags in Tweet in G10:
[24] scichat
[22] educoach
[20] engchat
[20] sschat
[14] mschat
[4] elachat
[3] mathchat
[3] satchat
[3] middleschool
[2] writing

Top Words
Top Words in Tweet in Entire Graph:
[2814] #scichat
[1330] garym
[1173] science
[747] #stem
[716] ncse
[664] #science
[524] #scicomm
[523] #edchat
[395] #edtech
[386] bunsenbernerbmd

Top Words in Tweet in G1:
[1277] #scichat
[980] garym
[561] #stem
[560] science
[303] #science
[265] ncse
[225] news
[199] gwardis
[164] praxis
[164] praxismedhat

Top Words in Tweet in G2:
[448] #scichat
[445] ncse
[357] #scicomm
[301] garym
[139] science
[81] ncse's
[68] climate
[67] award
[67] years
[63] news

Top Words in Tweet in G3:
[367] bunsenbernerbmd
[310] love
[242] science
[230] #scichat
[217] show
[201] audio
[172] pawdcast
[161] podcast
[150] tweet
[150] main

Top Words in Tweet in G4:
[203] tcea
[162] #science
[107] lessons
[102] #scichat
[90] right
[85] #teaching
[83] doing
[83] sure
[83] rock
[83] #pbl

Top Words in Tweet in G5:
[341] #edchat
[261] #scichat
[245] #edtech
[205] #d123
[173] #cpchat
[158] #elemchat
[149] #sschat
[148] #pblchat
[146] #mschat
[142] #hschat

Top Words in Tweet in G6:
[137] ericcurts
[80] winter
[66] clipping
[66] newspaper
[51] #scichat
[41] activities
[40] snowman
[40] decorate
[40] tree
[40] googley

Top Words in Tweet in G7:
[45] #scichat
[35] #edchat
[22] #learning
[21] #edleadership
[21] #k12
[20] #edtech
[14] essay
[13] paper
[12] excellence
[12] due

Top Words in Tweet in G8:
[170] #scichat
[35] garym
[30] gwardis
[23] science
[18] saturday
[18] #cancer
[17] #wellness
[16] cancer
[16] human
[16] #health

Top Words in Tweet in G9:
[44] #scichat
[29] #science
[29] conference
[21] stanys
[21] stanysorg
[21] #stanys22
[20] hotel
[20] book
[18] syracuse
[18] night

Top Words in Tweet in G10:
[24] #scichat
[22] middleweb
[22] #educoach
[20] #sschat
[20] #engchat
[15] stem
[14] #mschat
[12] content
[12] larryferlazzo
[12] teach

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[350] #scichat,#scicomm
[271] #stem,#scichat
[212] #d123,#edchat
[209] #edchat,#edtech
[191] praxis,science
[187] science,outreach
[186] #edtech,#cpchat
[182] #sschat,#scichat
[175] 'science,smarts'
[174] audio,show

Top Word Pairs in Tweet in G1:
[243] #stem,#scichat
[159] praxis,science
[156] science,outreach
[147] 'science,smarts'
[146] smarts',column
[142] latest,praxis
[142] outreach,'science
[141] medicine,news
[136] #science,#scichat
[128] column,medicine

Top Word Pairs in Tweet in G2:
[264] #scichat,#scicomm
[39] years,ago
[33] friend,darwin
[32] ncse's,friend
[32] recipient,ncse's
[31] #scicomm,#scichat
[31] praxis,science
[30] science,outreach
[28] smarts',column
[28] board,directors

Top Word Pairs in Tweet in G3:
[172] science,pawdcast
[172] audio,show
[150] show,science
[150] tweet,love
[150] pawdcast,podcast
[150] sites,main
[150] love,audio
[150] podcast,sites
[150] love,tweet
[86] bunsenbernerbmd,love

Top Word Pairs in Tweet in G4:
[83] rock,#scichat
[83] #science,lessons
[83] right,#science
[83] sure,doing
[83] #scichat,#pbl
[83] doing,right
[83] lessons,rock
[83] #pbl,#teaching
[82] tcea,sure
[52] tables,elements

Top Word Pairs in Tweet in G5:
[195] #d123,#edchat
[186] #edchat,#edtech
[173] #edtech,#cpchat
[158] #cpchat,#elemchat
[146] #elemchat,#mschat
[140] #hschat,#ntchat
[140] #mschat,#hschat
[137] #apchat,#suptchat
[137] #ntchat,#pblchat
[137] #suptchat,#libchat

Top Word Pairs in Tweet in G6:
[66] newspaper,clipping
[40] winter,activities
[40] activities,build
[40] tree,winter
[40] build,snowman
[40] decorate,tree
[40] googley,winter
[40] winter,poetry
[39] poetry,greeting
[39] ericcurts,googley

Top Word Pairs in Tweet in G7:
[20] #edleadership,#edtech
[20] #learning,#edleadership
[12] greatest,desire
[12] essay,due
[12] #edchat,#learning
[12] #edtech,#edchat
[12] paper,pay
[12] excellence,greatest
[11] due,paper
[11] desire,essay

Top Word Pairs in Tweet in G8:
[18] #scichat,#cancer
[15] scichat,saturday
[15] #health,#wellness
[11] #scichat,#epigenetics
[10] #scichat,#archaeology
[9] #scichat,#evolution
[7] #scichat,#genomics
[7] #scichat,#covid19
[7] covid,19
[7] #scichat,#microbiome

Top Word Pairs in Tweet in G9:
[21] stanys,conference
[13] nov,7th
[11] #scichat,#scied
[11] 127th,stanys
[10] #stanys22,#scichat
[10] oct,3rd
[10] book,hotel
[10] hotel,oct
[10] downtown,159
[10] conference,nov

Top Word Pairs in Tweet in G10:
[17] #sschat,#scichat
[11] #scichat,#engchat
[11] #engchat,#educoach
[11] #educoach,larryferlazzo
[11] content,multilinguals
[11] multilinguals,#mschat
[11] #mschat,#sschat
[11] academic,content
[11] larryferlazzo,language
[11] teach,academic

Top Replied-To
Top Replied-To in Entire Graph:
@bunsenbernerbmd
@paulbraterman
@playdoh
@jacquelyngill
@witchjitsch
@drjengunter
@cerra__
@sherrygmusic
@bronekkozicki
@hollyanndoan

Top Replied-To in G1:
@playdoh

Top Replied-To in G2:
@naomioreskes
@jacquelyngill
@paulbraterman
@lectrifyit
@bronekkozicki
@scottforsc
@mattwalshblog
@caulfieldtim
@drcaberry
@darreljorstad

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

Top Replied-To in G9:
@schnekser

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

Top Mentioned in G1:
@garym
@ncse
@gwardis
@praxismedhat
@flinnscientific
@sciencebuddies
@nature
@stemhub_se
@tcea
@andermm1

Top Mentioned in G2:
@ncse
@garym
@deepgreendesign
@praxismedhat
@gwardis
@laelaps
@nickjmatzke
@michaelemann
@sciencenews
@nature

Top Mentioned in G3:
@bunsenbernerbmd
@ldpharr
@cowboycatranch
@zedscience
@zagrrl
@yanevaldezt
@malikagrayson
@hayrose12
@astrodaria
@indra_bartona

Top Mentioned in G4:
@tcea
@flip
@drbruceellis
@mguhlin
@flinnscientific
@marianagserrato
@blewistexas
@tmclain903

Top Mentioned in G5:
@forsanamerican
@paulenderle
@edutopia
@ericcurts
@weareteachers
@teachargument
@junioreinsteins
@edsurge
@e_sheninger
@technotesorg

Top Mentioned in G6:
@ericcurts
@tcea
@mguhlin
@googlearts
@aaronmaureredu
@googleforedu
@tmclain903
@smithsonianlab
@rmbyrne
@fabdisalvo

Top Mentioned in G7:
@debbiemiya

Top Mentioned in G8:
@garym
@gwardis
@deb_fillman
@scio_sophia
@youtube
@jumbominds
@ualberta
@sdsu
@herschelmuseum
@ncse

Top Mentioned in G9:
@stanysorg
@schnekser
@pentaclethra
@burgessdave
@nysmtp
@physorg_com
@twitter
@the_zooniverse
@nasa

Top Mentioned in G10:
@middleweb
@larryferlazzo
@ajollygal
@naisnetwork
@wwnorton
@stenhousepub
@ellchat
@nsta
@aftteach

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_
@blackphysicists
@blueravefinn
@alisonborealis
@3drenderbot
@metrouk
@cbsnews
@ctvnews

Top Tweeters in G2:
@ronaldclarke
@amazingchevvolt
@mr_spock
@argobagdr
@neilyoungsaveus
@forbes
@3pennymovies
@b0tsci
@deepgreendesign
@globalnews

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

Top Tweeters in G4:
@gdorn1
@shellterrell
@pcalleypbvusd
@richardklee1
@wickededtech
@drsolis
@tcea
@wendy21brown
@joselsilvasmith
@blewistexas

Top Tweeters in G5:
@southerngemgal
@advocatefored
@washingtonpost
@hephaistos_ai
@time
@alicekeeler
@scalarhumanity
@rdene915
@markj_ohnson
@teachercast

Top Tweeters in G6:
@digitalmaverick
@getiftech
@mdrechsler
@plasticsimpact
@weincludedorg
@blubberycrest
@mhairiforrest
@shirky17
@mguhlin
@jenniferagates

Top Tweeters in G7:
@pa
@iconohash
@fromcanada_org
@pha
@nevitdilmen
@write2spotlight
@ktalbot70
@techkev
@writers_papers
@vbardakos

Top Tweeters in G8:
@andrewmorrisuk
@imagine_garden
@grhluna24
@dlhampton
@ecology_tweets
@deborahdian
@laurelnelsonh
@precisionmedbot
@binfotrends
@deb_fillman

Top Tweeters in G9:
@regamertron
@frcretweets
@burgessdave
@taramartinedu
@nasa
@dbc_inc
@nysmtp
@schnekser
@pentaclethra
@ckoos1

Top Tweeters in G10:
@education_24x7
@larryferlazzo
@middleweb
@aftteach
@routledgeeoe
@wwnorton
@naisnetwork
@stenhousepub
@amle
@curtischandler6


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