scichat, Twitter, 12/24/2022 1:38:12 AM, 286858


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scichat_2022-12-23_17-16-48.xlsx
scichat_2022-12-23_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 24, 2022
Short Description:
scichat via NodeXL https://bit.ly/3YLbtpK
@garym
@bunsenbernerbmd
@tcea
@praxismedhat
@ericcurts
@ncse
@paulenderle
@b0tsci
@jc_james_clark
@jayaisales

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

Description:
Description
The graph represents a network of 1,748 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, 24 December 2022 at 01:33 UTC.

The requested start date was Saturday, 24 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 113-day, 1-hour, 0-minute period from Thursday, 01 September 2022 at 00:14 UTC to Friday, 23 December 2022 at 01:14 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 : 1748
Unique Edges : 1226
Edges With Duplicates : 10614
Total Edges : 11840
Number of Edge Types : 5
MentionsInRetweet : 4923
Mentions : 974
Retweet : 4548
Tweet : 1370
Replies to : 25
Self-Loops : 2044
Reciprocated Vertex Pair Ratio : 0.0328534514581026
Reciprocated Edge Ratio : 0.0636168691922802
Connected Components : 93
Single-Vertex Connected Components : 55
Maximum Vertices in a Connected Component : 1539
Maximum Edges in a Connected Component : 11489
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.430806
Graph Density : 0.000916248711422917
Modularity : 0.197257
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,748 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, 24 December 2022 at 01:33 UTC.

The requested start date was Saturday, 24 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 113-day, 1-hour, 0-minute period from Thursday, 01 September 2022 at 00:14 UTC to Friday, 23 December 2022 at 01:14 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/
[28] https://schoolreportwriter.com/
[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://www.anyplaceamerica.com/
[17] http://tinyurl.com/2yceyd4s

Top URLs in Tweet in G1:
[17] http://tinyurl.com/2yceyd4s
[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://schoolreportwriter.com/
[7] https://medicinehatnews.com/life/local-life/2022/10/08/science-smarts-dazzle-your-thanksgiving-guests-with-magic-science/
[7] https://www.internet4classrooms.com/halloween.htm
[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/

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] https://www.sciencenews.org/article/dinosaur-mummies-fossils-paleontology
[5] http://spiderbytes.org/2022/08/23/the-global-spread-of-misinformation-on-spiders/
[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://www.buzzsprout.com/413041/11768704-scichat-with-anthropologist-neil-kaplan-kelly-the-history-of-peace
[2] https://twitter.com/i/spaces/1gqGvyPEBwzKB

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://www.npr.org/2022/12/17/1142675809/cleanup-for-keystone-pipeline-oil-spill-kansas?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[2] https://eastern-stanys.org/
[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:
[486] twitter.com
[233] scitechdaily.com
[87] sciencelessonsthatrock.com
[81] nature.com
[75] tcea.org
[74] phys.org
[72] controlaltachieve.com
[69] cbc.ca
[66] sciencenews.org
[55] medium.com

Top Domains in Tweet in G1:
[155] twitter.com
[150] scitechdaily.com
[60] cbc.ca
[56] nature.com
[50] medium.com
[49] phys.org
[46] sciencebuddies.org
[46] primarysourcenexus.org
[44] wordpress.com
[38] theconversation.com

Top Domains in Tweet in G2:
[69] twitter.com
[27] nytimes.com
[27] org.uk
[22] theguardian.com
[21] nature.com
[18] sciencenews.org
[17] scitechdaily.com
[17] phys.org
[16] buff.ly
[15] youtube.com

Top Domains in Tweet in G3:
[109] twitter.com
[50] 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:
[48] twitter.com
[26] edutopia.org
[13] edsurge.com
[12] sacredframework.com
[11] blogspot.com
[10] tcea.org
[9] edweek.org
[9] weareteachers.com
[8] teachthought.com
[8] ajjuliani.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:
[27] twitter.com
[5] donorschoose.org
[4] etsy.com
[3] iconohash.com
[2] google.com
[2] paper.li
[2] amazon.com
[2] fromcanada.org
[1] savvas.com
[1] sciencebuddies.org

Top Domains in Tweet in G8:
[65] scitechdaily.com
[22] twitter.com
[21] futurity.org
[15] sciencenews.org
[14] youtube.com
[7] heritagedaily.com
[4] phys.org
[4] nature.com
[4] bbc.com
[3] medicalnewstoday.com

Top Domains in Tweet in G9:
[14] stanys.org
[11] twitch.tv
[8] marriott.com
[8] crowneplaza.com
[2] npr.org
[2] phys.org
[2] eastern-stanys.org
[2] twitter.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:
[2957] scichat
[784] stem
[683] science
[561] scicomm
[551] edchat
[420] edtech
[249] sschat
[244] d123
[213] cpchat
[198] elemchat



Top Hashtags in Tweet in G1:
[1366] scichat
[607] stem
[316] science
[168] scicomm
[137] scied
[122] evolution
[112] biology
[92] edchat
[81] environment
[76] steam

Top Hashtags in Tweet in G2:
[482] scichat
[380] scicomm
[79] stem
[46] science
[36] ukedchat
[32] openscience
[26] edutwitter
[26] educhat
[26] ks2
[26] asechat

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:
[357] edchat
[277] scichat
[261] edtech
[218] d123
[186] cpchat
[173] elemchat
[164] sschat
[160] pblchat
[159] mschat
[155] 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:
[47] scichat
[35] edchat
[22] learning
[22] edleadership
[21] k12
[21] edtech
[12] literacy
[12] mathchat
[10] engchat
[10] edreform

Top Hashtags in Tweet in G8:
[184] scichat
[20] cancer
[17] microbiome
[17] wellness
[16] health
[14] genomics
[14] archaeology
[13] evolution
[12] epigenetics
[11] diet

Top Hashtags in Tweet in G9:
[47] scichat
[29] science
[21] stanys22
[17] scied
[11] 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:
[2951] #scichat
[1413] garym
[1202] science
[781] #stem
[749] ncse
[688] #science
[561] #scicomm
[549] #edchat
[417] #edtech
[388] bunsenbernerbmd

Top Words in Tweet in G1:
[1360] #scichat
[1024] garym
[604] #stem
[573] science
[320] #science
[287] ncse
[230] news
[215] gwardis
[171] praxis
[170] latest

Top Words in Tweet in G2:
[482] #scichat
[456] ncse
[380] #scicomm
[337] garym
[155] science
[84] ncse's
[79] #stem
[78] climate
[72] news
[68] evolution

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

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

Top Words in Tweet in G5:
[357] #edchat
[277] #scichat
[258] #edtech
[218] #d123
[186] #cpchat
[173] #elemchat
[164] #sschat
[160] #pblchat
[159] #mschat
[155] #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:
[47] #scichat
[35] #edchat
[22] #edleadership
[22] #learning
[21] #edtech
[21] #k12
[14] essay
[13] paper
[12] excellence
[12] due

Top Words in Tweet in G8:
[184] #scichat
[39] garym
[32] gwardis
[24] science
[20] #cancer
[20] saturday
[19] cancer
[17] #microbiome
[17] #wellness
[17] scichat

Top Words in Tweet in G9:
[47] #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] #educoach
[22] middleweb
[20] #sschat
[20] #engchat
[15] stem
[14] #mschat
[12] teach
[12] content
[12] larryferlazzo

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[364] #scichat,#scicomm
[289] #stem,#scichat
[231] #d123,#edchat
[228] #edchat,#edtech
[203] #edtech,#cpchat
[202] praxis,science
[199] #sschat,#scichat
[198] science,outreach
[186] 'science,smarts'
[185] smarts',column

Top Word Pairs in Tweet in G1:
[251] #stem,#scichat
[166] praxis,science
[163] science,outreach
[153] 'science,smarts'
[152] smarts',column
[148] latest,praxis
[148] outreach,'science
[147] #science,#scichat
[147] medicine,news
[134] column,medicine

Top Word Pairs in Tweet in G2:
[272] #scichat,#scicomm
[39] years,ago
[36] praxis,science
[35] science,outreach
[33] ncse's,friend
[33] #scicomm,#scichat
[33] climate,change
[33] smarts',column
[33] 'science,smarts'
[33] latest,praxis

Top Word Pairs in Tweet in G3:
[172] science,pawdcast
[172] audio,show
[150] pawdcast,podcast
[150] love,audio
[150] show,science
[150] love,tweet
[150] podcast,sites
[150] tweet,love
[150] sites,main
[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:
[208] #d123,#edchat
[199] #edchat,#edtech
[186] #edtech,#cpchat
[171] #cpchat,#elemchat
[159] #elemchat,#mschat
[152] #mschat,#hschat
[152] #sschat,#scichat
[152] #hschat,#ntchat
[149] #pblchat,#apchat
[149] #ntchat,#pblchat

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

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:
[20] #scichat,#cancer
[17] scichat,saturday
[15] #health,#wellness
[12] #scichat,#epigenetics
[12] #scichat,#archaeology
[9] #scichat,#evolution
[8] #scichat,#covid19
[8] #scichat,#microbiome
[7] #scichat,#genomics
[7] covid,19

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] larryferlazzo,language
[11] #educoach,larryferlazzo
[11] content,multilinguals
[11] #engchat,#educoach
[11] academic,content
[11] #mschat,#sschat
[11] #scichat,#engchat
[11] teach,academic
[11] multilinguals,#mschat

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

Top Replied-To in G1:
@playdoh

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

Top Replied-To in G3:
@bunsenbernerbmd
@drjengunter
@witchjitsch
@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
@stemhub_se
@nature
@tcea
@andermm1

Top Mentioned in G2:
@ncse
@garym
@praxismedhat
@deepgreendesign
@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
@technotesorg
@e_sheninger

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
@nasorg
@herschelmuseum

Top Mentioned in G9:
@stanysorg
@schnekser
@pentaclethra
@burgessdave
@nysmtp
@physorg_com
@the_zooniverse
@twitter
@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
@botfemale
@blueravefinn
@alisonborealis
@3drenderbot
@metrouk
@cbsnews

Top Tweeters in G2:
@ronaldclarke
@amazingchevvolt
@mr_spock
@argobagdr
@forbes
@neilyoungsaveus
@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
@middaygujarati
@nevitdilmen
@write2spotlight
@ktalbot70
@writers_papers
@techkev

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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