scichat, Twitter, 6/27/2020 12:56:24 AM, 229955


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scichat_2020-06-26_17-12-56.xlsx
scichat_2020-06-26_17-12-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 27, 2020
Short Description:
scichat via NodeXL https://bit.ly/2VmJ1vb
@garym
@ncse
@natgeoeducation
@praxismedhat
@stem_ai
@mrmwilby
@weareteachers
@middleweb
@innovatemyschl
@moorejh

Top hashtags:
#scichat
#stem
#science
#scicomm
#edchat
#sschat
#engchat
#climatechange
#scied
#edtech

Description:
Description
The graph represents a network of 2,222 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, 27 June 2020 at 00:14 UTC.

The requested start date was Saturday, 27 June 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 70-day, 0-hour, 27-minute period from Friday, 17 April 2020 at 14:45 UTC to Friday, 26 June 2020 at 15:12 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 : 2222
Unique Edges : 1357
Edges With Duplicates : 7804
Total Edges : 9161
Number of Edge Types : 5
Mentions : 926
MentionsInRetweet : 3850
Retweet : 3056
Tweet : 1315
Replies to : 14
Self-Loops : 1505
Reciprocated Vertex Pair Ratio : 0.0315330426031533
Reciprocated Edge Ratio : 0.0611382113821138
Connected Components : 172
Single-Vertex Connected Components : 77
Maximum Vertices in a Connected Component : 1774
Maximum Edges in a Connected Component : 8382
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.579142
Graph Density : 0.000623092475839209
Modularity : 0.309657
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 2,222 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, 27 June 2020 at 00:14 UTC.

The requested start date was Saturday, 27 June 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 70-day, 0-hour, 27-minute period from Friday, 17 April 2020 at 14:45 UTC to Friday, 26 June 2020 at 15:12 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:
[50] https://www.weareteachers.com/national-geographic-learn-at-home/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=NatGeo_1904_ART2&utm_content=1589403221
[31] http://www.controlaltachieve.com/p/science-links.html
[21] https://www.twitch.tv/sciencestreams
[18] https://www.sciencenews.org/article/rainforest-antarctica-south-pole-roughly-90-million-years-ago
[18] https://www.pltw.org/blog/why-pltw-for-science
[15] https://schoolreportwriter.com/
[13] https://alumni.berkeley.edu/california-magazine/summer-2020/michael-mann-on-climate-denial-and-doom
[13] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-01294-9
[12] https://ncse.ngo/making-sense-COVID-19-mortality-disparities
[11] https://makeprojects.com/ysc/project/fungus-in-snow

Top URLs in Tweet in G1:
[3] http://www.inqits.com
[3] https://www.npr.org/sections/goatsandsoda/2020/05/21/858087604/all-girl-robotics-team-in-afghanistan-works-on-low-cost-ventilator-with-car-part?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[3] https://docs.google.com/document/d/1b_Cm7POSZulIZjVQvBVENO6LKIY59uQ7u8RNLShMdKI/edit#bookmark=id.ws51wi9hogzl
[2] http://www.nasa.gov/press-release/nasa-partner-space-agencies-amass-global-view-of-covid-19-impacts
[2] https://techcrunch.com/2020/04/17/nasa-and-spacex-set-historic-first-astronaut-launch-for-may-27/
[2] https://www.space.com/best-geologic-moon-map-ever-apollo-data.html
[2] https://www.fastcompany.com/90496349/we-could-turn-out-of-use-school-buses-into-low-cost-mobile-covid-test-labs
[2] https://www.washingtonpost.com/world/asia_pacific/new-zealand-edges-back-to-normal-after-routing-coronavirus-in-49-days/2020/05/15/c8f43f46-950e-11ea-87a3-22d324235636_story.html
[2] https://apps.momath.org/venus/
[1] https://twitter.com/OfficialNGSS/status/1265669423286964225

Top URLs in Tweet in G2:
[15] https://www.sciencenews.org/article/rainforest-antarctica-south-pole-roughly-90-million-years-ago
[11] https://alumni.berkeley.edu/california-magazine/summer-2020/michael-mann-on-climate-denial-and-doom
[11] https://ncse.ngo/making-sense-COVID-19-mortality-disparities
[10] https://naturalhistory.si.edu/events/video-webinar-science-how-smithsonians-dinosaurs-paleontologist-and-curator-dinosauria-matt
[7] https://ncse.ngo/new-ncsepenn-state-survey-finds-impressive-gains-evolution-education
[7] https://www.yaleclimateconnections.org/2020/05/as-u-s-lakes-and-rivers-warm-reports-of-harmful-algal-blooms-are-on-the-rise/
[6] https://www.scientificamerican.com/article/possible-dinosaur-dna-has-been-found/
[6] https://www.youtube.com/watch?v=1cvMX82iwRM&feature=youtu.be

[6] https://www.theguardian.com/world/2020/jun/12/what-kind-of-face-mask-gives-the-best-protection-against-coronavirus
[6] https://www.sciencenews.org/article/nose-horned-dragon-lizard-lost-science-found

Top URLs in Tweet in G3:
[11] https://makeprojects.com/ysc/project/fungus-in-snow
[11] https://makeprojects.com/ysc/project/what-are-microplastics-and-why-should-you-care
[11] https://makeprojects.com/ysc/project/ysc-online-stem-fair-2020-template-zrogb
[11] https://makeprojects.com/ysc/project/worm-phun
[9] https://thekidshouldseethis.com/post/lego-tensegrity-sculpture-physics-explanation
[8] https://genomealberta.ca/genomics/genomics_blog_04182001.aspx
[8] https://www.pressreader.com/article/281779926367657
[7] https://www.youtube.com/watch?v=chkzEc_jE8I

[7] https://globalnews.ca/
[6] http://fw.to/AQsKqNV

Top URLs in Tweet in G4:
[3] https://community.wacom.com/active-and-connected-remote-learning-with-stacey-roshan/
[2] https://www.middleweb.com/1153/review-for-us/
[2] https://www.middleweb.com/43191/in-covid-teaching-limbo-check-out-hyperdocs/
[2] https://www.middleweb.com/42850/find-classroom-books-without-breaking-the-bank/
[2] http://tweenteacher.com/2014/10/30/the-full-interview-with-dr-spiros-michalakis/
[1] https://twitter.com/i/web/status/1251920544641036292
[1] https://www.middleweb.com/42839/using-picture-talk-to-support-sife-learners/
[1] https://twitter.com/i/web/status/1253025418141151241
[1] https://twitter.com/i/web/status/1255559978301227008
[1] https://twitter.com/i/web/status/1256233358302105611

Top URLs in Tweet in G5:
[3] https://edu.rsc.org/soundbite/will-doggy-detectors-sniff-out-covid-19/4011928.article
[3] https://edu.rsc.org/ideas/how-to-use-hinge-point-questions-effectively/4011966.article
[1] https://www.tes.com/teaching-resource/sustainable-energy-game-lockdown-keyworker-students-end-of-term-geography-science-12339316
[1] https://twitter.com/i/web/status/1253406497993867264
[1] https://twitter.com/i/web/status/1255215708167901184
[1] https://twitter.com/i/web/status/1254805505064742912
[1] https://www.smartsurvey.co.uk/s/5W8IWO/
[1] https://edu.rsc.org/feature/epidemiology-calling-the-disease-detectives/4011858.article
[1] https://edu.rsc.org/opinion/playtime-with-the-technicians/4011914.article
[1] https://edu.rsc.org/ideas/4-ways-to-successfully-use-images-in-your-lessons/4011753.article

Top URLs in Tweet in G6:
[46] https://www.weareteachers.com/national-geographic-learn-at-home/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=NatGeo_1904_ART2&utm_content=1589403221
[5] https://www.weareteachers.com/slime-space-virtual-field-trip/?utm_content=1588702126&utm_medium=social&utm_source=twitter
[1] https://www.sciencenews.org/article/fossil-footprints-crocodile-ancestors-bipedal-walk?utm_source=Editors_Picks&utm_medium=email&utm_campaign=editorspicks061420
[1] https://twitter.com/i/web/status/1256344146371100676
[1] https://www.weareteachers.com/contest/hydroponics-giveaway/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=RealityWorks_1912_GIVE_MEGA&utm_content=1588269731
[1] https://twitter.com/i/web/status/1265222648683995136
[1] https://twitter.com/i/web/status/1262007466809794560
[1] https://twitter.com/i/web/status/1263147224831229954
[1] https://twitter.com/IngramWhite/status/1265749620916920320

Top URLs in Tweet in G7:
[3] https://edulastic.com/blog/earth-day-assessments/
[3] https://primarysourcenexus.org/2020/05/primary-source-spotlight-disease/
[3] https://www.youtube.com/channel/UCtWWZXONKhHnYIHNUU1g6jQ
[3] https://scistarter.org/citizensciencemonth
[3] https://s3.amazonaws.com/NSTA1/1658086/2._OpenSciEd_Professional_Learning_Design_Specifications.pdf?AWSAccessKeyId=AKIAIMRSQAV7P6X4QIKQ&Expires=1590753902&Signature=4CIJr0AK75Zx4XgcBTfMaF6UIFE%3d
[3] https://www.youtube.com/watch?v=dQa3kdH1OlE

[2] https://www.sciencedaily.com/releases/2020/04/200415084312.htm
[2] https://edulastic.com/blog/edulastic-innovator-spotlight-buck-bommer/
[2] https://preview.edulastic.com/d/cp?eAId=MzI4MjE2OTI3Ng==
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=229766

Top URLs in Tweet in G8:
[2] https://www.educatorstechnology.com/2020/02/3-science-websites-for-teachers-and.html
[2] https://twitter.com/NPR/status/1263976318728843268
[2] https://www.nytimes.com/interactive/2020/04/30/climate/antarctica-ice-climate-change.html?smid=tw-share
[2] https://www.youtube.com/watch?v=JaVqSRY6Hvk&feature=youtu.be

[2] https://www.internet4classrooms.com/assessment_assistance/state_standards_tests_to_print_3rd_third_grade.htm
[1] https://paper.li/VicMJim/1426311925?edition_id=dc42d940-8140-11ea-a09e-002590a5ba2d
[1] https://educhange.com/macroassess/
[1] https://educhange.com/?smd_process_download=1&download_id=5500
[1] https://paper.li/f-1430206840?edition_id=5af91010-8209-11ea-8b61-0cc47a0d1609
[1] https://twitter.com/i/web/status/1251763840699727872

Top URLs in Tweet in G9:
[4] https://www.ase.org.uk/membership
[2] https://www.weareteachers.com/national-geographic-learn-at-home/
[2] https://www.ase.org.uk/ase-coronavirus-hub-primary-remote-learning-resources
[2] https://www.ase.org.uk/news/help-us-shape-delivery-of-quality-practical-science-post-lockdown
[1] https://www.britishscienceassociation.org/blog/young-people-are-more-interested-in-a-scientific-career-as-a-result-of-covid-19
[1] https://twitter.com/i/web/status/1251473114371948546
[1] https://www.science-sparks.com/baking-soda-rocket/
[1] https://edtechimpact.com/products
[1] https://liftlessons.co/home-learning
[1] https://twitter.com/i/web/status/1260274822485082116

Top URLs in Tweet in G10:
[21] https://www.twitch.tv/sciencestreams
[5] https://technologypursuit.edublogs.org/2020/01/06/multimedia-book-responses/
[1] https://twitter.com/i/web/status/1253403013714022401
[1] https://technologypursuit.edublogs.org/2020/05/10/vocabulary-connections-with-padlet/
[1] https://theconversation.com/a-new-type-of-chemical-bond-the-charge-shift-bond-130087?utm_source=twitter&utm_medium=bylinetwitterbutton
[1] https://twitter.com/i/web/status/1253690305079017473
[1] https://twitter.com/i/web/status/1264006010261438466
[1] https://twitter.com/i/web/status/1274172473379033089
[1] https://climate.nasa.gov/images-of-change?id=716#716-mekong-river-changes-color
[1] https://twitter.com/i/web/status/1252394432126570497

Top Domains
Top Domains in Tweet in Entire Graph:
[588] twitter.com
[114] ncse.ngo
[88] youtube.com
[81] sciencenews.org
[77] tes.com
[69] nytimes.com
[63] paper.li
[63] weareteachers.com
[53] nasa.gov
[50] scitechdaily.com

Top Domains in Tweet in G1:
[56] twitter.com
[44] nasa.gov
[30] nationalgeographic.org
[6] washingtonpost.com
[5] fastcompany.com
[4] google.com
[4] nationalgeographic.com
[4] npr.org
[3] inqits.com
[3] theguardian.com

Top Domains in Tweet in G2:
[95] ncse.ngo
[58] sciencenews.org
[52] twitter.com
[37] nytimes.com
[34] yaleclimateconnections.org
[27] smithsonianmag.com
[17] theguardian.com
[16] sciencemag.org
[15] berkeley.edu
[13] carbonbrief.org

Top Domains in Tweet in G3:
[168] twitter.com
[47] scitechdaily.com
[47] makeprojects.com
[39] youtube.com
[36] cbc.ca
[31] theconversation.com
[24] genomealberta.ca
[23] heritagedaily.com
[22] nytimes.com
[21] sciencenews.org

Top Domains in Tweet in G4:
[23] twitter.com
[14] middleweb.com
[3] wacom.com
[3] tweenteacher.com
[1] nativeamericanscience.org
[1] readingways.org
[1] scitechdaily.com
[1] washingtonpost.com
[1] blog.google
[1] youtube.com

Top Domains in Tweet in G5:
[9] twitter.com
[9] rsc.org
[2] tes.com
[2] co.uk

Top Domains in Tweet in G6:
[52] weareteachers.com
[5] twitter.com
[1] sciencenews.org

Top Domains in Tweet in G7:
[24] twitter.com
[19] edulastic.com
[18] primarysourcenexus.org
[17] youtube.com
[17] twigeducation.com
[6] google.com
[4] amazonaws.com
[3] sciencedaily.com
[3] nodexlgraphgallery.org
[3] scistarter.org

Top Domains in Tweet in G8:
[45] twitter.com
[9] paper.li
[4] instagram.com
[3] nytimes.com
[2] educhange.com
[2] educatorstechnology.com
[2] blogspot.com
[2] youtube.com
[2] internet4classrooms.com
[1] wordpress.com

Top Domains in Tweet in G9:
[12] twitter.com
[8] org.uk
[2] weareteachers.com
[1] britishscienceassociation.org
[1] science-sparks.com
[1] edtechimpact.com
[1] liftlessons.co
[1] invasivespecies.scot
[1] oup.com
[1] innovatemyschool.com

Top Domains in Tweet in G10:
[21] twitch.tv
[7] twitter.com
[6] edublogs.org
[5] activelylearn.com
[1] theconversation.com
[1] nasa.gov
[1] ajc.com
[1] wordpress.com
[1] art19.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2362] scichat
[456] stem
[431] science
[430] scicomm
[370] edchat
[226] sschat
[222] engchat
[198] climatechange
[179] scied
[140] edtech



Top Hashtags in Tweet in G1:
[140] scichat
[59] science
[44] stem
[41] edchat
[35] aerospace
[34] space
[20] teacherstrong
[16] ngsschat
[15] edtech
[15] womeninstem

Top Hashtags in Tweet in G2:
[429] scichat
[318] scicomm
[162] climatechange
[72] scinews
[60] evolution
[41] coronavirus
[40] scied
[39] covid
[33] sciteachers
[17] climatescience

Top Hashtags in Tweet in G3:
[778] scichat
[221] stem
[216] science
[92] scied
[92] medhat
[91] scicomm
[84] edchat
[71] covid19
[53] edtech
[47] evolution

Top Hashtags in Tweet in G4:
[147] scichat
[107] mschat
[92] engchat
[91] sschat
[85] educoach
[84] elachat
[83] edchat
[74] ellchat
[58] mathchat
[21] els

Top Hashtags in Tweet in G5:
[21] scichat
[10] mooc
[9] biochemistry
[8] edutwitter
[8] parentsprimer
[8] chemistry
[8] parents
[6] asechat
[4] chemed
[4] edchat

Top Hashtags in Tweet in G6:
[90] scichat
[47] sschat
[46] natgeo
[31] teacherappreciationweek
[31] teacherperks
[5] elemchat
[5] slime
[4] steam
[4] pbl
[4] sponsored

Top Hashtags in Tweet in G7:
[110] scichat
[53] edchat
[22] twigsciencereporter
[21] ngsschat
[21] tlchat
[20] stem
[18] sschat
[17] science
[17] primarysources
[13] todayinhistory

Top Hashtags in Tweet in G8:
[73] scichat
[16] science
[16] edchat
[13] ukedchat
[12] edutwitter
[10] learning
[10] stem
[10] educhat
[9] teacher
[9] teachers

Top Hashtags in Tweet in G9:
[26] scied
[18] scichat
[16] homelearning
[10] prisci
[9] science
[5] primaryscience
[5] primaryed
[4] homelearninguk
[4] lockdownlearning
[4] stem

Top Hashtags in Tweet in G10:
[39] scichat
[26] scitlap
[22] games4ed
[15] engchat
[11] sschat
[10] elachat
[8] sstlap
[8] tlap
[7] mathchat
[7] teachers

Top Words
Top Words in Tweet in Entire Graph:
[2359] #scichat
[898] science
[682] ncse
[456] #stem
[431] #science
[430] #scicomm
[395] students
[367] garym
[359] natgeoeducation
[346] #edchat

Top Words in Tweet in G1:
[335] natgeoeducation
[140] #scichat
[107] nasa
[74] ss
[70] insidenatgeo
[59] #science
[53] world
[51] earth
[50] collection
[49] find

Top Words in Tweet in G2:
[555] ncse
[428] #scichat
[318] #scicomm
[161] #climatechange
[125] climate
[99] science
[72] #scinews
[66] evolution
[60] #evolution
[54] students

Top Words in Tweet in G3:
[777] #scichat
[321] garym
[245] science
[221] #stem
[216] #science
[180] praxismedhat
[138] 'science
[131] smarts'
[123] gt
[118] 2020

Top Words in Tweet in G4:
[147] #scichat
[117] middleweb
[107] #mschat
[92] #engchat
[91] #sschat
[85] #educoach
[84] #elachat
[74] #ellchat
[59] #edchat
[58] #mathchat

Top Words in Tweet in G5:
[58] resources
[53] worksheets
[48] learning
[45] mrmwilby
[44] spent
[44] lots
[44] time
[44] making
[44] independent
[44] including

Top Words in Tweet in G6:
[99] weareteachers
[90] #scichat
[46] visit
[46] volcanoes
[46] engineer
[46] robots
[46] explore
[46] oceans
[46] yes
[46] please

Top Words in Tweet in G7:
[110] #scichat
[53] #edchat
[41] science
[33] edulastic
[23] teachers
[22] check
[22] #twigsciencereporter
[21] #ngsschat
[21] #tlchat
[20] #stem

Top Words in Tweet in G8:
[73] #scichat
[23] science
[17] students
[16] #science
[16] #edchat
[13] #ukedchat
[12] #edutwitter
[10] #learning
[10] #stem
[10] #educhat

Top Words in Tweet in G9:
[54] thease
[44] ase
[39] one
[37] resources
[36] join
[32] innovatemyschl
[26] #scied
[22] help
[19] activities
[19] example

Top Words in Tweet in G10:
[39] #scichat
[27] students
[26] #scitlap
[22] join
[22] #games4ed
[20] tonight
[19] mpilakow
[19] learning
[17] based
[16] game

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[321] #scichat,#scicomm
[146] #scichat,#stem
[136] #science,#scichat
[135] covid,19
[131] 'science,smarts'
[103] #stem,#scichat
[101] science,teachers
[101] #scichat,#edchat
[87] #scichat,#sschat
[82] climate,change

Top Word Pairs in Tweet in G1:
[42] insidenatgeo,explorer
[39] nasa,#scichat
[35] #scichat,#aerospace
[35] #aerospace,#stem
[34] #stem,#science
[34] #science,#space
[31] collection,alert
[29] activity,idea
[27] natgeoeducation,activity
[25] natgeoeducation,collection

Top Word Pairs in Tweet in G2:
[268] #scichat,#scicomm
[57] #climatechange,#scichat
[48] climate,change
[40] #scicomm,#scinews
[39] #covid,19
[24] evolution,settled
[24] settled,science
[23] executive,director
[23] director,ncsereid
[21] years,ago

Top Word Pairs in Tweet in G3:
[131] 'science,smarts'
[92] #stem,#scichat
[73] smarts',article
[73] enjoy,experimenting
[72] #science,#scichat
[71] covid,19
[68] 2020,'science
[63] #scichat,#stem
[62] experimenting,home
[58] smarts',column

Top Word Pairs in Tweet in G4:
[47] #engchat,#elachat
[40] #sschat,#scichat
[34] #mschat,#engchat
[31] #mschat,#ellchat
[30] #scichat,#mathchat
[28] #engchat,#scichat
[28] #scichat,#sschat
[28] #elachat,#ellchat
[24] science,teachers
[24] middleweb,review

Top Word Pairs in Tweet in G5:
[44] spent,lots
[44] lots,time
[44] time,making
[44] making,independent
[44] independent,learning
[44] learning,resources
[44] resources,including
[44] including,worksheets
[44] worksheets,quizzes
[44] quizzes,ks3

Top Word Pairs in Tweet in G6:
[46] visit,volcanoes
[46] volcanoes,engineer
[46] engineer,robots
[46] explore,oceans
[46] oceans,yes
[46] yes,please
[46] please,#natgeo
[46] #natgeo,#scichat
[45] robots,explore
[45] #scichat,#sschat

Top Word Pairs in Tweet in G7:
[26] #scichat,#edchat
[22] #edchat,#scichat
[18] #tlchat,#sschat
[15] science,teachers
[15] #sschat,#scichat
[13] #primarysources,#tlchat
[13] #edchat,#todayinhistory
[13] #ngsschat,#edchat
[10] #openscied,#nsta
[10] #nsta,#ngsschat

Top Word Pairs in Tweet in G8:
[10] #educhat,#ukedchat
[8] #ukedchat,#teachers
[7] #science,#scichat
[7] #schoolcuts,#nqtchat
[7] #nqtchat,#ntchat
[7] #ntchat,#edteach
[7] #edteach,#ukeducation
[7] #education,#students
[7] #students,#school
[7] #school,#teacher

Top Word Pairs in Tweet in G9:
[34] join,ase
[28] thease,join
[16] ase,popular
[16] popular,#scied
[16] #scied,resources
[16] resources,one
[16] one,example
[16] example,expansive
[16] expansive,collection
[16] collection,assets

Top Word Pairs in Tweet in G10:
[9] #engchat,#elachat
[9] #scichat,#scitlap
[8] join,#games4ed
[8] tonight,#games4ed
[8] assignment,explores
[8] explores,animal
[8] animal,behavior
[8] behavior,asking
[8] asking,students
[8] students,make

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ncse
@garym
@natgeoeducation
@praxismedhat
@middleweb
@weareteachers
@cre8tiver
@tesresources
@insidenatgeo
@moorejh

Top Mentioned in G1:
@natgeoeducation
@insidenatgeo
@nasa
@karenblumberg
@googleearth
@natgeomuseum
@inqits
@paulnicklen
@ngssphenomena
@willmorereed

Top Mentioned in G2:
@ncse
@ncsereid
@garym
@cc_yale
@johnfocook
@nytimes
@michaelemann
@nmnh
@gardenglen
@dianeravitch

Top Mentioned in G3:
@garym
@praxismedhat
@ncse
@gwardis
@medicinehatnews
@educatoral
@ysc_sjc
@natgeoeducation
@genomealberta
@thekidshouldsee

Top Mentioned in G4:
@middleweb
@buddyxo
@larryferlazzo
@tanellclassroom
@amle
@tweenteacher
@htheijsmeijer
@dmourlam
@jheiding
@ritaplatt

Top Mentioned in G5:
@mrmwilby
@senecalearn
@rsc_eic
@chemdrk
@flaviabelhamphd
@dave2004b
@uniofyork
@tjohns85
@oaknational
@kerboodle

Top Mentioned in G6:
@weareteachers
@nickelodeon
@joshieg9
@teacher2teacher
@kayedsabrina
@pintobeanz11
@middleweb
@ncse
@teachtolead

Top Mentioned in G7:
@edulastic
@jenm42
@2footgiraffe
@twigeducation
@phetsims
@youtube
@nsta
@sciencebits
@officialngss
@psntps

Top Mentioned in G8:
@tcbird1
@pj_saez
@iegsolar

Top Mentioned in G9:
@thease
@innovatemyschl
@lift_lessons
@sciencesparks
@julesdaulby
@rondelle10_b
@pstt_whyhow
@allaboutstem
@stemlearninguk
@mrkishorevyas

Top Mentioned in G10:
@mpilakow
@activelylearn
@pentaclethra
@mr_isaacs
@playcraftlearn
@jcasatodd
@matthewfarber
@goodgameedu
@crazysciteach
@beyondbluegame

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@hrblock_21
@supstreamersrt2
@evankirstel
@bannerite
@upma23
@eddarrell
@femtech_
@lizditz
@billnigh

Top Tweeters in G1:
@femtech_
@southerngemgal
@washingtonpost
@hdpr2016
@bar_zie
@saludhealthinfo
@cnet
@1realkidd
@techcrunch
@thecuriousluke

Top Tweeters in G2:
@lizditz
@huffpost
@frecklesxx20
@nytimes
@phpress
@cnn
@wildwestpie
@flightbomb
@shitake_reverse
@cesaraga

Top Tweeters in G3:
@billnigh
@suepeac
@softgrasswalker
@justbementalist
@petertoupin
@feralartist
@suanta1
@keelingcurve_9
@alan_poirier
@matthewshirts

Top Tweeters in G4:
@researchmrx
@flipgrid
@larryferlazzo
@drmnikfar
@ncte
@erobbprincipal
@terriah01
@courosa
@google
@iteachmathall

Top Tweeters in G5:
@drpaulitious
@ensermark
@doc_kristy
@everburningfire
@adamboxer1
@chemdrk
@mel_mwicks
@radley_and_me
@uottawa
@uniofyork

Top Tweeters in G6:
@vievararosel
@ahmedmanik3
@katherineislay
@teacher2teacher
@elizawallace27
@poetsmom
@nickelodeon
@goldenapplefoun
@svta08
@richardklee1

Top Tweeters in G7:
@docfreeride
@2footgiraffe
@drricky
@crestwoodsupt
@sciencedaily
@drlangraad
@dgburris
@nsta
@kcalderw
@youtube

Top Tweeters in G8:
@takapapacom
@clcsimon
@noapp4pedagogy
@mrbadura
@drmcgettigan
@suddenlyquiet
@internet4classr
@csmithgoblue
@kimberleymatt
@mrsebiology

Top Tweeters in G9:
@julesdaulby
@rondelle10_b
@innovatemyschl
@katypotts
@allaboutstem
@needhaml56
@berry1_mp
@drdav
@oboelizzy
@priscigeeks

Top Tweeters in G10:
@supstreamersrt2
@lilbumblebeartv
@ajc
@daweaselbass
@rdene915
@stream_caster
@mr_isaacs
@sosmcwin
@skymazef3
@tarafarah7