scichat, Twitter, 7/4/2020 12:58:10 AM, 230198


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scichat_2020-07-03_17-12-56.xlsx
scichat_2020-07-03_17-12-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 04, 2020
Short Description:
scichat via NodeXL https://bit.ly/31Ma07x
@garym
@ncse
@natgeoeducation
@praxismedhat
@stem_ai
@weareteachers
@middleweb
@mrmwilby
@thease
@ericcurts

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

Description:
Description
The graph represents a network of 2,228 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, 04 July 2020 at 00:14 UTC.

The requested start date was Saturday, 04 July 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 71-day, 18-hour, 32-minute period from Wednesday, 22 April 2020 at 19:36 UTC to Friday, 03 July 2020 at 14:08 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 : 2228
Unique Edges : 1331
Edges With Duplicates : 7856
Total Edges : 9187
Number of Edge Types : 5
MentionsInRetweet : 3879
Mentions : 913
Retweet : 3080
Tweet : 1301
Replies to : 14
Self-Loops : 1492
Reciprocated Vertex Pair Ratio : 0.032996632996633
Reciprocated Edge Ratio : 0.0638852672750978
Connected Components : 183
Single-Vertex Connected Components : 83
Maximum Vertices in a Connected Component : 1767
Maximum Edges in a Connected Component : 8368
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.375211
Graph Density : 0.000618329478515268
Modularity : 0.307753
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 2,228 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, 04 July 2020 at 00:14 UTC.

The requested start date was Saturday, 04 July 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 71-day, 18-hour, 32-minute period from Wednesday, 22 April 2020 at 19:36 UTC to Friday, 03 July 2020 at 14:08 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:
[54] 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
[29] https://blog.google/products/search/travel-back-time-ar-dinosaurs-search/
[23] 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/
[14] https://anchor.fm/climate-scientists/episodes/Michael-Mann-The-New-Climate-War-eg0pd4
[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

Top URLs in Tweet in G1:
[15] https://www.sciencenews.org/article/rainforest-antarctica-south-pole-roughly-90-million-years-ago
[14] https://anchor.fm/climate-scientists/episodes/Michael-Mann-The-New-Climate-War-eg0pd4
[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
[8] https://www.nationalgeographic.com/science/2020/06/what-100-degree-day-siberia-means-climate-change/
[7] https://ncse.ngo/new-ncsepenn-state-survey-finds-impressive-gains-evolution-education
[7] https://www.theguardian.com/world/2020/jun/12/what-kind-of-face-mask-gives-the-best-protection-against-coronavirus
[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.youtube.com/watch?v=1cvMX82iwRM&feature=youtu.be


Top URLs in Tweet in G2:
[3] https://docs.google.com/document/d/1b_Cm7POSZulIZjVQvBVENO6LKIY59uQ7u8RNLShMdKI/edit#bookmark=id.ws51wi9hogzl
[2] https://www.nationalgeographic.org/education/student-experiences/explorer-classroom/
[2] http://www.nasa.gov/press-release/nasa-partner-space-agencies-amass-global-view-of-covid-19-impacts
[1] https://twitter.com/i/web/status/1275464375395061760
[1] https://twitter.com/i/web/status/1253718469805256708
[1] https://www.nationalgeographic.org/media/real-time-data-mt-everest/
[1] https://twitter.com/i/web/status/1255273337493827585
[1] https://twitter.com/i/web/status/1255454531787337729
[1] https://twitter.com/i/web/status/1255530523285508098
[1] https://twitter.com/i/web/status/1255816829777346560

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://www.pressreader.com/article/281779926367657
[7] https://globalnews.ca/
[7] https://www.weareteachers.com/national-geographic-learn-at-home/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=NatGeo_1904_ART2&utm_content=1589403221
[7] https://www.pressreader.com/article/281771336460179
[6] http://fw.to/AQsKqNV

Top URLs in Tweet in G4:
[2] https://www.middleweb.com/43191/in-covid-teaching-limbo-check-out-hyperdocs/
[2] https://www.middleweb.com/1153/review-for-us/
[2] https://www.middleweb.com/42850/find-classroom-books-without-breaking-the-bank/
[1] https://twitter.com/i/web/status/1253025418141151241
[1] https://twitter.com/i/web/status/1255559978301227008
[1] https://twitter.com/i/web/status/1256233358302105611
[1] https://twitter.com/i/web/status/1263098444740263937
[1] https://twitter.com/MindShiftKQED/status/1259952722972946433
[1] https://www.amazon.com/Rigor-Remote-Learning-Classroom-Instructional/dp/0367615460/ref=sr_1_2?dchild=1&keywords=Rigor%20in%20the%20remote%20learning%20classroom&qid=1593287156&sr=8-2
[1] https://twitter.com/i/web/status/1278400071210590209

Top URLs in Tweet in G5:
[3] https://edu.rsc.org/ideas/how-to-use-hinge-point-questions-effectively/4011966.article
[3] https://edu.rsc.org/soundbite/will-doggy-detectors-sniff-out-covid-19/4011928.article
[1] https://twitter.com/i/web/status/1255093626318790656
[1] https://twitter.com/i/web/status/1272969736213708801
[1] https://twitter.com/i/web/status/1270298458398896128
[1] https://twitter.com/i/web/status/1270782531885871104
[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

Top URLs in Tweet in G6:
[45] 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://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://www.sciencenews.org/article/fossil-footprints-crocodile-ancestors-bipedal-walk?utm_source=Editors_Picks&utm_medium=email&utm_campaign=editorspicks061420

Top URLs in Tweet in G7:
[3] https://www.hmhco.com/blog/discussing-sensitive-topics-in-the-science-classroom
[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
[2] https://eduk8.me/?p=9043
[1] https://twitter.com/i/web/status/1253108269234573312
[1] https://www.echorivera.com/blog/dont-buy-a-yeti
[1] https://twitter.com/i/web/status/1253579255776247809

Top URLs in Tweet in G8:
[5] https://www.ase.org.uk/membership
[3] https://www.ase.org.uk/ase-coronavirus-hub-primary-remote-learning-resources
[3] https://www.ase.org.uk/news/help-us-shape-delivery-of-quality-practical-science-post-lockdown
[2] https://www.weareteachers.com/national-geographic-learn-at-home/
[2] https://www.eventbrite.co.uk/e/ase-online-futures-conference-2020-tickets-91285602695?aff=social
[1] https://www.britishscienceassociation.org/blog/young-people-are-more-interested-in-a-scientific-career-as-a-result-of-covid-19
[1] https://liftlessons.co/home-learning
[1] https://twitter.com/i/web/status/1260274822485082116
[1] https://twitter.com/i/web/status/1273578784160198657
[1] https://twitter.com/i/web/status/1255802868373823489

Top URLs in Tweet in G9:
[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://www.youtube.com/watch?v=dQa3kdH1OlE

[3] http://www.inqits.com
[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/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=229766
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2042988/
[1] https://www.reuters.com/article/us-health-coronavirus-usa-hhschief-speci/special-report-former-labradoodle-breeder-tapped-to-lead-u-s-pandemic-task-force-idUSKCN2243CE

Top URLs in Tweet in G10:
[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
[5] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.annalsthoracicsurgery.org%2Farticle%2FS0003-4975%2820%2930860-2%2Fpdf&rc=0
[4] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0230416
[4] https://mbio.asm.org/content/7/3/e00809-16
[3] https://ecoevorxiv.org/4a9p8/
[2] https://www.irishtimes.com/news/science/rigorous-science-rather-than-speed-matters-most-in-race-for-a-covid-19-cure-1.4245562
[2] https://www.economist.com/by-invitation/2020/06/05/jennifer-doudna-on-how-covid-19-is-spurring-science-to-accelerate
[1] https://www.nytimes.com/article/how-to-read-a-science-study-coronavirus.html
[1] https://twitter.com/i/web/status/1253373547390676994
[1] https://twitter.com/i/web/status/1256220872962162693

Top Domains
Top Domains in Tweet in Entire Graph:
[525] twitter.com
[111] ncse.ngo
[82] youtube.com
[81] sciencenews.org
[78] tes.com
[68] weareteachers.com
[66] nytimes.com
[57] paper.li
[55] nasa.gov
[49] scitechdaily.com

Top Domains in Tweet in G1:
[93] ncse.ngo
[56] sciencenews.org
[39] twitter.com
[35] nytimes.com
[30] yaleclimateconnections.org
[26] smithsonianmag.com
[18] theguardian.com
[17] sciencemag.org
[15] carbonbrief.org
[15] berkeley.edu

Top Domains in Tweet in G2:
[47] nasa.gov
[32] twitter.com
[31] nationalgeographic.org
[4] nationalgeographic.com
[3] google.com
[2] youtube.com
[1] cinemaculturas.com
[1] colorado.edu
[1] technologyreview.com

Top Domains in Tweet in G3:
[156] twitter.com
[47] makeprojects.com
[46] scitechdaily.com
[39] theconversation.com
[39] cbc.ca
[33] youtube.com
[23] sciencenews.org
[23] nature.com
[22] pressreader.com
[21] nytimes.com

Top Domains in Tweet in G4:
[14] middleweb.com
[8] twitter.com
[1] amazon.com
[1] weareteachers.com
[1] youtube.com

Top Domains in Tweet in G5:
[10] rsc.org
[8] twitter.com
[1] co.uk

Top Domains in Tweet in G6:
[51] weareteachers.com
[4] twitter.com
[1] sciencenews.org

Top Domains in Tweet in G7:
[46] twitter.com
[6] paper.li
[4] instagram.com
[3] blogspot.com
[3] nytimes.com
[3] hmhco.com
[2] educatorstechnology.com
[2] youtube.com
[2] internet4classrooms.com
[2] eduk8.me

Top Domains in Tweet in G8:
[13] twitter.com
[11] org.uk
[3] co.uk
[2] weareteachers.com
[1] britishscienceassociation.org
[1] liftlessons.co
[1] science-sparks.com
[1] invasivespecies.scot
[1] oup.com
[1] vegansociety.com

Top Domains in Tweet in G9:
[27] twitter.com
[18] twigeducation.com
[12] youtube.com
[7] fastcompany.com
[5] washingtonpost.com
[4] npr.org
[4] theguardian.com
[3] sciencealert.com
[3] nodexlgraphgallery.org
[3] inqits.com

Top Domains in Tweet in G10:
[14] nature.com
[5] plos.org
[5] elsevierhealth.com
[4] asm.org
[3] ecoevorxiv.org
[2] nytimes.com
[2] twitter.com
[2] irishtimes.com
[2] economist.com
[1] theatlantic.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2447] scichat
[460] stem
[440] science
[435] scicomm
[374] edchat
[244] sschat
[237] engchat
[198] climatechange
[196] scied
[149] edtech



Top Hashtags in Tweet in G1:
[411] scichat
[326] scicomm
[166] climatechange
[68] scinews
[57] evolution
[48] coronavirus
[47] covid
[44] scied
[31] sciteachers
[20] climatescience

Top Hashtags in Tweet in G2:
[93] scichat
[55] science
[38] aerospace
[38] stem
[37] space
[28] edchat
[15] teacherstrong
[15] k12
[14] map
[11] internationalmuseumday

Top Hashtags in Tweet in G3:
[831] scichat
[238] science
[221] stem
[96] medhat
[94] scied
[86] scicomm
[86] edchat
[71] covid19
[59] edtech
[52] evolution

Top Hashtags in Tweet in G4:
[131] scichat
[116] mschat
[97] engchat
[97] sschat
[95] educoach
[91] elachat
[74] ellchat
[66] edchat
[50] mathchat
[26] ngsschat

Top Hashtags in Tweet in G5:
[17] scichat
[9] biochemistry
[9] mooc
[8] edutwitter
[7] parentsprimer
[7] chemistry
[7] parents
[4] chemed
[3] ukedchat
[3] edchat

Top Hashtags in Tweet in G6:
[82] scichat
[45] natgeo
[45] sschat
[31] teacherappreciationweek
[31] teacherperks
[5] elemchat
[5] slime
[4] sponsored
[2] ngss
[1] scicomm

Top Hashtags in Tweet in G7:
[79] scichat
[17] science
[17] edchat
[13] edutwitter
[13] ukedchat
[12] stem
[11] educhat
[10] teachers
[10] education
[9] teacher

Top Hashtags in Tweet in G8:
[34] scied
[26] scichat
[16] prisci
[11] homelearning
[10] ukedchat
[9] science
[8] edutwitter
[8] asechat
[7] primaryscience
[5] primaryed

Top Hashtags in Tweet in G9:
[101] scichat
[38] edchat
[26] twigsciencereporter
[21] stem
[20] ngsschat
[17] edtech
[16] womeninstem
[16] distancelearning
[15] ngss
[15] science

Top Hashtags in Tweet in G10:
[43] scichat
[42] science
[23] research
[22] covid19
[20] sciencetwitter
[11] datascience
[11] funny
[11] fridayfun
[6] publishing
[3] racism

Top Words
Top Words in Tweet in Entire Graph:
[2444] #scichat
[885] science
[701] ncse
[460] #stem
[440] #science
[435] #scicomm
[387] students
[371] garym
[350] #edchat
[338] natgeoeducation

Top Words in Tweet in G1:
[564] ncse
[411] #scichat
[326] #scicomm
[165] #climatechange
[114] climate
[102] science
[68] #scinews
[66] evolution
[58] 19
[57] #evolution

Top Words in Tweet in G2:
[313] natgeoeducation
[111] nasa
[93] #scichat
[77] insidenatgeo
[58] ss
[55] #science
[54] collection
[52] activity
[49] explorer
[47] find

Top Words in Tweet in G3:
[829] #scichat
[350] garym
[270] science
[238] #science
[221] #stem
[183] praxismedhat
[134] 'science
[132] gt
[128] ncse
[127] smarts'

Top Words in Tweet in G4:
[131] #scichat
[116] #mschat
[116] middleweb
[97] #engchat
[97] #sschat
[95] #educoach
[91] #elachat
[74] #ellchat
[50] #mathchat
[44] #edchat

Top Words in Tweet in G5:
[57] resources
[53] worksheets
[47] learning
[44] spent
[44] lots
[44] time
[44] making
[44] independent
[44] including
[44] quizzes

Top Words in Tweet in G6:
[97] weareteachers
[82] #scichat
[45] visit
[45] volcanoes
[45] engineer
[45] robots
[45] explore
[45] oceans
[45] yes
[45] please

Top Words in Tweet in G7:
[79] #scichat
[32] science
[17] students
[17] #science
[17] #edchat
[13] #edutwitter
[13] #ukedchat
[12] #stem
[12] teachers
[11] #educhat

Top Words in Tweet in G8:
[90] thease
[50] ase
[48] join
[47] resources
[36] help
[34] #scied
[31] one
[26] #scichat
[26] innovatemyschl
[25] 20

Top Words in Tweet in G9:
[101] #scichat
[38] #edchat
[26] #twigsciencereporter
[23] karenblumberg
[21] #stem
[20] #ngsschat
[18] students
[17] #edtech
[16] #womeninstem
[16] #distancelearning

Top Words in Tweet in G10:
[58] moorejh
[44] science
[43] #scichat
[42] #science
[36] one
[32] pandemic
[26] research
[23] #research
[22] #covid19
[20] #sciencetwitter

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[327] #scichat,#scicomm
[157] #scichat,#stem
[140] #science,#scichat
[131] covid,19
[127] 'science,smarts'
[102] #stem,#scichat
[96] science,teachers
[93] #scichat,#sschat
[90] #scichat,#edchat
[75] #edchat,#scichat

Top Word Pairs in Tweet in G1:
[277] #scichat,#scicomm
[60] #climatechange,#scichat
[45] #covid,19
[40] #scicomm,#scinews
[37] climate,change
[24] evolution,settled
[24] settled,science
[23] executive,director
[23] director,ncsereid
[21] ncse,executive

Top Word Pairs in Tweet in G2:
[49] insidenatgeo,explorer
[43] nasa,#scichat
[39] activity,idea
[38] #scichat,#aerospace
[38] #aerospace,#stem
[37] #stem,#science
[37] #science,#space
[36] natgeoeducation,activity
[33] collection,alert
[27] natgeoeducation,collection

Top Word Pairs in Tweet in G3:
[127] 'science,smarts'
[92] #stem,#scichat
[75] #science,#scichat
[73] smarts',article
[73] enjoy,experimenting
[72] covid,19
[70] #scichat,#stem
[68] 2020,'science
[62] experimenting,home
[54] #scichat,#science

Top Word Pairs in Tweet in G4:
[47] #engchat,#elachat
[46] #sschat,#scichat
[33] #mschat,#engchat
[31] #mschat,#ellchat
[29] #scichat,#sschat
[28] #engchat,#scichat
[27] #elachat,#ellchat
[26] #scichat,#mathchat
[26] #scichat,#ngsschat
[24] #edchat,#educoach

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:
[45] visit,volcanoes
[45] volcanoes,engineer
[45] engineer,robots
[45] explore,oceans
[45] oceans,yes
[45] yes,please
[45] please,#natgeo
[45] #natgeo,#scichat
[44] robots,explore
[44] #scichat,#sschat

Top Word Pairs in Tweet in G7:
[10] #educhat,#ukedchat
[9] #science,#scichat
[9] #ukedchat,#teachers
[7] #education,#students
[7] #students,#school
[7] #school,#teacher
[6] processing,skills
[6] #edutwitter,#scicomm
[6] #scicomm,#educhat
[6] #teachers,#teacherworkload

Top Word Pairs in Tweet in G8:
[34] join,ase
[31] thease,join
[19] help,shape
[16] ase,popular
[16] popular,#scied
[16] #scied,resources
[16] resources,one
[16] one,example
[16] example,expansive
[16] expansive,collection

Top Word Pairs in Tweet in G9:
[13] #scichat,#edchat
[11] #edchat,#scichat
[9] #twigsciencereporter,summer
[9] summer,school
[8] #scichat,#covid19edu
[7] œ,elects
[7] elects,first
[7] first,black
[7] black,woman
[7] woman,student

Top Word Pairs in Tweet in G10:
[34] one,science
[30] #science,#scichat
[17] read,one
[17] science,related
[17] related,paper
[17] paper,#covid19
[17] #covid19,today
[17] today,one
[17] science,against
[17] against,pandemic

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

Top Mentioned in G1:
@ncse
@ncsereid
@michaelemann
@cc_yale
@johnfocook
@nytimes
@garym
@danjonesocean
@natgeo
@nmnh

Top Mentioned in G2:
@natgeoeducation
@insidenatgeo
@nasa
@googleearth
@natgeomuseum
@garym
@mrqphoto
@raewynngrant
@paulsalopek
@vedajunction

Top Mentioned in G3:
@garym
@praxismedhat
@ncse
@gwardis
@educatoral
@ysc_sjc
@medicinehatnews
@edulastic
@natgeoeducation
@weareteachers

Top Mentioned in G4:
@middleweb
@tanellclassroom
@larryferlazzo
@amle
@jheiding
@jeremybballer
@ritaplatt
@ncte
@sundaycummins
@pmgmcgee

Top Mentioned in G5:
@mrmwilby
@rsc_eic
@dave2004b
@uniofyork
@mrkishorevyas
@thease
@benrogersedu
@grevster73
@uottawa
@teamscienceedu

Top Mentioned in G6:
@weareteachers
@nickelodeon
@pintobeanz11
@ncse

Top Mentioned in G7:
@tcbird1
@iegsolar

Top Mentioned in G8:
@thease
@innovatemyschl
@lift_lessons
@julesdaulby
@rondelle10_b
@allaboutstem
@stemlearninguk
@stemambassadors
@nwyslp
@adobeconnect

Top Mentioned in G9:
@karenblumberg
@twigeducation
@inqits
@sciencebits
@youtube
@ngssphenomena
@ngss_tweeps
@officialngss
@nesta_us
@ngphenomena

Top Mentioned in G10:
@moorejh
@iainh_z
@micro
@arizonastate
@uarizona
@trang16
@carlzimmer
@julesdeep
@microbiomdigest
@lemilym

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

Top Tweeters in G1:
@lizditz
@frecklesxx20
@huffpost
@nytimes
@washingtonpost
@annie5133
@phpress
@cnn
@wildwestpie
@shitake_reverse

Top Tweeters in G2:
@southerngemgal
@bar_zie
@saludhealthinfo
@1realkidd
@thecuriousluke
@apuelhindu
@lethalwc_usa
@jag_____
@kellyklock4
@prqosjdyofn1ylj

Top Tweeters in G3:
@billnigh
@suepeac
@softgrasswalker
@feralartist
@suanta1
@keelingcurve_9
@alan_poirier
@matthewshirts
@rnomics
@megloops

Top Tweeters in G4:
@larryferlazzo
@ncte
@terriah01
@courosa
@pdkmom
@wndxlori
@paulsolarz
@heinemannpub
@bivey
@nobleknits2

Top Tweeters in G5:
@drpaulitious
@doc_kristy
@everburningfire
@radley_and_me
@berry1_mp
@uottawa
@uniofyork
@jwscattergood
@rsc_eic
@teachingtricks

Top Tweeters in G6:
@vievararosel
@ahmedmanik3
@katherineislay
@elizawallace27
@poetsmom
@nickelodeon
@goldenapplefoun
@svta08
@weareteachers
@yegnho

Top Tweeters in G7:
@takapapacom
@clcsimon
@noapp4pedagogy
@mrbadura
@drmcgettigan
@suddenlyquiet
@echoechor
@internet4classr
@csmithgoblue
@kimberleymatt

Top Tweeters in G8:
@julesdaulby
@rondelle10_b
@innovatemyschl
@katypotts
@allaboutstem
@viciascience
@needhaml56
@drdav
@thevegansociety
@oboelizzy

Top Tweeters in G9:
@femtech_
@hdpr2016
@grammasheri
@stopvirtuastalk
@undecidedname4
@mackmckelvey
@karenblumberg
@youtube
@jimlynchcodes
@nbpts

Top Tweeters in G10:
@dropoutnation
@akdm_bot
@redianbot
@dopaminergic13
@mtanichthys
@spkmind3
@keithbday
@lindytx21
@laurie_snyder
@carlzimmer