scichat, Twitter, 8/2/2020 3:38:27 AM, 231602


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scichat_2020-08-01_17-00-45.xlsx
scichat_2020-08-01_17-00-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 02, 2020
Short Description:
scichat via NodeXL https://bit.ly/33j4s55
@garym
@ncse
@natgeoeducation
@middleweb
@praxismedhat
@stem_ai
@weareteachers
@thease
@smr_foundation
@newshourextra

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

Description:
Description
The graph represents a network of 2,773 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 Sunday, 02 August 2020 at 00:15 UTC.

The requested start date was Saturday, 01 August 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 91-day, 13-hour, 57-minute period from Friday, 01 May 2020 at 00:06 UTC to Friday, 31 July 2020 at 14:04 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 : 2773
Unique Edges : 1607
Edges With Duplicates : 10035
Total Edges : 11642
Number of Edge Types : 5
Mentions : 1138
Retweet : 3958
MentionsInRetweet : 4903
Tweet : 1623
Replies to : 20
Self-Loops : 1878
Reciprocated Vertex Pair Ratio : 0.0344360086767896
Reciprocated Edge Ratio : 0.0665792922673657
Connected Components : 201
Single-Vertex Connected Components : 86
Maximum Vertices in a Connected Component : 2298
Maximum Edges in a Connected Component : 10808
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.284449
Graph Density : 0.000496308195550893
Modularity : 0.299254
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 2,773 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 Sunday, 02 August 2020 at 00:15 UTC.

The requested start date was Saturday, 01 August 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 91-day, 13-hour, 57-minute period from Friday, 01 May 2020 at 00:06 UTC to Friday, 31 July 2020 at 14:04 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:
[57] https://docs.google.com/forms/d/e/1FAIpQLSfcSTdZ_24ASquLUpzD6Df-t7Ib6ob4i2nJIqrt0vKpfLsJFQ/viewform?usp=sf_link
[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
[45] https://www.controlaltachieve.com/p/science-links.html
[31] https://blog.google/products/search/travel-back-time-ar-dinosaurs-search/
[26] https://twitch.tv/sciencestreams
[19] https://ncse.ngo/making-sense-COVID-19-mortality-disparities
[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://www.ase.org.uk/membership
[15] https://www.edutopia.org/article/adapting-science-lessons-distance-learning

Top URLs in Tweet in G1:
[17] https://ncse.ngo/making-sense-COVID-19-mortality-disparities
[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
[10] https://www.carbonbrief.org/scientists-discover-new-human-fingerprint-on-global-drought-patterns
[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/
[8] https://www.smithsonianmag.com/smart-news/study-suggests-humans-invented-string-least-120000-years-ago-180975286/
[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

Top URLs in Tweet in G2:
[4] http://www.inqits.com
[3] http://www.nasa.gov/press-release/nasa-announces-astronauts-to-fly-on-spacex-crew-2-mission-to-space-station
[3] https://docs.google.com/document/d/1b_Cm7POSZulIZjVQvBVENO6LKIY59uQ7u8RNLShMdKI/edit#bookmark=id.ws51wi9hogzl
[2] https://www.nationalgeographic.org/education/student-experiences/explorer-classroom/
[2] https://www.nationalgeographic.org/media/simoc/
[2] 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
[2] http://www.nasa.gov/press-release/nasa-partner-space-agencies-amass-global-view-of-covid-19-impacts
[1] https://www.nationalgeographic.org/video/til-20-our-oxygen-comes-bacteria/
[1] https://www.nationalgeographic.org/education/classroom-resources/learn-at-home/
[1] https://twitter.com/i/web/status/1256305574477590528

Top URLs in Tweet in G3:
[11] https://globalnews.ca/
[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
[11] https://www.edutopia.org/article/adapting-science-lessons-distance-learning
[9] https://thekidshouldseethis.com/post/lego-tensegrity-sculpture-physics-explanation
[8] https://www.pressreader.com/article/281779926367657
[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

Top URLs in Tweet in G4:
[9] https://globalscg.org/south-jakarta-secondary-teachers-needed/
[9] https://globalscg.org/west-jakarta-teachers-needed/
[6] https://www.sfchronicle.com/health/article/With-coronavirus-antibodies-fading-fast-focus-15414533.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral
[5] https://globalscg.org/faculty-search-oman-western-asia/
[5] https://globalscg.org/karachi-pakistan-teachers-needed/
[4] https://www.proedtn.org/page/ERSTEM2
[3] 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
[3] https://www.nytimes.com/interactive/2020/07/17/upshot/coronavirus-face-mask-map.html?smid=tw-share
[3] https://community.wacom.com/active-and-connected-remote-learning-with-stacey-roshan/
[3] https://www.amazon.com/dp/B01I499BNA?ref_=assoc_tag_ph_1515018135680&_encoding=UTF8&camp=1789&creative=9325&linkCode=pf4&tag=berbunson-20&linkId=0791a119ea96f59085976104cf0309b8

Top URLs in Tweet in G5:
[56] https://docs.google.com/forms/d/e/1FAIpQLSfcSTdZ_24ASquLUpzD6Df-t7Ib6ob4i2nJIqrt0vKpfLsJFQ/viewform?usp=sf_link
[3] https://sharemylesson.com/partner/uncommon-productions
[1] https://www.pbs.org/newshour/extra/daily-videos/why-record-covid-19-testing-is-not-enough/
[1] https://twitter.com/i/web/status/1264657589373190145
[1] https://www.pbs.org/newshour/extra/daily-videos/coronavirus-update-where-things-stand-three-months-into-quarantine/
[1] https://www.pbs.org/newshour/extra/lessons-plans/lesson-plan-inventing-beyond-recycling/
[1] https://www.pbs.org/newshour/extra/daily-videos/summer-coronavirus-wave-scrambles-re-opening-plans/
[1] https://twitter.com/i/web/status/1273740441217830915
[1] https://twitter.com/i/web/status/1282336586944872455
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-02083-0

Top URLs in Tweet in G6:
[15] https://www.ase.org.uk/membership
[4] https://www.millgatehouse.co.uk/product/enquiring-explorers-space/
[3] https://www.ase.org.uk/news/help-us-shape-delivery-of-quality-practical-science-post-lockdown
[3] https://www.ase.org.uk/ase-coronavirus-hub-primary-remote-learning-resources
[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
[2] https://www.eventbrite.co.uk/e/ase-online-futures-conference-2020-tickets-91285602695?aff=social
[2] https://www.ase.org.uk/news/best-steps-brand-new-free-ase-resource-gcse-science-teachers
[1] https://twitter.com/i/web/status/1289108703325630465
[1] https://twitter.com/i/web/status/1273873540228489216

Top URLs in Tweet in G7:
[47] 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
[1] https://paper.li/madisonteacher/1421631000?edition_id=867d14d0-b9a8-11ea-9a6a-002590a5ba2d

Top URLs in Tweet in G8:
[6] https://www.hmhco.com/blog/discussing-sensitive-topics-in-the-science-classroom
[4] https://eduk8.me/?p=11928
[4] https://eduk8.me/?p=9043
[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://blog.tcea.org/free-computer-science-tools/
[2] https://www.internet4classrooms.com/assessment_assistance/state_standards_tests_to_print_3rd_third_grade.htm
[1] https://mrsralf.wordpress.com/2020/05/02/fixing-the-feedback-loop/

Top URLs in Tweet in G9:
[43] https://www.controlaltachieve.com/p/science-links.html
[31] https://blog.google/products/search/travel-back-time-ar-dinosaurs-search/
[2] https://www.edutopia.org/article/12-inspiring-stem-books-girls-emelina-minero
[1] https://gizmodo.com/these-are-some-of-the-best-citizen-science-projects-you-1844243370

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://mbio.asm.org/content/7/3/e00809-16
[3] https://www.technologyreview.com/2020/07/14/1005133/h1b-visa-stem-immigration-trump-restrictions-covid-19
[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
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41562-020-0921-y
[2] https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0230416
[1] https://www.nytimes.com/article/how-to-read-a-science-study-coronavirus.html

Top Domains
Top Domains in Tweet in Entire Graph:
[594] twitter.com
[131] ncse.ngo
[103] sciencenews.org
[101] youtube.com
[94] google.com
[77] nytimes.com
[69] nasa.gov
[68] weareteachers.com
[66] paper.li
[63] cbc.ca

Top Domains in Tweet in G1:
[113] ncse.ngo
[74] sciencenews.org
[45] nytimes.com
[44] twitter.com
[36] smithsonianmag.com
[33] yaleclimateconnections.org
[30] carbonbrief.org
[30] theguardian.com
[20] sciencemag.org
[15] berkeley.edu

Top Domains in Tweet in G2:
[60] twitter.com
[58] nasa.gov
[44] nationalgeographic.org
[7] nationalgeographic.com
[4] inqits.com
[4] google.com
[2] npr.org
[2] facebook.com
[2] youtube.com
[1] calendly.com

Top Domains in Tweet in G3:
[165] twitter.com
[61] scitechdaily.com
[59] cbc.ca
[49] youtube.com
[48] theconversation.com
[47] makeprojects.com
[32] nature.com
[27] sciencenews.org
[27] heritagedaily.com
[27] wordpress.com

Top Domains in Tweet in G4:
[46] twitter.com
[31] globalscg.org
[18] middleweb.com
[6] washingtonpost.com
[6] sfchronicle.com
[5] theguardian.com
[5] amazon.com
[4] fastcompany.com
[4] tweenteacher.com
[4] proedtn.org

Top Domains in Tweet in G5:
[56] google.com
[6] pbs.org
[4] twitter.com
[3] sharemylesson.com
[1] nature.com

Top Domains in Tweet in G6:
[25] org.uk
[21] twitter.com
[10] rsc.org
[8] co.uk
[2] youtube.com

Top Domains in Tweet in G7:
[53] weareteachers.com
[4] twitter.com
[1] sciencenews.org
[1] paper.li

Top Domains in Tweet in G8:
[45] twitter.com
[9] eduk8.me
[7] paper.li
[6] hmhco.com
[4] blogspot.com
[3] instagram.com
[3] nytimes.com
[3] youtube.com
[3] tcea.org
[2] educatorstechnology.com

Top Domains in Tweet in G9:
[43] controlaltachieve.com
[31] blog.google
[2] edutopia.org
[1] gizmodo.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3070] scichat
[575] science
[552] stem
[526] scicomm
[431] edchat
[299] sschat
[257] engchat
[251] climatechange
[233] scied
[173] edtech



Top Hashtags in Tweet in G1:
[529] scichat
[406] scicomm
[206] climatechange
[82] evolution
[68] scied
[63] coronavirus
[61] scinews
[61] covid
[38] sciteachers
[30] dinosaurs

Top Hashtags in Tweet in G2:
[153] scichat
[88] science
[61] stem
[54] space
[47] edchat
[47] aerospace
[20] k12
[20] ngsschat
[19] edtech
[15] ngss

Top Hashtags in Tweet in G3:
[1046] scichat
[320] science
[257] stem
[122] medhat
[101] edchat
[99] scied
[88] scicomm
[79] covid19
[72] edtech
[62] evolution

Top Hashtags in Tweet in G4:
[263] scichat
[153] mschat
[139] engchat
[136] sschat
[114] elachat
[103] mathchat
[97] educoach
[96] edchat
[96] ellchat
[39] ngsschat

Top Hashtags in Tweet in G5:
[16] scichat
[16] civics
[11] stem
[6] sschat
[6] ngsschat
[5] science
[4] engchat
[4] ngss
[3] scitlap
[3] apush

Top Hashtags in Tweet in G6:
[54] scichat
[49] scied
[29] prisci
[26] asechat
[25] edutwitter
[16] ukedchat
[10] mooc
[8] teamscience
[8] edchat
[6] chemed

Top Hashtags in Tweet in G7:
[88] scichat
[50] sschat
[47] natgeo
[31] teacherappreciationweek
[31] teacherperks
[5] elemchat
[5] slime
[4] sponsored
[3] mschat
[3] ngss

Top Hashtags in Tweet in G8:
[96] scichat
[22] science
[21] edchat
[15] education
[15] ukedchat
[13] edutwitter
[13] stem
[12] educhat
[10] learning
[10] teachers

Top Hashtags in Tweet in G9:
[77] scichat
[43] controlaltachieve
[31] gsuiteedu
[31] googleedu
[31] google3d
[3] edchat
[3] k12
[2] edtech
[2] stemchat
[1] tlap

Top Hashtags in Tweet in G10:
[47] science
[47] scichat
[26] sciencetwitter
[26] research
[24] covid19
[11] datascience
[11] funny
[11] fridayfun
[4] publishing
[3] racism

Top Words
Top Words in Tweet in Entire Graph:
[3067] #scichat
[1141] science
[951] ncse
[576] #science
[552] #stem
[526] #scicomm
[518] garym
[457] students
[456] natgeoeducation
[407] #edchat

Top Words in Tweet in G1:
[783] ncse
[528] #scichat
[406] #scicomm
[205] #climatechange
[145] science
[131] climate
[90] warming
[87] human
[87] planet
[83] evolution

Top Words in Tweet in G2:
[417] natgeoeducation
[153] #scichat
[145] nasa
[112] insidenatgeo
[88] #science
[83] explorer
[65] learners
[61] alert
[61] #stem
[60] activity

Top Words in Tweet in G3:
[1045] #scichat
[461] garym
[325] science
[320] #science
[257] #stem
[210] praxismedhat
[161] 'science
[160] smarts'
[153] ncse
[148] gt

Top Words in Tweet in G4:
[263] #scichat
[156] middleweb
[153] #mschat
[139] #engchat
[136] #sschat
[114] #elachat
[103] #mathchat
[97] #educoach
[96] #ellchat
[72] #edchat

Top Words in Tweet in G5:
[136] newshourextra
[90] newshour
[81] school
[77] pbs
[74] extra
[71] voice
[70] reopening
[60] lesson
[57] educators
[55] turn

Top Words in Tweet in G6:
[186] thease
[90] resources
[86] ase
[82] 20
[80] join
[57] members
[57] miss
[54] #scichat
[53] left
[49] #scied

Top Words in Tweet in G7:
[99] weareteachers
[88] #scichat
[49] #sschat
[47] visit
[47] volcanoes
[47] engineer
[47] robots
[47] explore
[47] oceans
[47] yes

Top Words in Tweet in G8:
[96] #scichat
[32] science
[24] more
[22] #science
[21] #edchat
[16] teachers
[16] students
[15] #education
[15] #ukedchat
[13] #edutwitter

Top Words in Tweet in G9:
[77] #scichat
[71] ericcurts
[45] science
[43] 100's
[43] best
[43] edtech
[43] links
[43] curated
[43] each
[43] month

Top Words in Tweet in G10:
[59] moorejh
[47] #science
[47] #scichat
[43] science
[36] one
[34] pandemic
[26] #sciencetwitter
[26] #research
[25] research
[24] #covid19

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[420] #scichat,#scicomm
[192] #science,#scichat
[187] #scichat,#stem
[163] covid,19
[160] 'science,smarts'
[151] science,teachers
[110] #scichat,#edchat
[109] #stem,#scichat
[109] climate,change
[106] #climatechange,#scichat

Top Word Pairs in Tweet in G1:
[361] #scichat,#scicomm
[87] #climatechange,#scichat
[70] human,caused
[59] #covid,19
[55] first,half
[55] half,2020
[55] 2020,continued
[55] continued,reflect
[55] reflect,profound
[55] profound,impact

Top Word Pairs in Tweet in G2:
[83] insidenatgeo,explorer
[54] nasa,#scichat
[48] #science,#space
[47] #scichat,#aerospace
[47] #aerospace,#stem
[46] activity,idea
[46] #stem,#science
[42] natgeoeducation,activity
[33] collection,alert
[28] resource,alert

Top Word Pairs in Tweet in G3:
[160] 'science,smarts'
[111] #science,#scichat
[95] #stem,#scichat
[91] #scichat,#stem
[91] covid,19
[85] smarts',article
[85] praxis,'science
[75] smarts',column
[68] #scichat,#science
[62] enjoy,experimenting

Top Word Pairs in Tweet in G4:
[56] #sschat,#scichat
[48] #engchat,#scichat
[46] #mschat,#engchat
[45] #engchat,#elachat
[42] #mschat,#ellchat
[41] #engchat,#sschat
[40] #mathchat,#scichat
[38] #scichat,#sschat
[37] #scichat,#mathchat
[31] faculty,searches

Top Word Pairs in Tweet in G5:
[77] pbs,newshour
[74] newshour,extra
[70] school,reopening
[55] newshourextra,educators
[55] educators,turn
[55] turn,voice
[55] voice,heard
[55] heard,school
[55] reopening,use
[55] use,link

Top Word Pairs in Tweet in G6:
[55] join,ase
[33] thease,join
[28] left,secure
[26] days,left
[25] 20,membership
[23] 20,individual
[23] individual,memberships
[23] current,members
[22] thease,days
[20] help,shape

Top Word Pairs in Tweet in G7:
[47] visit,volcanoes
[47] volcanoes,engineer
[47] engineer,robots
[47] explore,oceans
[47] oceans,yes
[47] yes,please
[47] please,#natgeo
[47] #natgeo,#scichat
[46] robots,explore
[46] #scichat,#sschat

Top Word Pairs in Tweet in G8:
[11] #science,#scichat
[11] #educhat,#ukedchat
[10] science,teachers
[9] call,whatsapp
[9] #ukedchat,#teachers
[9] #students,#school
[8] more,details
[8] details,call
[8] whatsapp,91
[7] teachers,tips

Top Word Pairs in Tweet in G9:
[43] 100's,best
[43] best,science
[43] science,edtech
[43] edtech,links
[43] links,curated
[43] curated,each
[43] each,month
[43] month,#scichat
[43] #scichat,#controlaltachieve
[41] ericcurts,100's

Top Word Pairs in Tweet in G10:
[34] one,science
[33] #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
@thease
@middleweb
@newshourextra
@weareteachers
@insidenatgeo
@nasa

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

Top Mentioned in G2:
@natgeoeducation
@insidenatgeo
@nasa
@googleearth
@wasfia
@natgeomuseum
@inqits
@karenblumberg
@ngssphenomena
@garym

Top Mentioned in G3:
@garym
@praxismedhat
@ncse
@gwardis
@edulastic
@medicinehatnews
@natgeoeducation
@educatoral
@jenm42
@thekidshouldsee

Top Mentioned in G4:
@middleweb
@karenblumberg
@larryferlazzo
@tankhuynh
@nsta
@amle
@buddyxo
@prufrockpress
@tweenteacher

Top Mentioned in G5:
@newshourextra
@newshour
@cancercuredoc
@sharemylesson
@jhsph_chs
@jennifernuzzo
@wmbrangham
@ncse
@johnyangtv

Top Mentioned in G6:
@thease
@bestevsciteach
@rsc_eic
@mrkishorevyas
@dave2004b
@uniofyork
@benrogersedu
@grevster73
@millgatehouseed
@iopteaching

Top Mentioned in G7:
@weareteachers
@nickelodeon
@middleweb
@ncse
@pintobeanz11
@alcsbmrhall
@gilder_lehrman
@newshourextra

Top Mentioned in G8:
@tcbird1
@mjjohnson1216

Top Mentioned in G9:
@ericcurts
@terratarango
@jlubinsky

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

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@independent
@evankirstel
@bannerite
@thehill
@femtech_
@marthalynneowe1
@eddarrell
@lizditz
@billnigh

Top Tweeters in G1:
@independent
@thehill
@lizditz
@frecklesxx20
@huffpost
@nytimes
@mikereesem
@washingtonpost
@time
@annie5133

Top Tweeters in G2:
@cowboyscifibot
@femtech_
@loyalfan1
@birdwriter7
@ynhallak
@vrikson_acosta
@southerngemgal
@jadaateawaffle
@bar_zie
@thecuriousluke

Top Tweeters in G3:
@marthalynneowe1
@billnigh
@globeandmail
@suepeac
@mjoehlerich
@feralartist
@alan_poirier
@matthewshirts
@rnomics
@megloops

Top Tweeters in G4:
@hdpr2016
@researchmrx
@zdnet
@theeconomist
@flipgrid
@larryferlazzo
@macchica26
@drmnikfar
@ncte
@shellterrell

Top Tweeters in G5:
@bannerite
@robinmcouch
@johnnydee62
@weirmb
@raesnape
@gingin21
@hillbeverlyhill
@korytellers
@newshour
@gawlinskilaura

Top Tweeters in G6:
@ambeautifulshow
@leotoaquarius
@13scidave
@dorothyaidulis
@hrogerson
@doc_kristy
@phoare1963
@viciascience
@needhaml56
@berry1_mp

Top Tweeters in G7:
@vievararosel
@ahmedmanik3
@katherineislay
@elizawallace27
@poetsmom
@nickelodeon
@goldenapplefoun
@svta08
@richardklee1
@weareteachers

Top Tweeters in G8:
@takapapacom
@gothamknowledge
@clcsimon
@dprindle
@permafrog
@mjjohnson1216
@noapp4pedagogy
@mrbadura
@drmcgettigan
@suddenlyquiet

Top Tweeters in G9:
@liwanageugene
@halegrex
@aktoman
@speechterepi
@coordenadortic
@jillbromen
@kwinsper
@lcarterdas
@jlubinsky
@shams_khairun

Top Tweeters in G10:
@dropoutnation
@redianbot
@akdm_bot
@dopaminergic13
@mtanichthys
@spkmind3
@keithbday
@lindytx21
@davedekker8
@laurie_snyder