scichat, Twitter, 12/20/2020 6:41:55 AM, 243734


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scichat_2020-12-19_16-31-07.xlsx
scichat_2020-12-19_16-31-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 20, 2020
Short Description:
scichat via NodeXL https://bit.ly/3hg6rMR
@garym
@ncse
@praxismedhat
@natgeoeducation
@middleweb
@saintfester
@weareteachers
@elemmathaccount
@moorejh
@thease

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

Description:
Description
The graph represents a network of 1,841 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, 20 December 2020 at 00:44 UTC.

The requested start date was Saturday, 19 December 2020 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 79-day, 0-hour, 58-minute period from Thursday, 01 October 2020 at 00:02 UTC to Saturday, 19 December 2020 at 01:00 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 : 1841
Unique Edges : 1213
Edges With Duplicates : 6777
Total Edges : 7990
Number of Edge Types : 5
Tweet : 1231
MentionsInRetweet : 3185
Mentions : 981
Retweet : 2572
Replies to : 21
Self-Loops : 1454
Reciprocated Vertex Pair Ratio : 0.0439244663382594
Reciprocated Edge Ratio : 0.0841525756979945
Connected Components : 197
Single-Vertex Connected Components : 86
Maximum Vertices in a Connected Component : 1319
Maximum Edges in a Connected Component : 7137
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.975099
Graph Density : 0.000750714403797558
Modularity : 0.283081
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 1,841 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, 20 December 2020 at 00:44 UTC.

The requested start date was Saturday, 19 December 2020 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 79-day, 0-hour, 58-minute period from Thursday, 01 October 2020 at 00:02 UTC to Saturday, 19 December 2020 at 01:00 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:
[26] https://twitch.tv/sciencestreams
[23] https://www.weareteachers.com/labxchange-virtual-lab-experiments/?utm_content=1603723940&utm_medium=social&utm_source=twitter
[19] https://cleantechnica.com/2020/10/13/whats-it-like-to-be-a-climate-scientist/
[19] https://www.controlaltachieve.com/p/science-links.html
[18] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-03158-8
[15] https://www.weareteachers.com/hands-on-custom-science-kits/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=VWR_2006_Art_2_Kits&utm_content=1605733984
[14] https://www.teachthought.com/critical-thinking/8-science-based-strategies-for-critical-thinking/
[13] https://learn.twigeducation.com/l/272722/2020-09-18/954cs2
[12] https://www.weareteachers.com/labxchange-virtual-science-classroom/?utm_content=1602703556&utm_medium=social&utm_source=twitter
[11] https://ncse.ngo/3-tips-understand-and-address-covid-misinformation

Top URLs in Tweet in G1:
[17] https://cleantechnica.com/2020/10/13/whats-it-like-to-be-a-climate-scientist/
[11] https://ncse.ngo/two-ncse-board-members-honored-american-geophysical-union
[9] https://www.goodreads.com/giveaway/show/313960-the-new-climate-war-the-fight-to-take-back-our-planet
[7] https://ncse.ngo/acceptance-human-caused-climate-change-twenty-countries
[7] https://ncse.ngo/3-tips-understand-and-address-covid-misinformation
[6] https://www.scientificamerican.com/article/why-the-worlds-biggest-dinosaurs-keep-getting-cut-down-to-size/
[5] https://www.nytimes.com/2020/09/30/science/dinosaur-feather-fossil-archaeopteryx.html
[5] https://dailyiowan.com/2020/10/07/university-of-iowa-graduate-students-create-apps-to-connect-kids-with-science/
[5] https://www.nytimes.com/2020/10/09/climate/peat-climate-change.html
[5] https://www.carbonbrief.org/state-of-the-climate-2020-on-course-to-be-warmest-year-on-record

Top URLs in Tweet in G2:
[10] https://www.teachthought.com/critical-thinking/8-science-based-strategies-for-critical-thinking/
[9] https://www.pressreader.com/article/281784221613369
[9] https://www.pressreader.com/article/281822876292561
[8] https://calgaryherald.com/news/local-news/battling-fake-science-ualberta-launches-free-online-science-literacy-course/wcm/d6fb2fd1-e2fa-401f-a66a-0ac6a078bebc
[8] https://www.bookwidgets.com/blog/2020/11/the-best-way-for-students-to-use-math-and-science-symbols-in-digital-assignments
[7] https://www.cbc.ca/news/technology/nasa-spacecraft-bennu-asteroid-1.5770324?__vfz=medium%3Dsharebar
[7] https://www.cbc.ca/news/canada/edmonton/fort-mcmurray-maryam-tsegaye-khan-1.5829840
[7] https://www.compoundchem.com/2014/10/23/moleday/
[6] https://blog.tcea.org/stem-at-home/
[6] https://www.maproomblog.com/2020/11/climate-from-space/

Top URLs in Tweet in G3:
[6] https://eduk8.me/?p=12993
[5] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3409_8_best_free_virtual_dice_websites_for_classroom_games.htm
[5] https://calcpage.redbubble.com/
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3464_kids_friendly_news_websites.htm
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3414_fall_stem_activities_engaging_fun.htm
[4] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3441_30_simple_machine_projects_kids.htm
[4] https://www.patreon.com/calcpage2020
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3404_helpful_science_lesson_plans_use_your_instruction.htm
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3416_the_best_halloween_read_alouds_stem_challenges.htm
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3432_how_batteries_work_and_resource_safely_experimenting_with_circuits.htm

Top URLs in Tweet in G4:
[13] https://learn.twigeducation.com/l/272722/2020-09-18/954cs2
[9] https://learn.twigeducation.com/l/272722/2020-11-02/bhtmkv
[6] https://learn.twigeducation.com/l/272722/2020-11-20/c43xq4
[6] https://news.sky.com/story/two-women-jointly-win-nobel-prize-for-chemistry-for-first-time-in-history-12098161
[5] http://www.nasa.gov/press-release/nasa-will-name-companies-selected-to-collect-lunar-resources-under-artemis-program
[5] http://www.innovatemyschool.com/ideas/take-science-teaching-to-mars
[4] https://learn.twigeducation.com/l/272722/2020-09-18/954cwx
[4] http://www.nasa.gov/press-release/nasa-asks-what-would-you-pack-for-the-moon
[4] http://www.nasa.gov/press-release/students-to-ask-questions-to-nasa-astronaut-aboard-space-station
[4] http://www.innovatemyschool.com/ideas/scientific-identity-play-based-learning

Top URLs in Tweet in G5:
[4] https://www.tes.com/teaching-resource/christmas-quiz-12208316
[3] https://www.teachthought.com/critical-thinking/8-science-based-strategies-for-critical-thinking/
[2] https://www.starlightpress.co.uk/
[1] https://twitter.com/i/web/status/1312122270802821120
[1] https://twitter.com/daneels_m/status/1313257661228490752
[1] https://www.youtube.com/watch?v=ADRYA564i5I&feature=youtu.be

[1] http://www.cyclesoflearning.com/blog/current-thoughts-on-distance-learning-science-engagement
[1] https://www.cyclesoflearning.com/blog/5e-inquiry-cycle-example-distance-learning-version
[1] https://twitter.com/i/web/status/1316375255846465538
[1] https://paper.li/CharlesHeim/1395009213?edition_id=3b45f530-1192-11eb-b51e-0cc47a0d15fd

Top URLs in Tweet in G6:
[19] https://www.weareteachers.com/labxchange-virtual-lab-experiments/?utm_content=1603723940&utm_medium=social&utm_source=twitter
[14] https://www.weareteachers.com/hands-on-custom-science-kits/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=VWR_2006_Art_2_Kits&utm_content=1605733984
[10] https://www.weareteachers.com/labxchange-virtual-science-classroom/?utm_content=1602703556&utm_medium=social&utm_source=twitter
[3] https://www.weareteachers.com/environmental-science-lesson/?utm_source=MDR_WAT&utm_medium=TW&utm_campaign=EdTechAuthority_1911_Art&utm_content=1607009224
[3] https://www.weareteachers.com/virtual-stem-fair/?utm_content=1602599044&utm_medium=social&utm_source=twitter
[3] https://www.youtube.com/watch?v=pEAzzIpCjoA&feature=youtu.be

[3] https://www.weareteachers.com/labxchange-virtual-lab-experiments/
[1] https://www.weareteachers.com/lab-safety-at-home/?utm_source=WAT&utm_medium=TW&utm_campaign=VWR_2006_Art_1_Safety
[1] https://www.youtube.com/watch?v=jC2vz6eEDmU

[1] https://twitter.com/i/web/status/1336451756063154176

Top URLs in Tweet in G7:
[19] https://www.controlaltachieve.com/p/science-links.html
[1] https://twitter.com/cbsunstoppable/status/1321895636216745984
[1] https://twitter.com/i/web/status/1319429572920774660
[1] https://twitter.com/i/web/status/1326506148229484544
[1] https://twitter.com/i/web/status/1329590369139429376
[1] https://play.google.com/store/apps/details?id=cc.arduino.sciencejournal
[1] https://apps.apple.com/us/app/arduino-science-journal/id1518014927
[1] https://artsandculture.google.com/project/nhm-fantastic-beasts
[1] https://twitter.com/i/web/status/1338692562937319432
[1] https://twitter.com/i/web/status/1328545505937395712

Top URLs in Tweet in G8:
[7] https://edu.rsc.org/teacher-pd/live-online-courses
[6] https://edu.rsc.org/feature/flexible-working-hours-an-effective-retention-strategy/4012752.article
[3] https://www.ase.org.uk/membership-sign-science-department
[3] https://www.eventbrite.co.uk/e/ase-annual-conference-online-january-2021-tickets-123665903045?aff=social
[3] https://www.ase.org.uk/news/your-opinions-count-share-your-thoughts-post-covid-19-approach-scied
[2] https://www.ase.org.uk/resources/green-tick-evaluations
[2] https://www.ase.org.uk/news/help-shape-our-mission-keep-best-science-teachers-in-education
[2] https://edu.rsc.org/ideas/5-ways-to-explain-rate-and-equilibrium/4012704.article
[2] https://edu.rsc.org/education-research/rationalising-rates/4012756.article
[1] https://twitter.com/i/web/status/1318514864722235393

Top URLs in Tweet in G9:
[6] https://www.ecowatch.com/court-rejects-trump-arctic-drilling-2649416541.html
[4] https://www.festeredu.com/single-post/using-games-to-teach-environmental-science
[4] https://docs.google.com/document/d/1MgpBnYl9_mVUUK3zwVD_9ggQqUdo-f1MueAx6wm39bc/edit
[2] https://wgbh.zoom.us/webinar/register/WN_Diaby7THQKmERRTk-BFQCA
[2] https://blog.education.nationalgeographic.org/2018/09/24/strategy-share-inspiring-students-to-become-nature-detectives/
[2] https://mass.pbslearningmedia.org/collection/dna-and-the-science-of-genetic-engineering/
[1] https://mass.pbslearningmedia.org/resource/nvev-sci-evolab/nova-evolution-lab-game/?fbclid=IwAR39RPk_9I7o48i_zhs2KJsvZxOemCuxAjkCR1YdzzoRAghWTou8ZuZ1x4E#.W4QIopNKhE4
[1] https://twitter.com/i/web/status/1326500927906476032
[1] https://mass.pbslearningmedia.org/resource/ilwhyy18-sci-ilmussels/why-we-should-protect-freshwater-mussels/
[1] https://twitter.com/i/web/status/1339933658183024643

Top URLs in Tweet in G10:
[26] https://twitch.tv/sciencestreams
[6] http://DennisMeredith.com
[4] https://accounts.google.com/ServiceLogin?service=wise&passive=1209600&continue=https://docs.google.com/forms/d/e/1FAIpQLSfPEvc-rrFeHxC5KEH_GUmW7VuYNGTji5hbcZAuNSD3CQhUaA/viewform?usp%3Dsf_link&followup=https://docs.google.com/forms/d/e/1FAIpQLSfPEvc-rrFeHxC5KEH_GUmW7VuYNGTji5hbcZAuNSD3CQhUaA/viewform?usp%3Dsf_link<mpl=forms
[2] https://www.youtube.com/channel/UCQeDOnoCGPZHCAbsvgACRhw

[2] https://players.brightcove.net/679256133001/EkLWnGuil_default/index.html?videoId=6213883083001
[1] https://twitter.com/i/web/status/1326892871459491843
[1] https://twitter.com/i/web/status/1330540828796854276
[1] https://twitter.com/i/web/status/1339269685573943296
[1] https://twitter.com/i/web/status/1336855610491625475
[1] https://www.twitch.tv/nburrows

Top Domains
Top Domains in Tweet in Entire Graph:
[471] twitter.com
[107] nasa.gov
[102] ncse.ngo
[74] scitechdaily.com
[69] smithsonianmag.com
[65] weareteachers.com
[60] paper.li
[58] sciencenews.org
[55] cbc.ca
[54] twigeducation.com

Top Domains in Tweet in G1:
[92] ncse.ngo
[33] twitter.com
[30] nytimes.com
[30] smithsonianmag.com
[22] sciencenews.org
[17] cleantechnica.com
[12] yaleclimateconnections.org
[10] scientificamerican.com
[10] youtube.com
[9] goodreads.com

Top Domains in Tweet in G2:
[157] twitter.com
[74] scitechdaily.com
[51] cbc.ca
[38] smithsonianmag.com
[35] sciencenews.org
[34] pressreader.com
[26] theconversation.com
[25] nature.com
[22] nationalobserver.com
[21] phys.org

Top Domains in Tweet in G3:
[43] twitter.com
[32] teacheridea.com
[13] middleweb.com
[12] primarysourcenexus.org
[10] eduk8.me
[7] youtube.com
[7] edulastic.com
[5] redbubble.com
[5] bookwidgets.com
[4] patreon.com

Top Domains in Tweet in G4:
[105] nasa.gov
[72] twitter.com
[50] twigeducation.com
[15] innovatemyschool.com
[6] sky.com
[5] sciencealert.com
[5] jumbominds.com
[4] youtube.com
[4] nsta.org
[4] co.uk

Top Domains in Tweet in G5:
[33] twitter.com
[17] paper.li
[4] tes.com
[3] youtube.com
[3] teachthought.com
[2] cyclesoflearning.com
[2] co.uk
[2] bit.ly
[2] youngzine.org
[2] immersive-theatres.com

Top Domains in Tweet in G6:
[53] weareteachers.com
[10] twitter.com
[4] youtube.com
[2] senecalearning.com
[1] nsta.org
[1] discoveryeducation.com

Top Domains in Tweet in G7:
[19] controlaltachieve.com
[11] twitter.com
[2] google.com
[2] youtube.com
[1] apple.com
[1] apple.news

Top Domains in Tweet in G8:
[20] rsc.org
[12] org.uk
[9] twitter.com
[5] co.uk

Top Domains in Tweet in G9:
[7] twitter.com
[6] pbslearningmedia.org
[6] ecowatch.com
[5] google.com
[4] festeredu.com
[2] zoom.us
[2] nationalgeographic.org
[1] usmint.gov
[1] usda.gov
[1] zooniverse.org

Top Domains in Tweet in G10:
[27] twitch.tv
[6] twitter.com
[6] dennismeredith.com
[4] google.com
[3] youtube.com
[2] brightcove.net
[1] onbeing.org
[1] peoplebehindthescience.com
[1] statnews.com
[1] amazon.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2331] scichat
[511] scicomm
[496] science
[396] stem
[272] edchat
[243] climatechange
[209] scied
[191] mathchat
[184] edtech
[158] engchat



Top Hashtags in Tweet in G1:
[473] scichat
[374] scicomm
[187] climatechange
[66] evolution
[64] scied
[29] covid
[22] sciteachers
[17] climatescience
[14] fossilfriday
[10] paleontology

Top Hashtags in Tweet in G2:
[807] scichat
[242] science
[154] stem
[90] scicomm
[89] medhat
[75] evolution
[72] covid19
[68] scied
[48] climatechange
[40] genomics

Top Hashtags in Tweet in G3:
[222] scichat
[147] mathchat
[108] engchat
[107] mschat
[101] edchat
[97] edtech
[97] sschat
[81] educoach
[70] elachat
[47] education

Top Hashtags in Tweet in G4:
[260] scichat
[123] stem
[113] science
[99] space
[85] aerospace
[27] photo
[26] twigsciencereporter
[24] nasa
[23] thanksscience
[18] scied

Top Hashtags in Tweet in G5:
[86] scichat
[16] stem
[14] edchat
[14] education
[13] science
[12] edtech
[11] educhat
[10] teachers
[10] edutwitter
[10] ukedchat

Top Hashtags in Tweet in G6:
[78] scichat
[48] sponsored
[19] scienceed
[13] science
[11] airpollution
[8] stem
[8] engchat
[8] sschat
[7] langchat
[7] socialstudies

Top Hashtags in Tweet in G7:
[31] scichat
[26] k12
[22] edchat
[21] edtech
[19] controlaltachieve
[19] mlearning
[15] elearning
[8] apeschat
[6] engchat
[4] scicomm

Top Hashtags in Tweet in G8:
[44] scied
[28] aseconf2021
[25] scichat
[19] asechat
[11] edutwitter
[10] educhat
[7] chemtwitter
[6] prisci
[5] cpd
[5] chemed

Top Hashtags in Tweet in G9:
[49] scichat
[36] edchat
[15] pbl
[13] pblchat
[10] science
[8] educatorexplorer
[8] sschat
[5] distancelearning
[5] nationalpark
[5] elearning

Top Hashtags in Tweet in G10:
[47] scichat
[26] science
[19] scicomm
[18] scitlap
[6] physics
[6] physicschat
[6] stem
[6] scienceedu
[5] stanyschat
[4] ngsschat

Top Words
Top Words in Tweet in Entire Graph:
[2310] #scichat
[705] ncse
[689] science
[510] #scicomm
[495] #science
[480] garym
[396] #stem
[364] climate
[319] students
[296] more

Top Words in Tweet in G1:
[568] ncse
[466] #scichat
[374] #scicomm
[251] climate
[187] #climatechange
[164] change
[80] evolution
[69] michaelemann
[66] #evolution
[65] science

Top Words in Tweet in G2:
[800] #scichat
[461] garym
[255] science
[242] #science
[164] praxis
[164] 'science
[164] smarts'
[164] column
[158] praxismedhat
[154] #stem

Top Words in Tweet in G3:
[219] #scichat
[147] #mathchat
[108] #engchat
[107] #mschat
[101] #edchat
[97] #edtech
[97] #sschat
[82] middleweb
[81] #educoach
[70] #elachat

Top Words in Tweet in G4:
[256] #scichat
[231] nasa
[123] #stem
[112] #science
[99] #space
[85] #aerospace
[50] twigeducation
[47] science
[43] space
[42] learn

Top Words in Tweet in G5:
[86] #scichat
[27] science
[16] #stem
[14] #edchat
[14] latest
[14] #education
[13] #science
[12] daily
[12] #edtech
[11] #educhat

Top Words in Tweet in G6:
[78] #scichat
[57] weareteachers
[48] #sponsored
[25] right
[22] lab
[21] science
[20] students
[19] problem
[19] #scienceed
[15] virtually

Top Words in Tweet in G7:
[32] vedajunction
[31] #scichat
[30] links
[29] ericcurts
[26] #k12
[24] science
[22] #edchat
[21] teaching
[21] #edtech
[19] 100's

Top Words in Tweet in G8:
[92] thease
[60] department
[58] ticket
[52] science
[44] #scied
[42] ase
[39] free
[37] resources
[36] win
[35] support

Top Words in Tweet in G9:
[49] #scichat
[36] #edchat
[31] students
[26] saintfester
[19] lakes
[15] #pbl
[14] based
[14] lake
[13] resources
[13] #pblchat

Top Words in Tweet in G10:
[47] #scichat
[26] #science
[19] #scicomm
[18] #scitlap
[15] pentaclethra
[14] chat
[13] science
[8] tonight
[6] #physics
[6] looking

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[403] #scichat,#scicomm
[200] climate,change
[172] praxis,'science
[172] 'science,smarts'
[172] smarts',column
[172] #science,#scichat
[158] covid,19
[157] #climatechange,#scichat
[126] #scichat,#stem
[105] nasa,#scichat

Top Word Pairs in Tweet in G1:
[339] #scichat,#scicomm
[147] climate,change
[130] #climatechange,#scichat
[59] mark,calendar
[45] ncse,mark
[40] calendar,register
[33] 00,eastern
[31] michaelemann,#climatechange
[29] #covid,19
[28] #evolution,#scichat

Top Word Pairs in Tweet in G2:
[164] praxis,'science
[164] 'science,smarts'
[164] smarts',column
[122] #science,#scichat
[108] covid,19
[82] #scichat,#stem
[80] column,medicinehatnews
[79] praxismedhat,praxis
[76] column,#medhat
[68] #medhat,news

Top Word Pairs in Tweet in G3:
[66] #mathchat,#scichat
[50] #sschat,#mathchat
[41] #class,#lrnchat
[41] #lrnchat,#education
[41] #education,#mathchat
[39] #scichat,#mathchat
[38] #engchat,#sschat
[37] #ukedchat,#edtech
[37] #edtech,#class
[35] #sschat,#scichat

Top Word Pairs in Tweet in G4:
[105] nasa,#scichat
[85] #scichat,#aerospace
[79] #aerospace,#stem
[73] #stem,#science
[71] #science,#space
[28] #scichat,#space
[27] #space,#photo
[24] #photo,#nasa
[24] space,station
[24] doemiso,nasa

Top Word Pairs in Tweet in G5:
[10] #educhat,#ukedchat
[9] #ukedchat,#teachers
[7] #education,#students
[6] #edutwitter,#educhat
[6] #teachers,#teacherworkload
[6] #teacherworkload,#teacherwellbeing
[6] #students,#school
[6] #school,#teacher
[6] #schoolcuts,#nqtchat
[6] #nqtchat,#ntchat

Top Word Pairs in Tweet in G6:
[26] #scichat,#sponsored
[19] lab,problem
[19] problem,#scichat
[19] #scichat,#scienceed
[19] #scienceed,#sponsored
[16] weareteachers,lab
[15] students,virtually
[15] virtually,check
[15] check,amazing
[15] amazing,stem

Top Word Pairs in Tweet in G7:
[19] 100's,best
[19] best,science
[19] science,edtech
[19] edtech,links
[19] links,curated
[19] curated,each
[19] each,month
[19] month,#scichat
[19] #scichat,#controlaltachieve
[19] start,vedajunction

Top Word Pairs in Tweet in G8:
[30] day,ticket
[28] thease,ase
[28] chance,win
[28] win,free
[28] free,#aseconf2021
[28] #aseconf2021,ticket
[28] ticket,winners
[28] winners,tickets
[28] tickets,refunded
[28] refunded,value

Top Word Pairs in Tweet in G9:
[19] #edchat,#scichat
[9] based,learning
[7] #educatorexplorer,chat
[7] #scichat,#pblchat
[7] lake,project
[6] know,mint
[6] mint,released
[6] released,lesson
[6] lesson,plan
[6] plan,each

Top Word Pairs in Tweet in G10:
[8] #scitlap,#scichat
[7] #scichat,#science
[7] #scichat,#scicomm
[5] #scichat,#scitlap
[5] chat,physicist
[5] physicist,matt_bellis
[5] matt_bellis,tonight
[5] tonight,15et
[5] 15et,#scichat
[5] #science,#physicschat

Top Replied-To
Top Replied-To in Entire Graph:
@aishongkong
@neurofourier
@boxlightinc
@mysterysci
@evergfoundation
@schug_dennis
@nasa
@medfieldscience
@daleyscience
@scholese15

Top Replied-To in G2:
@3m

Top Replied-To in G3:
@boxlightinc
@scholese15

Top Replied-To in G4:
@nasa
@jumbominds
@caedchat

Top Replied-To in G5:

Top Replied-To in G7:
@schug_dennis

Top Replied-To in G9:
@evergfoundation
@kristylathrop

Top Replied-To in G10:
@neurofourier
@daleyscience

Top Mentioned
Top Mentioned in Entire Graph:
@ncse
@garym
@praxismedhat
@nasa
@natgeoeducation
@middleweb
@thease
@medicinehatnews
@michaelemann
@weareteachers

Top Mentioned in G1:
@ncse
@michaelemann
@khayhoe
@stevebrusatte
@ncsereid
@seanbiolcarroll
@climateopp
@radleyhorton
@tfn
@laelaps

Top Mentioned in G2:
@garym
@praxismedhat
@ncse
@natgeoeducation
@medicinehatnews
@gwardis
@educatoral
@karenblumberg
@sciencebuddies
@scistarter

Top Mentioned in G3:
@middleweb
@pharoscareer
@mystemkits
@edulastic
@tankhuynh
@naesp
@larryferlazzo
@teacheridea

Top Mentioned in G4:
@nasa
@twigeducation
@doemiso
@innovatemyschl
@nsta
@jumbominds
@rimwellc
@nmaplymouth
@oceanctrust
@praxismedhat

Top Mentioned in G5:
@quizmajig
@seligmancharles

Top Mentioned in G6:
@weareteachers
@wardsscience
@kidsmakingsense
@chemdrk
@seneca_k12
@mxcharlier
@nlad84
@tcea
@ajtf71
@googleforedu

Top Mentioned in G7:
@ericcurts
@vedajunction
@seneca_k12
@twitter
@youtube
@scichat
@darien_science
@flipgrid
@dawnsharks
@nsta

Top Mentioned in G8:
@thease
@rsc_eic
@roysocchem
@schoolscience
@richaburt
@schoolsobs
@philip_harrisuk
@collinsprimary
@nfueducation
@littlestoryco

Top Mentioned in G9:
@saintfester
@parkbasedlearn
@natgeoeducation
@novaeducation
@thomasriddle_ii
@pbsteachers
@novapbs
@gbheducation
@evergladesnps
@evergfoundation

Top Mentioned in G10:
@pentaclethra
@drjovanelly
@matt_bellis
@haupt
@dralexford
@mrhebertpe
@scifinov
@2footgiraffe
@kimberlyduong_
@googlejamboard

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@femtech_
@lizditz
@eurekamag
@ottlegalrebels
@frecklesxx20
@billnigh
@ronaldclarke
@twitchsie
@lorettabower3

Top Tweeters in G1:
@lizditz
@lorettabower3
@whirledcitizen_
@washingtonpost
@phpress
@shitake_reverse
@wsj
@lseefeldt3
@rmathematicus
@mwt2008

Top Tweeters in G2:
@femtech_
@ottlegalrebels
@frecklesxx20
@billnigh
@globeandmail
@bexxmodd
@bbcnews
@suestroud
@time
@hubofml

Top Tweeters in G3:
@llnuxbot
@epuujee
@larryferlazzo
@elemmathaccount
@scalarhumanity
@teachertoolkit
@techninjatodd
@blocht574
@iteachmathall
@lomeza

Top Tweeters in G4:
@cowboyscifibot
@ml_tweet_bot
@designthinkbot
@forbes
@unitebluemn
@buzzfeednews
@adnansensitive
@popsci
@sprintbaseb
@iskaraman

Top Tweeters in G5:
@meteodiego
@indritvucaj
@internet4classr
@meenoorami
@jonathanwylie
@nytimeslearning
@alicemercer
@baritoneblogger
@wterral
@mauilibrarian2

Top Tweeters in G6:
@robinmcouch
@fourcornersrock
@e_sheninger
@strongann
@bumblebike
@joe4rialtousd
@booksyalove
@vxjoe
@aj
@uaeeverafter

Top Tweeters in G7:
@thecuriousluke
@trendsinai
@cybraryman1
@jc_james_clark
@wkrakower
@thebradcurrie
@api_daily
@dailystem
@joe_mazza
@lisameade23

Top Tweeters in G8:
@phoare1963
@doc_kristy
@freereed59
@viciascience
@oboelizzy
@priscigeeks
@sciencecat222
@edadventuresm
@cleapss
@practicalaction

Top Tweeters in G9:
@suptmoran
@johnscalhoun
@bnleez
@mrmatera
@pblworks
@distancelrnbot
@novapbs
@betamiller
@efrenr
@gbhillntx

Top Tweeters in G10:
@twitchsie
@academicchatter
@2footgiraffe
@mccoyderek
@massp
@ivanoransky
@kcalderw
@cdnspacegal
@katiemartinedu
@freyablekman


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