scichat, Twitter, 1/3/2021 12:55:09 AM, 244655


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scichat_2021-01-02_16-31-07.xlsx
scichat_2021-01-02_16-31-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 03, 2021
Short Description:
scichat via NodeXL https://bit.ly/38NMYyU
@garym
@ncse
@praxismedhat
@middleweb
@natgeoeducation
@weareteachers
@saintfester
@nodexl
@elemmathaccount
@thease

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

Description:
Description
The graph represents a network of 2,044 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, 03 January 2021 at 00:46 UTC.

The requested start date was Saturday, 02 January 2021 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 92-day, 23-hour, 41-minute period from Thursday, 01 October 2020 at 00:02 UTC to Friday, 01 January 2021 at 23:43 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 : 2044
Unique Edges : 1378
Edges With Duplicates : 7683
Total Edges : 9061
Number of Edge Types : 5
Mentions : 1076
MentionsInRetweet : 3643
Retweet : 2912
Tweet : 1409
Replies to : 21
Self-Loops : 1656
Reciprocated Vertex Pair Ratio : 0.0411552346570397
Reciprocated Edge Ratio : 0.0790568654646325
Connected Components : 222
Single-Vertex Connected Components : 98
Maximum Vertices in a Connected Component : 1474
Maximum Edges in a Connected Component : 8123
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.927276
Graph Density : 0.000690630887963578
Modularity : 0.277961
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 2,044 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, 03 January 2021 at 00:46 UTC.

The requested start date was Saturday, 02 January 2021 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 92-day, 23-hour, 41-minute period from Thursday, 01 October 2020 at 00:02 UTC to Friday, 01 January 2021 at 23:43 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:
[29] 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
[17] https://www.weareteachers.com/tiktok-science-experiments/?utm_content=1608646381&utm_medium=social&utm_source=facebook
[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

Top URLs in Tweet in G1:
[16] 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
[8] 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
[6] https://ncse.ngo/3-tips-understand-and-address-covid-misinformation
[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://yaleclimateconnections.org/2020/10/warmer-climate-and-arctic-sea-ice-in-a-veritable-suicide-pact/
[4] https://www.nytimes.com/2020/09/30/science/dinosaur-feather-fossil-archaeopteryx.html
[4] https://www.nytimes.com/2020/10/08/science/mammals-south-america-extinction.html

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/281822876292561
[9] https://www.pressreader.com/article/281784221613369
[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://theconversation.com/how-an-alberta-researchers-discovery-of-hepatitis-c-led-to-the-nobel-prize-and-saved-lives-147553?utm_source=twitter&utm_medium=bylinetwitterbutton
[6] https://scistarter.org/herpmapper

Top URLs in Tweet in G3:
[19] https://www.controlaltachieve.com/p/science-links.html
[8] https://edu.rsc.org/teacher-pd/live-online-courses
[6] https://edu.rsc.org/feature/flexible-working-hours-an-effective-retention-strategy/4012752.article
[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://www.youtube.com/watch?v=N_OOPz4KfDI&feature=youtu.be

[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

Top URLs in Tweet in G4:
[6] https://eduk8.me/?p=12993
[3] https://www.bookwidgets.com/blog/2020/11/the-best-way-for-students-to-use-math-and-science-symbols-in-digital-assignments
[2] https://www.middleweb.com/44050/effective-questioning-during-remote-learning/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=243734
[2] https://www.bookwidgets.com/blog/2020/11/the-best-way-for-students-to-use-math-and-science-symbols-in-digital-assignments?platform=hootsuite&utm_source=Twitter
[2] https://www.amazon.com/dp/B08P4X62TV?customId=B0752XJYNL&th=1
[2] https://eduk8.me/2019/10/draw-lab-diagrams-and-experiment-apparatuses-easily-with-chemix/
[2] https://eduk8.me/2019/10/math-games-added-to-the-formerly-science-focused-legends-of-learning/
[1] https://www.middleweb.com/43898/student-choice-is-more-than-a-buzzword/
[1] https://twitter.com/i/web/status/1311339522236518400

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
[15] https://www.weareteachers.com/tiktok-science-experiments/?utm_content=1608646381&utm_medium=social&utm_source=facebook
[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
[4] 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/
[2] https://www.weareteachers.com/science-kits-middle-high-school/?utm_source=MDR-WAT&utm_medium=TW&utm_campaign=VWR_2006_Art_3_Supplies&utm_content=1608582260
[1] https://www.weareteachers.com/lab-safety-at-home/?utm_source=WAT&utm_medium=TW&utm_campaign=VWR_2006_Art_1_Safety

Top URLs in Tweet in G7:
[5] https://news.sky.com/story/two-women-jointly-win-nobel-prize-for-chemistry-for-first-time-in-history-12098161
[3] https://primarysourcenexus.org/2020/12/looking-back-top-content-of-2020/
[3] https://primarysourcenexus.org/2011/10/today-in-history-rails-robbers/
[3] https://primarysourcenexus.org/2011/10/today-in-history-transcontinental-telegraph-end-pony-express/
[2] https://www.nationalgeographic.com/family/2020/11/science-experiments-to-feed-kids-brains/?account=NatGeoEducation&post=4265444059&campaign=Resources
[2] https://primarysourcenexus.org/2017/12/today-history-hoover-dam/
[1] https://kids.nationalgeographic.com/explore/adventure_pass/weird-but-true/?platform=Twitter&account=NatGeoEducation&post=4289917930&campaign=Resources#/1449355331909
[1] https://kids.nationalgeographic.com/explore/books/try-this-extreme/color-explosion/
[1] https://www.nationalgeographic.org/activity/observing-recording-habitats/
[1] https://www.nationalgeographic.org/media/rock-cycle/

Top URLs in Tweet in G8:
[12] 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
[5] http://www.innovatemyschool.com/ideas/take-science-teaching-to-mars
[5] http://www.innovatemyschool.com/ideas/scientific-identity-play-based-learning
[4] https://www.youtube.com/watch?v=hJym3Yh-6nc&feature=youtu.be

[4] https://drive.google.com/drive/folders/1etXtPEQF0owyIoD1dKUUMO5K3R67g7sn
[4] https://learn.twigeducation.com/l/272722/2020-09-18/954cwx
[4] https://www.sciencealert.com/drones-sent-into-degassing-volcanoes-for-science
[4] https://edtechimpact.com/news/science-resources

Top URLs in Tweet in G9:
[6] https://www.ecowatch.com/court-rejects-trump-arctic-drilling-2649416541.html
[4] https://docs.google.com/document/d/1MgpBnYl9_mVUUK3zwVD_9ggQqUdo-f1MueAx6wm39bc/edit
[4] https://www.festeredu.com/single-post/using-games-to-teach-environmental-science
[3] https://www.mystemkits.com/
[2] https://wgbh.zoom.us/webinar/register/WN_Diaby7THQKmERRTk-BFQCA
[2] https://apple.news/A4ruP2TIQQ62ylQn42ZAd_g
[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://mimio.boxlight.com/labdisc-portable-stem-lab/
[1] https://twitter.com/kaseybwood/status/1329784464579457026

Top URLs in Tweet in G10:
[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
[1] https://www.ase.org.uk/ks3-active-learning-resources
[1] https://twitter.com/i/web/status/1326600887859630081
[1] https://www.ase.org.uk/bookshop/ase-guide-secondary-science-education-4th-edition
[1] https://twitter.com/i/web/status/1329869704614252554
[1] https://twitter.com/i/web/status/1330790754348838915

Top Domains
Top Domains in Tweet in Entire Graph:
[566] twitter.com
[113] nasa.gov
[104] ncse.ngo
[89] scitechdaily.com
[86] paper.li
[85] weareteachers.com
[82] smithsonianmag.com
[66] sciencenews.org
[61] youtube.com
[60] cbc.ca

Top Domains in Tweet in G1:
[90] ncse.ngo
[41] twitter.com
[31] smithsonianmag.com
[30] nytimes.com
[18] sciencenews.org
[16] cleantechnica.com
[12] yaleclimateconnections.org
[11] youtube.com
[10] theguardian.com
[9] the-scientist.com

Top Domains in Tweet in G2:
[179] twitter.com
[89] scitechdaily.com
[56] cbc.ca
[50] smithsonianmag.com
[47] sciencenews.org
[36] pressreader.com
[26] nature.com
[26] theconversation.com
[23] nationalobserver.com
[22] phys.org

Top Domains in Tweet in G3:
[38] twitter.com
[32] teacheridea.com
[21] rsc.org
[19] controlaltachieve.com
[5] youtube.com
[5] redbubble.com
[4] patreon.com
[2] google.com
[1] edtechmagazine.com
[1] wordpress.com

Top Domains in Tweet in G4:
[13] middleweb.com
[11] twitter.com
[10] eduk8.me
[5] bookwidgets.com
[2] nodexlgraphgallery.org
[2] amazon.com
[1] paper.li
[1] primarysourcenexus.org
[1] tcea.org
[1] youtube.com

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

Top Domains in Tweet in G6:
[71] weareteachers.com
[12] twitter.com
[5] youtube.com
[2] senecalearning.com
[1] nsta.org
[1] discoveryeducation.com
[1] paper.li

Top Domains in Tweet in G7:
[16] primarysourcenexus.org
[11] twitter.com
[10] nationalgeographic.org
[5] nationalgeographic.com
[5] sky.com
[1] space.com
[1] citizen-u.org
[1] co.uk

Top Domains in Tweet in G8:
[48] twigeducation.com
[33] twitter.com
[16] innovatemyschool.com
[11] nasa.gov
[11] youtube.com
[7] edulastic.com
[6] edtechimpact.com
[5] sciencealert.com
[4] google.com
[4] nsta.org

Top Domains in Tweet in G9:
[21] twitter.com
[7] pbslearningmedia.org
[6] ecowatch.com
[5] google.com
[4] festeredu.com
[3] youtube.com
[3] mystemkits.com
[2] zoom.us
[2] apple.news
[2] nationalgeographic.org

Top Domains in Tweet in G10:
[12] org.uk
[9] twitter.com
[5] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2659] scichat
[581] scicomm
[567] science
[458] stem
[336] edchat
[253] climatechange
[239] mathchat
[221] scied
[210] edtech
[192] sschat



Top Hashtags in Tweet in G1:
[475] scichat
[378] scicomm
[178] climatechange
[63] scied
[62] evolution
[26] covid
[22] sciteachers
[18] climatescience
[11] fossilfriday
[8] newclimatewar

Top Hashtags in Tweet in G2:
[975] scichat
[269] science
[177] stem
[144] scicomm
[104] medhat
[98] evolution
[85] covid19
[78] scied
[65] climatechange
[52] genomics

Top Hashtags in Tweet in G3:
[88] edtech
[78] edchat
[76] scichat
[43] k12
[37] mlearning
[30] elearning
[27] stem
[27] elemchat
[19] mschat
[19] controlaltachieve

Top Hashtags in Tweet in G4:
[159] scichat
[132] mathchat
[119] sschat
[86] mschat
[80] educoach
[73] engchat
[66] elachat
[56] ellchat
[42] ngsschat
[40] esl

Top Hashtags in Tweet in G5:
[96] scichat
[18] stem
[18] science
[17] education
[15] edchat
[14] educhat
[13] teachers
[13] edutwitter
[13] ukedchat
[12] edtech

Top Hashtags in Tweet in G6:
[108] scichat
[56] sponsored
[29] science
[23] edchat
[19] scienceed
[15] airpollution
[10] engchat
[10] sschat
[9] langchat
[9] socialstudies

Top Hashtags in Tweet in G7:
[41] scichat
[17] sschat
[17] tlchat
[16] primarysources
[15] stem
[14] edchat
[12] todayinhistory
[6] geography
[5] science
[5] literacy

Top Hashtags in Tweet in G8:
[127] scichat
[58] stem
[32] science
[26] twigsciencereporter
[24] edchat
[19] scied
[17] mathchat
[14] engage20
[14] stemed
[11] ukedchat

Top Hashtags in Tweet in G9:
[65] scichat
[43] edchat
[15] pbl
[13] pblchat
[11] science
[9] stem
[8] stemed
[8] stemeducation
[8] sschat
[8] educatorexplorer

Top Hashtags in Tweet in G10:
[42] scied
[27] aseconf2021
[18] scichat
[17] asechat
[10] educhat
[10] edutwitter
[6] prisci
[1] nqt
[1] spaceweek
[1] stem

Top Words
Top Words in Tweet in Entire Graph:
[2638] #scichat
[787] ncse
[740] science
[580] #scicomm
[566] #science
[532] garym
[458] #stem
[377] climate
[352] students
[336] #edchat

Top Words in Tweet in G1:
[517] ncse
[468] #scichat
[378] #scicomm
[236] climate
[178] #climatechange
[155] change
[76] evolution
[65] michaelemann
[63] #scied
[62] #evolution

Top Words in Tweet in G2:
[968] #scichat
[507] garym
[277] science
[269] #science
[267] ncse
[198] praxis
[198] 'science
[198] smarts'
[198] column
[190] praxismedhat

Top Words in Tweet in G3:
[88] #edtech
[78] #edchat
[76] #scichat
[60] vedajunction
[52] teaching
[43] #k12
[41] classroom
[37] become
[37] #mlearning
[35] start

Top Words in Tweet in G4:
[159] #scichat
[132] #mathchat
[119] #sschat
[117] middleweb
[86] #mschat
[80] #educoach
[73] #engchat
[66] #elachat
[56] #ellchat
[46] tankhuynh

Top Words in Tweet in G5:
[96] #scichat
[26] science
[19] latest
[18] #stem
[18] #science
[17] #education
[15] #edchat
[15] students
[15] daily
[14] #educhat

Top Words in Tweet in G6:
[108] #scichat
[79] weareteachers
[56] #sponsored
[29] right
[29] #science
[28] students
[23] #edchat
[22] science
[22] lab
[20] wardsscience

Top Words in Tweet in G7:
[85] natgeoeducation
[44] more
[39] #scichat
[24] definitions
[21] ss
[20] tips
[19] learners
[19] learn
[17] science
[17] #sschat

Top Words in Tweet in G8:
[126] #scichat
[58] #stem
[52] twigeducation
[46] science
[41] learn
[34] more
[32] #science
[31] students
[28] today
[26] find

Top Words in Tweet in G9:
[65] #scichat
[43] #edchat
[40] students
[27] saintfester
[19] lakes
[17] use
[15] mystemkits
[15] great
[15] resources
[15] lesson

Top Words in Tweet in G10:
[99] thease
[60] department
[56] ticket
[52] science
[42] #scied
[42] ase
[38] free
[37] resources
[35] win
[35] support

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[450] #scichat,#scicomm
[213] #science,#scichat
[213] climate,change
[206] praxis,'science
[206] 'science,smarts'
[206] smarts',column
[167] covid,19
[161] #climatechange,#scichat
[144] #scichat,#stem
[110] nasa,#scichat

Top Word Pairs in Tweet in G1:
[344] #scichat,#scicomm
[140] climate,change
[124] #climatechange,#scichat
[55] mark,calendar
[40] ncse,mark
[37] calendar,register
[31] 00,eastern
[28] michaelemann,#climatechange
[28] #evolution,#scichat
[26] #covid,19

Top Word Pairs in Tweet in G2:
[198] praxis,'science
[198] 'science,smarts'
[198] smarts',column
[136] #science,#scichat
[119] covid,19
[102] praxismedhat,praxis
[94] #scichat,#stem
[94] column,medicinehatnews
[89] column,#medhat
[87] #scichat,#scicomm

Top Word Pairs in Tweet in G3:
[64] #edtech,#edchat
[35] start,vedajunction
[35] vedajunction,classroom
[35] classroom,pilot
[35] pilot,become
[35] become,champion
[35] champion,teaching
[35] teaching,#k12
[35] #k12,#edtech
[35] #edchat,#mlearning

Top Word Pairs in Tweet in G4:
[85] #sschat,#mathchat
[41] #scichat,#ngsschat
[38] #engchat,#sschat
[38] teach,content
[38] content,vocabulary
[38] vocabulary,english
[38] english,learners
[38] learners,tankhuynh
[38] tankhuynh,#ellchat
[38] #ellchat,#ell

Top Word Pairs in Tweet in G5:
[13] #educhat,#ukedchat
[12] #ukedchat,#teachers
[9] #teachers,#teacherworkload
[9] #education,#students
[8] #science,#scichat
[8] #teacherworkload,#teacherwellbeing
[8] #students,#school
[8] #school,#teacher
[8] #schoolcuts,#nqtchat
[8] #nqtchat,#ntchat

Top Word Pairs in Tweet in G6:
[33] #scichat,#sponsored
[29] #science,#scichat
[23] #scichat,#edchat
[19] lab,problem
[19] problem,#scichat
[19] #scichat,#scienceed
[19] #scienceed,#sponsored
[16] weareteachers,lab
[15] exactly,kind
[15] kind,feel

Top Word Pairs in Tweet in G7:
[16] #tlchat,#sschat
[15] study,geography
[15] geography,essential
[15] essential,comprehension
[15] comprehension,world
[15] world,works
[15] works,leverage
[15] leverage,tips
[15] tips,jim
[15] #primarysources,#tlchat

Top Word Pairs in Tweet in G8:
[17] learn,more
[15] news,update
[14] nsta,#engage20
[11] doemiso,nasa
[11] #twigsciencereporter,news
[10] #scichat,#stem
[10] #scied,#scichat
[9] nasa,#scichat
[9] live,demos
[9] join,contessa

Top Word Pairs in Tweet in G9:
[20] #edchat,#scichat
[9] based,learning
[8] lesson,plan
[7] #scichat,#pblchat
[7] lake,project
[7] #educatorexplorer,chat
[6] asked,comment
[6] comment,bear
[6] bear,rrwwwaaarr
[6] rrwwwaaarr,#edchat

Top Word Pairs in Tweet in G10:
[29] day,ticket
[28] thease,ase
[27] chance,win
[27] win,free
[27] free,#aseconf2021
[27] #aseconf2021,ticket
[27] ticket,winners
[27] winners,tickets
[27] tickets,refunded
[27] refunded,value

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

Top Mentioned in G1:
@ncse
@michaelemann
@khayhoe
@stevebrusatte
@ncsereid
@climateopp
@radleyhorton
@tfn
@dana1981
@seanbiolcarroll

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

Top Mentioned in G3:
@ericcurts
@vedajunction
@flipgrid
@rsc_eic
@roysocchem
@richaburt
@smartixedtech
@kerszi
@buddyxo
@teacheridea

Top Mentioned in G4:
@middleweb
@tankhuynh
@naesp
@larryferlazzo
@appsevents1
@curtischan
@mpilakow
@edulastic

Top Mentioned in G5:
@quizmajig
@seligmancharles

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

Top Mentioned in G7:
@natgeoeducation
@psntps
@jackiegerstein
@ngkids
@saintfester
@maejemison
@asabeducation

Top Mentioned in G8:
@twigeducation
@innovatemyschl
@nsta
@nasa
@doemiso
@theedtechimpact
@garym
@praxismedhat
@nmaplymouth
@oceanctrust

Top Mentioned in G9:
@saintfester
@mystemkits
@parkbasedlearn
@natgeoeducation
@thomasriddle_ii
@globisens
@novaeducation
@boxlightinc
@gbheducation
@pbsteachers

Top Mentioned in G10:
@thease
@schoolscience
@schoolsobs
@philip_harrisuk
@collinsprimary
@nfueducation
@littlestoryco
@bestevsciteach
@greatscishare
@ceicdata1

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

Top Tweeters in G1:
@lizditz
@guardian
@lorettabower3
@whirledcitizen_
@washingtonpost
@phpress
@shitake_reverse
@wsj
@kimellis9
@lseefeldt3

Top Tweeters in G2:
@femtech_
@ottlegalrebels
@billnigh
@globeandmail
@bexxmodd
@bbcnews
@suestroud
@vievararosel
@pink1963dsw
@time

Top Tweeters in G3:
@calcaware
@llnuxbot
@thecuriousluke
@flipgrid
@trendsinai
@scalarhumanity
@cybraryman1
@markj_ohnson
@jc_james_clark
@e_sheninger

Top Tweeters in G4:
@mjoehlerich
@larryferlazzo
@elemmathaccount
@teachertoolkit
@techninjatodd
@blocht574
@lomeza
@heinemannpub
@timlriley
@valentinaesl

Top Tweeters in G5:
@hsianghui
@meteodiego
@indritvucaj
@editor13x
@internet4classr
@meenoorami
@btcnasia
@jonathanwylie
@nytimeslearning
@alicemercer

Top Tweeters in G6:
@robinmcouch
@riyadhalrifai
@fourcornersrock
@daniellsinaga
@teacherhead
@piorno_gz
@strongann
@bumblebike
@joe4rialtousd
@booksyalove

Top Tweeters in G7:
@frecklesxx20
@indigohawthorne
@borinquensun
@wyn_o
@stem_nastics
@prqosjdyofn1ylj
@renepetry2
@rosepillay1
@pattwombly
@speechtherapist

Top Tweeters in G8:
@ssxman2
@ml_tweet_bot
@forbes
@epuujee
@buzzfeednews
@adnansensitive
@popsci
@iteachmathall
@maddiepolar
@librosjesus

Top Tweeters in G9:
@suptmoran
@johnscalhoun
@pbs
@bnleez
@mrmatera
@pblworks
@distancelrnbot
@novapbs
@oikos_solutions
@betamiller

Top Tweeters in G10:
@freereed59
@viciascience
@oboelizzy
@priscigeeks
@sciencecat222
@edadventuresm
@cleapss
@practicalaction
@primrose_kitten
@kulvinderj


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