scichat, Twitter, 2/20/2022 2:22:29 AM, 271978


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scichat_2022-02-19_16-48-01.xlsx
scichat_2022-02-19_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 20, 2022
Short Description:
scichat via NodeXL https://bit.ly/3I4LtNr
@garym
@praxismedhat
@weareteachers
@pj_saez
@ncse
@tcea
@paulenderle
@superteamup
@stem_ai
@this0499154500

Top hashtags:
#scichat
#stem
#edchat
#science
#edtech
#scicomm
#d123
#sschat
#elemchat
#cpchat

Description:
Description
The graph represents a network of 2,120 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 February 2022 at 01:01 UTC.

The requested start date was Saturday, 19 February 2022 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 110-day, 0-hour, 8-minute period from Monday, 01 November 2021 at 00:47 UTC to Saturday, 19 February 2022 at 00:55 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 : 2120
Unique Edges : 1614
Edges With Duplicates : 11775
Total Edges : 13389
Number of Edge Types : 5
Mentions : 1241
Replies to : 29
Retweet : 4753
MentionsInRetweet : 5872
Tweet : 1494
Self-Loops : 1967
Reciprocated Vertex Pair Ratio : 0.0345217883418223
Reciprocated Edge Ratio : 0.0667396061269147
Connected Components : 113
Single-Vertex Connected Components : 53
Maximum Vertices in a Connected Component : 1831
Maximum Edges in a Connected Component : 12894
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.597453
Graph Density : 0.000813840633264178
Modularity : 0.227038
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,120 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 February 2022 at 01:01 UTC.

The requested start date was Saturday, 19 February 2022 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 110-day, 0-hour, 8-minute period from Monday, 01 November 2021 at 00:47 UTC to Saturday, 19 February 2022 at 00:55 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:
[97] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[76] https://praxissciencesmarts.wordpress.com/blog/
[44] https://www.whatihavelearnedteaching.com/5e-model-science-instruction/?epik=dj0yJnU9UlhkeWhDeExOSmdKU0QtS3BZS1V4bjNIc0tOMUJQaGgmcD0wJm49bUtVSTIyN25PallRb3NhcTVHNVpKQSZ0PUFBQUFBR0hJQkxv
[32] https://www.controlaltachieve.com/2021/12/sheets-webinar.html
[27] https://blog.tcea.org/stem-tastic-activities/
[24] https://twitch.tv/sciencestreams
[22] https://www.teachthought.com/technology/measurement-apps/
[22] https://www.weareteachers.com/science-jokes/?utm_content=1635286302&utm_medium=social&utm_source=facebook
[20] https://www.weareteachers.com/science-bell-ringers/?utm_medium=Social&utm_source=Twitter#Echobox=1642716596-3
[19] https://www.nytimes.com/2022/01/03/world/africa/richard-leakey-dead.html

Top URLs in Tweet in G1:
[76] https://praxissciencesmarts.wordpress.com/blog/
[14] https://praxissciencesmarts.wordpress.com/2022/01/15/praxis-science-outreach-science-smarts-tricky-science/
[13] https://praxissciencesmarts.wordpress.com/2021/12/04/praxis-science-outreach-science-smarts-fizzling-christmas-trees/
[11] https://blog.tcea.org/stem-tastic-activities/
[10] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[10] https://thestemhub.org.uk/stem-today
[9] https://medicinehatnews.com/life/local-life/2022/01/22/science-smarts-saving-snowflakes/
[9] https://medicinehatnews.com/news/local-news/2022/02/01/science-challenge-allows-students-to-showcase-love-of-the-subject/
[8] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FPraxisMedHat%2Fposts%2F4827635043955285
[8] https://medicinehatnews.com/life/local-life/2021/12/17/science-smarts-bathtub-science/

Top URLs in Tweet in G2:
[18] https://www.nytimes.com/2022/01/03/world/africa/richard-leakey-dead.html
[10] https://www.scientificamerican.com/article/the-surprising-secret-of-snakes-venomous-bites/
[8] https://www.theguardian.com/environment/2022/jan/13/they-saw-bigger-things-richard-leakey-edward-o-wilson-and-thomas-lovejoy-remembered-aoe
[8] https://ncse.ngo/darwin-day-approaches-14
[7] https://www.washingtonpost.com/world/scientists-find-fossil-of-early-hominid-in-south-africa/2021/11/04/777ba338-3d8d-11ec-bd6f-da376f47304e_story.html
[7] https://www.priweb.org/event/darwin-days
[7] https://pointofinquiry.org/2021/12/carl-zimmer-on-the-search-for-what-it-means-to-be-alive/
[6] https://www.latimes.com/opinion/story/2021-11-13/cop26-glasgow-climate-change
[5] https://www.bbc.com/news/world-africa-59855445
[5] https://www.northjersey.com/obituaries/ber103630

Top URLs in Tweet in G3:
[18] https://www.weareteachers.com/science-bell-ringers/?utm_medium=Social&utm_source=Twitter#Echobox=1642716596-3
[16] https://www.weareteachers.com/science-jokes/?utm_content=1635286302&utm_medium=social&utm_source=facebook
[6] https://www.weareteachers.com/winter-science/?utm_medium=Social&utm_source=Twitter#Echobox=1638465983
[5] https://www.weareteachers.com/free-stem-posters/?utm_medium=Social&utm_source=Twitter#Echobox=1639020233
[3] https://www.labxchange.org/library/pathway/lx-pathway:757b6552-8235-471f-8074-591d304991cc?utm_source=social&utm_medium=lxc&utm_campaign=think_like_mars&utm_id=mars
[2] https://www.weareteachers.com/contest/wards-holiday-science-giveaway/?utm_medium=Social&utm_source=Twitter#Echobox=1640539212
[2] https://wardsworld.wardsci.com/chemistry/fun-science-activities-to-celebrate-the-new-year
[1] https://www.weareteachers.com/engineering-and-design-process-poster/?utm_medium=Social&utm_source=Twitter#Echobox=1643639857
[1] https://www.weareteachers.com/science-experiments-for-high-school/?utm_content=1635989770&utm_medium=social&utm_source=twitter
[1] https://www.weareteachers.com/8th-grade-science-projects/?utm_medium=Social&utm_source=Twitter#Echobox=1645198448

Top URLs in Tweet in G4:
[1] https://www.biorxiv.org/content/10.1101/2022.01.18.476840v3
[1] https://twitter.com/i/web/status/1460086134940135430

Top URLs in Tweet in G5:
[84] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[40] https://www.whatihavelearnedteaching.com/5e-model-science-instruction/?epik=dj0yJnU9UlhkeWhDeExOSmdKU0QtS3BZS1V4bjNIc0tOMUJQaGgmcD0wJm49bUtVSTIyN25PallRb3NhcTVHNVpKQSZ0PUFBQUFBR0hJQkxv
[14] https://blog.tcea.org/stem-tastic-activities/
[7] https://tcea.org/webinars
[6] https://www.teachthought.com/technology/measurement-apps/
[5] https://blog.tcea.org/virtual-labs-for-interactive-science/
[3] https://blog.tcea.org/stem-resouce-for-high-school-learners/
[2] http://thesciencepenguin.com/2015/07/science-thinking-maps.html
[2] https://blog.tcea.org/twig-create-a-tool-for-science-reflections/
[1] https://www.edutopia.org/article/creating-video-guides-prepare-students-science-labs?utm_content=linkpos10&utm_source=edu-newsletter&utm_medium=email&utm_campaign=weekly-2022-01-12-A

Top URLs in Tweet in G6:
[13] https://www.teachthought.com/technology/measurement-apps/
[8] https://www.aiplusinfo.com/blog/the-role-of-artificial-intelligence-in-education/
[6] https://blog.neolms.com/6-classroom-resources-that-help-students-become-digital-citizens/
[5] https://allysonapsey.com/2021/11/12/5-words-to-support-a-dysregulated-child/
[4] https://blog.tcea.org/the-big-list-of-educational-twitter-chats/
[4] https://www.gettingsmart.com/2021/07/22/the-growing-need-for-skills-in-artificial-intelligence/
[4] https://www.bamradionetwork.com/in-this-moment-giving-thanks-from-a-grateful-heart/
[4] http://esheninger.blogspot.com/2021/10/efficacy-in-professional-learning.html
[3] https://www.techradar.com/news/best-games-to-learn-programming-skills
[3] https://www.weareteachers.com/ways-to-check-for-understanding/#.YaT8M0EbuhM.twitter

Top URLs in Tweet in G7:
[22] https://twitch.tv/sciencestreams
[6] https://docs.google.com/forms/d/e/1FAIpQLSfkF0mL-SKf4UxqK7ZrCuTSlX7IcZ3gdRsvZwdmCf0CCx472A/viewform
[5] https://docs.google.com/forms/d/e/1FAIpQLSfOJ82YlNNmdDOPnkv1FsQ1Hq-ZG-OjtSUmhLOaGKeTal7z_g/viewform
[3] https://docs.google.com/document/d/e/2PACX-1vRjPLZN5ANM0k8Qx_zGswP3H0LWSgfqIXJervvq5crpz0Ly8DMnGfdqp6JkojhxOX5cFlp440i8dRoH/pub
[3] https://www.festeredu.com/single-post/camp-culture-creating-an-ideal-learning-environment-part-i
[3] https://www.nationalgeographic.org/forces-nature/?platform=Twitter&account=NatGeoEducation&post=6238741755&campaign=Educators&source=ngs-social
[2] https://docs.google.com/document/d/185a3NlUPY7FO9s7bRECRKxZgfVh8P2hO-RibKa9fVl8/edit
[2] https://blog.education.nationalgeographic.org/2022/01/04/virtual-tours-are-taking-off-heres-how-to-integrate-them-into-your-teaching/
[2] https://www.edutopia.org/article/how-and-why-i-teach-park-ranger
[2] https://docs.google.com/document/d/1l26FKqAX0EHcCvD-g-zLuZxkBZstoTxNEslCkKM08zs/edit

Top URLs in Tweet in G8:
[28] https://www.controlaltachieve.com/2021/12/sheets-webinar.html
[5] https://www.controlaltachieve.com/p/science-links.html
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=265676
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267066
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=270090
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266715
[1] https://docs.google.com/forms/d/e/1FAIpQLSeoagkEykpb04bRi9BHMcuwIW3hHTYjM-trHqeJ0Ya1KUzzSA/viewform?usp=sf_link
[1] https://www.birds.cornell.edu/k12/ebird-explorers-workshop-for-6-8th-grade-teachers/
[1] https://twitter.com/NASAGoddard/status/1466107597812125699
[1] https://twitter.com/EBTSOYP/status/1438582221615648775

Top URLs in Tweet in G9:
[3] https://www.tamwarnerminton.com/free-printable
[1] https://travelswithtam.com/tam-warner-minton/more-fish-faces/
[1] https://twitter.com/TamWMinton/status/1486456364339765256
[1] https://nourishingmyscholar.com/fish-picture-book/
[1] https://twitter.com/ngss_tweeps/status/1493629258362601476
[1] https://twitter.com/gretchenmilary/status/1455537403905691657
[1] https://twitter.com/i/web/status/1466954714998882304
[1] https://docs.google.com/document/d/1HjJyvvFp73VTXdDIUuonb40SGLUQYGIEjZxyCsZS0iw/edit
[1] https://www.openscied.org/access-the-materials/
[1] https://www.ck12.org/elementary-science/

Top URLs in Tweet in G10:
[5] https://www.donorschoose.org/project/for-teachers-by-teachers/5862784/
[2] https://www.eduporium.com/catalog/product/view/id/888/s/thames-kosmos-happy-atoms-educator-s-bundle-250-atoms/category/2/
[2] https://basehorlinwood.tedk12.com/hire/ProfileErrorPage.aspx?ErrorCode=2
[2] https://www.bayer.co.uk/en/bsw-competition
[2] https://www.sciencemuseum.org.uk/learning/technicians-david-sainsbury-gallery-school-info
[1] http://improvetuition.org/online-tutors-uk/
[1] https://twitter.com/weareteachers/status/1455275457969070095
[1] https://twitter.com/greensteinmiss/status/1457763760177885184
[1] https://www.helpteaching.com/blog/mountain-facts-for-geography-awareness-week-2.html
[1] https://twitter.com/MaxHalla/status/1458473008146882562

Top Domains
Top Domains in Tweet in Entire Graph:
[262] twitter.com
[261] wordpress.com
[252] scitechdaily.com
[185] tcea.org
[112] nasa.gov
[92] medicinehatnews.com
[89] sciencenews.org
[88] weareteachers.com
[68] cbc.ca
[61] technologynetworks.com

Top Domains in Tweet in G1:
[249] wordpress.com
[244] scitechdaily.com
[141] twitter.com
[112] nasa.gov
[91] medicinehatnews.com
[73] sciencenews.org
[67] cbc.ca
[61] technologynetworks.com
[45] nature.com
[44] theconversation.com

Top Domains in Tweet in G2:
[38] nytimes.com
[26] ncse.ngo
[23] theguardian.com
[16] sciencenews.org
[14] twitter.com
[11] scientificamerican.com
[11] mcgill.ca
[10] washingtonpost.com
[10] nature.com
[9] smithsonianmag.com

Top Domains in Tweet in G3:
[65] weareteachers.com
[12] wardsci.com
[3] labxchange.org
[2] tcea.org
[1] bit.ly
[1] neafoundation.org
[1] twitter.com
[1] medicinehatnews.com

Top Domains in Tweet in G4:
[1] biorxiv.org
[1] twitter.com

Top Domains in Tweet in G5:
[115] tcea.org
[40] whatihavelearnedteaching.com
[8] twitter.com
[6] teachthought.com
[2] thesciencepenguin.com
[2] weareteachers.com
[1] edutopia.org
[1] sbee.link
[1] controlaltachieve.com
[1] tes.com

Top Domains in Tweet in G6:
[36] teachthought.com
[33] tcea.org
[25] twitter.com
[24] edutopia.org
[17] blogspot.com
[15] edsurge.com
[12] edweek.org
[11] shakeuplearning.com
[10] gettingsmart.com
[10] eschoolnews.com

Top Domains in Tweet in G7:
[27] google.com
[22] twitch.tv
[7] festeredu.com
[5] nationalgeographic.org
[4] twitter.com
[3] scitechdaily.com
[2] iste.org
[2] edutopia.org
[2] nps.gov
[2] tcea.org

Top Domains in Tweet in G8:
[33] controlaltachieve.com
[7] nodexlgraphgallery.org
[2] twitter.com
[1] google.com
[1] cornell.edu
[1] nikonsmallworld.com
[1] starwalk.space
[1] artofmanliness.com

Top Domains in Tweet in G9:
[5] twitter.com
[3] tamwarnerminton.com
[2] openscied.org
[1] travelswithtam.com
[1] nourishingmyscholar.com
[1] google.com
[1] ck12.org

Top Domains in Tweet in G10:
[15] twitter.com
[5] donorschoose.org
[4] co.uk
[3] org.uk
[2] eduporium.com
[2] paper.li
[2] tedk12.com
[1] improvetuition.org
[1] helpteaching.com
[1] apple.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3736] scichat
[1066] stem
[872] edchat
[767] science
[696] edtech
[650] scicomm
[448] d123
[430] sschat
[388] elemchat
[384] cpchat



Top Hashtags in Tweet in G1:
[2060] scichat
[826] stem
[551] science
[283] scied
[280] edchat
[224] edtech
[183] scicomm
[175] medhat
[173] stemathome
[121] evolution

Top Hashtags in Tweet in G2:
[476] scichat
[452] scicomm
[49] darwinday
[30] science
[24] sciencetwitter
[16] sciences
[14] stem
[14] research
[14] sciencematters
[13] medtwitter

Top Hashtags in Tweet in G3:
[137] scichat
[119] sponsored
[15] edchat
[12] wardsworld
[8] wardsscience
[7] stem
[7] scienceeducation
[6] scienceideas
[5] giveaway
[5] science

Top Hashtags in Tweet in G4:
[95] leukocyte
[86] cell
[85] mitochondria
[67] nucleus
[18] organelles
[7] scichat
[3] scicomm
[3] septins
[2] er
[2] science

Top Hashtags in Tweet in G5:
[173] scichat
[156] learning
[88] science
[80] edutwitter
[71] stem
[41] educoach
[40] globaled
[18] stemchat
[16] edchat
[13] edtech

Top Hashtags in Tweet in G6:
[367] edchat
[358] d123
[356] edtech
[314] cpchat
[312] scichat
[308] elemchat
[287] mschat
[276] hschat
[268] suptchat
[265] ntchat

Top Hashtags in Tweet in G7:
[76] scichat
[65] edchat
[37] teachertwitter
[37] sschat
[30] nationalparks
[26] pblchat
[19] elemchat
[18] science
[15] news
[12] scitlap

Top Hashtags in Tweet in G8:
[19] scichat
[9] science
[7] psd70
[6] controlaltachieve
[4] stem
[4] edchat
[4] edtech
[4] sschat
[4] mathchat
[3] scicomm

Top Hashtags in Tweet in G9:
[23] scichat
[7] nstachat
[7] stemchat
[7] oer
[6] nsta
[6] stem
[5] edchat
[5] ngss
[3] free
[3] printables

Top Hashtags in Tweet in G10:
[68] scichat
[16] science
[15] stem
[13] mathchat
[12] edchat
[11] engchat
[11] sschat
[10] education
[8] edtech
[8] teachertwitter

Top Words
Top Words in Tweet in Entire Graph:
[3733] #scichat
[1126] garym
[1084] science
[1067] #stem
[870] #edchat
[787] ncse
[767] #science
[697] #edtech
[650] #scicomm
[502] students

Top Words in Tweet in G1:
[2060] #scichat
[1012] garym
[827] #stem
[592] science
[551] #science
[425] praxismedhat
[414] 'science
[414] smarts'
[279] #edchat
[262] #scied

Top Words in Tweet in G2:
[543] ncse
[476] #scichat
[452] #scicomm
[102] garym
[96] book
[89] science
[81] mark
[68] calendar
[67] life
[62] story

Top Words in Tweet in G3:
[193] weareteachers
[185] science
[134] #scichat
[114] poster
[111] #sponsored
[109] 10
[109] 000
[109] copies
[88] awesome
[81] send

Top Words in Tweet in G4:
[180] pj_saez
[96] cells
[95] immune
[95] explore
[95] surroundings
[95] search
[95] danger
[95] signals
[95] pathogens
[95] #leukocyte

Top Words in Tweet in G5:
[173] #scichat
[167] tcea
[156] #learning
[101] maps
[94] mguhlin
[88] #science
[84] tools
[84] periodic
[83] table
[80] #edutwitter

Top Words in Tweet in G6:
[366] #edchat
[358] #d123
[356] #edtech
[314] #cpchat
[312] #scichat
[307] #elemchat
[287] #mschat
[276] #hschat
[268] #suptchat
[265] #ntchat

Top Words in Tweet in G7:
[76] #scichat
[65] #edchat
[56] free
[50] saintfester
[47] virtual
[46] learning
[43] natgeoeducation
[39] tours
[38] park
[37] #teachertwitter

Top Words in Tweet in G8:
[56] sheets
[34] ericcurts
[29] free
[28] recorded
[28] webinar
[28] holy
[28] google
[28] activities
[28] subjects
[28] see

Top Words in Tweet in G9:
[23] #scichat
[13] openscied
[13] science
[10] join
[7] great
[7] #nstachat
[7] dec
[7] 2021
[7] 9pm
[7] topic

Top Words in Tweet in G10:
[68] #scichat
[16] #science
[15] #stem
[14] science
[13] #mathchat
[12] #edchat
[11] #engchat
[11] #sschat
[10] #education
[9] teachers

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[444] #scichat,#scicomm
[441] #stem,#scichat
[428] #d123,#edchat
[425] #edchat,#edtech
[415] 'science,smarts'
[367] #edtech,#cpchat
[360] #sschat,#scichat
[337] #cpchat,#elemchat
[303] #elemchat,#mschat
[288] #mschat,#hschat

Top Word Pairs in Tweet in G1:
[414] 'science,smarts'
[406] #stem,#scichat
[229] latest,praxis
[229] praxis,'science
[221] smarts',column
[208] #science,#scichat
[172] #scichat,#stemathome
[152] #stemathome,#scied
[148] blog,#stem
[123] smarts',blog

Top Word Pairs in Tweet in G2:
[349] #scichat,#scicomm
[68] mark,calendar
[52] #scicomm,#scichat
[46] calendar,register
[42] ncse,congratulations
[37] richard,leakey
[37] ncse,mark
[29] leakey,#scichat
[29] member,ncse's
[29] ncse's,board

Top Word Pairs in Tweet in G3:
[109] 10,000
[109] 000,copies
[109] science,poster
[76] send,10
[76] copies,awesome
[76] awesome,science
[76] poster,classrooms
[76] classrooms,country
[76] country,last
[76] last,chance

Top Word Pairs in Tweet in G4:
[95] immune,cells
[95] cells,explore
[95] explore,surroundings
[95] surroundings,search
[95] search,danger
[95] danger,signals
[95] signals,pathogens
[95] pathogens,#leukocyte
[95] #leukocyte,scanning
[94] pj_saez,immune

Top Word Pairs in Tweet in G5:
[83] periodic,table
[83] table,mguhlin
[73] interactive,tools
[59] #learning,periodic
[50] mguhlin,#scichat
[49] tools,#learning
[49] #scichat,#science
[49] #science,#edutwitter
[48] tcea,interactive
[40] #learning,#scichat

Top Word Pairs in Tweet in G6:
[349] #d123,#edchat
[335] #edchat,#edtech
[313] #edtech,#cpchat
[297] #cpchat,#elemchat
[278] #elemchat,#mschat
[274] #mschat,#hschat
[262] #ntchat,#pblchat
[262] #sschat,#scichat
[261] #suptchat,#libchat
[261] #libchat,#spedchat

Top Word Pairs in Tweet in G7:
[29] forces,nature
[29] nature,interactive
[27] park,based
[22] virtual,tours
[18] #sschat,#scichat
[17] #edchat,#scichat
[17] #scichat,#sschat
[16] #edchat,#teachertwitter
[16] interactive,back
[16] back,better

Top Word Pairs in Tweet in G8:
[28] free,recorded
[28] recorded,webinar
[28] webinar,holy
[28] holy,sheets
[28] sheets,google
[28] google,sheets
[28] sheets,activities
[28] activities,subjects
[28] subjects,see
[28] see,lots

Top Word Pairs in Tweet in G9:
[7] join,#nstachat
[7] #nstachat,dec
[7] dec,2021
[7] 2021,9pm
[7] 9pm,topic
[7] topic,importance
[7] importance,pd
[7] pd,meet
[7] meet,authors
[7] authors,featured

Top Word Pairs in Tweet in G10:
[8] #science,#scichat
[7] #mathchat,#scichat
[6] #scichat,#sschat
[6] #stem,#scichat
[5] #edleadership,#edtech
[5] #edtech,#engchat
[5] #engchat,#literacy
[5] #literacy,#scichat
[5] rise,lifting
[5] lifting,others

Top Replied-To
Top Replied-To in Entire Graph:
@airchorn
@sciencemagazine
@galesinatra
@chrisirmscher
@gravesjl55
@khayhoe
@leecmcintyre
@kennethrmiller
@sylviaearle
@kcedventures

Top Replied-To in G1:
@csfjournal
@mrscottbot

Top Replied-To in G2:
@sciencemagazine
@michaelemann
@katieworth
@johnfocook
@carlzimmer
@naomioreskes
@skeptinquirer
@johnhawks
@natureportfolio
@kennethrmiller

Top Replied-To in G7:
@braca_m

Top Replied-To in G9:
@kcedventures
@sylviaearle

Top Mentioned
Top Mentioned in Entire Graph:
@garym
@ncse
@praxismedhat
@weareteachers
@tcea
@pj_saez
@gwardis
@paulenderle
@nasa
@mguhlin

Top Mentioned in G1:
@garym
@praxismedhat
@ncse
@gwardis
@nasa
@medicinehatnews
@paulenderle
@educatoral
@gbheducation
@stemhub_se

Top Mentioned in G2:
@ncse
@garym
@mideastmeetwest
@naomioreskes
@jenniferraff
@lemoustier
@laelaps
@nytimes
@prinstitution
@katieworth

Top Mentioned in G3:
@weareteachers
@wardsscience
@stjude
@labxchange
@tcea
@hgse
@hlc_education

Top Mentioned in G4:
@pj_saez
@focalplane_jcs
@cellcommlab
@aaandmoore
@mito_news
@biorxivpreprint

Top Mentioned in G5:
@tcea
@mguhlin
@whatihavelearnd
@stemgeek_
@teachthought
@tmclain903
@tjohns85
@drbruceellis
@jonbergmann
@chemistrynews

Top Mentioned in G6:
@paulenderle
@teachthought
@tcea
@edsurge
@e_sheninger
@shakeuplearning
@getting_smart
@eschoolnews
@neolms
@weareteachers

Top Mentioned in G7:
@saintfester
@natgeoeducation
@parkbasedlearn
@pentaclethra
@edutopia
@schnekser
@jorgedoespbl
@petrifiednps
@natlparkservice
@magegeo

Top Mentioned in G8:
@ericcurts
@tcea
@garym
@praxismedhat
@ncse
@paulenderle
@saintfester
@pj_saez
@b0tsci
@nancycoddington

Top Mentioned in G9:
@openscied
@caahayes
@mabelina82
@lisabenjamin86
@stolle_rachel
@4n6teacher
@goopennetwork
@r_benavides2
@kristylathrop

Top Mentioned in G10:
@jasonelsom
@gifexperiments
@drescotet

Top Tweeters
Top Tweeters in Entire Graph:
@streamerwall
@streamer_boost
@rk70534
@xaelbot
@thedeveloperbot
@viralvideovlogs
@artificialbra1n
@sudeepkhatri
@jfsebastian146
@stream_caster

Top Tweeters in G1:
@rk70534
@viralvideovlogs
@awelab1956
@fabriciosx
@ml_tweet_bot
@alisonborealis
@nationalpost
@botfemale
@digitaldecoded1
@polarvan

Top Tweeters in G2:
@jfsebastian146
@andrewmorrisuk
@sydsalesman
@nytimes
@topfanscorner
@benjamindstone
@rmathematicus
@grhluna24
@3pennymovies
@lonebeatle

Top Tweeters in G3:
@sampson_elaine
@kenikewahine78
@scott_squires
@dprnesq
@feralartist
@fourcornersrock
@beijo11
@elizawallace27
@vwheato
@losivad

Top Tweeters in G4:
@puyalissara
@pcock45555111
@iyernbk
@mariolapr
@st_aholic
@biorxivpreprint
@dash_bz
@balbuceo
@dorapereira2
@palmarine128

Top Tweeters in G5:
@wagjuer
@stanleyepstein
@shellterrell
@mgcjusa
@thartman2u
@mguhlin
@talkingfauna
@kanek09
@ndeme_sung
@kerszi

Top Tweeters in G6:
@artificialbra1n
@forbes
@inc
@mssackstein
@teachertoolkit
@teachercast
@drahmadbazzi
@markj_ohnson
@sardimperium
@gcouros

Top Tweeters in G7:
@streamerwall
@streamer_boost
@stream_caster
@growurstream
@o_g_log
@prqosjdyofn1ylj
@stem_nastics
@gdorn1
@djriveraros
@cabal_educator

Top Tweeters in G8:
@neshrie
@us_kitkat
@wskg
@ericcurts
@nuigalway
@drtamssen
@nlakusta
@edach
@aromanoecisd
@docangmullennix

Top Tweeters in G9:
@lauramcshanecle
@krsciencelady
@kcedventures
@edwebnet
@mrs_deebuck
@andycinek
@thenasem
@dallasschools
@missionblue
@bdevore

Top Tweeters in G10:
@100daysof2020
@iconohash
@drescotet
@jasonelsom
@eduporium
@bkuhl2you
@art_by_lace
@echoechor
@kcalderw
@mpilakow


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