scichat, Twitter, 3/6/2022 1:53:24 AM, 272582


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scichat_2022-03-05_16-48-01.xlsx
scichat_2022-03-05_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 06, 2022
Short Description:
scichat via NodeXL https://bit.ly/3pFxoyW
@garym
@praxismedhat
@pj_saez
@weareteachers
@ncse
@tcea
@paulenderle
@superteamup
@this0499154500
@stem_ai

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

Description:
Description
The graph represents a network of 2,149 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, 06 March 2022 at 01:03 UTC.

The requested start date was Saturday, 05 March 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 118-day, 16-hour, 53-minute period from Friday, 05 November 2021 at 05:44 UTC to Thursday, 03 March 2022 at 22:38 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 : 2149
Unique Edges : 1668
Edges With Duplicates : 12406
Total Edges : 14074
Number of Edge Types : 5
Retweet : 5011
MentionsInRetweet : 6184
Mentions : 1271
Tweet : 1574
Replies to : 34
Self-Loops : 2088
Reciprocated Vertex Pair Ratio : 0.0359116022099447
Reciprocated Edge Ratio : 0.0693333333333333
Connected Components : 120
Single-Vertex Connected Components : 56
Maximum Vertices in a Connected Component : 1854
Maximum Edges in a Connected Component : 13599
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.587758
Graph Density : 0.000812382529486236
Modularity : 0.214111
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,149 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, 06 March 2022 at 01:03 UTC.

The requested start date was Saturday, 05 March 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 118-day, 16-hour, 53-minute period from Friday, 05 November 2021 at 05:44 UTC to Thursday, 03 March 2022 at 22:38 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/
[86] https://praxissciencesmarts.wordpress.com/blog/
[44] https://www.whatihavelearnedteaching.com/5e-model-science-instruction/?epik=dj0yJnU9UlhkeWhDeExOSmdKU0QtS3BZS1V4bjNIc0tOMUJQaGgmcD0wJm49bUtVSTIyN25PallRb3NhcTVHNVpKQSZ0PUFBQUFBR0hJQkxv
[34] https://twitch.tv/sciencestreams
[32] https://www.controlaltachieve.com/2021/12/sheets-webinar.html
[27] https://blog.tcea.org/stem-tastic-activities/
[22] https://www.teachthought.com/technology/measurement-apps/
[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
[14] https://praxissciencesmarts.wordpress.com/2022/01/15/praxis-science-outreach-science-smarts-tricky-science/

Top URLs in Tweet in G1:
[31] https://twitch.tv/sciencestreams
[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://pointofinquiry.org/2021/12/carl-zimmer-on-the-search-for-what-it-means-to-be-alive/
[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
[6] https://www.latimes.com/opinion/story/2021-11-13/cop26-glasgow-climate-change
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267066

Top URLs in Tweet in G2:
[28] https://praxissciencesmarts.wordpress.com/blog/
[6] https://scitechdaily.com/stunning-telephoto-snapshot-of-an-almost-total-lunar-eclipse/
[6] https://www.sciencenews.org/article/arctic-hare-distance-record-biology
[6] https://scitechdaily.com/owl-wing-design-with-serrated-edges-reduces-aircraft-wind-turbine-noise-pollution/
[5] https://news.flinders.edu.au/blog/2021/12/14/ancient-fish-had-a-big-brain/
[5] https://earthsky.org/tonight/earth-comes-closest-to-sun-every-year-in-early-january/
[5] https://www.cbc.ca/news/canada/calgary/wild-dog-grey-wolf-swift-fox-medicine-hat-alberta-1.6258132
[5] https://scitechdaily.com/new-insights-into-the-timeline-of-mammal-evolution-with-precisely-dated-evolutionary-trees/
[5] https://next.massivesci.com/articles/deep-scattering-layer-sonar-icebreaker-ships-mesopelagic-deep-sea/
[5] https://www.sciencenews.org/article/baleen-whales-eat-poop-more-food-ecosystem?utm_source=email&utm_medium=email&utm_campaign=latest-newsletter-v2&utm_source

Top URLs in Tweet in G3:
[57] https://praxissciencesmarts.wordpress.com/blog/
[13] https://www.mystemkits.com/
[12] http://dkbdigitaldesigns.com/bugdex
[10] https://praxissciencesmarts.wordpress.com/2022/01/15/praxis-science-outreach-science-smarts-tricky-science/
[9] https://praxissciencesmarts.wordpress.com/2021/12/04/praxis-science-outreach-science-smarts-fizzling-christmas-trees/
[9] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3790_best_resources_science_teachers.htm
[8] https://www.aiplusinfo.com/blog/the-role-of-artificial-intelligence-in-education/
[8] https://schoolreportwriter.com/
[7] https://www.techradar.com/news/best-games-to-learn-programming-skills
[7] https://medicinehatnews.com/news/local-news/2022/02/01/science-challenge-allows-students-to-showcase-love-of-the-subject/

Top URLs in Tweet in G4:
[18] https://www.weareteachers.com/science-bell-ringers/?utm_medium=Social&utm_source=Twitter#Echobox=1642716596-3
[6] https://www.weareteachers.com/winter-science/?utm_medium=Social&utm_source=Twitter#Echobox=1638465983
[6] https://www.weareteachers.com/science-jokes/?utm_content=1635286302&utm_medium=social&utm_source=facebook
[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/8th-grade-science-projects/?utm_medium=Social&utm_source=Twitter#Echobox=1645198448
[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/easy-science-experiments/
[1] https://www.weareteachers.com/engineering-and-design-process-poster/?utm_medium=Social&utm_source=Twitter#Echobox=1643639857

Top URLs in Tweet in G5:
[1] https://www.biorxiv.org/content/10.1101/2022.01.18.476840v3
[1] https://twitter.com/pj_saez/status/1496058781146439685
[1] https://twitter.com/i/web/status/1460086134940135430

Top URLs in Tweet in G6:
[84] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[40] https://www.whatihavelearnedteaching.com/5e-model-science-instruction/?epik=dj0yJnU9UlhkeWhDeExOSmdKU0QtS3BZS1V4bjNIc0tOMUJQaGgmcD0wJm49bUtVSTIyN25PallRb3NhcTVHNVpKQSZ0PUFBQUFBR0hJQkxv
[19] https://www.teachthought.com/technology/measurement-apps/
[15] https://blog.tcea.org/stem-tastic-activities/
[7] https://tcea.org/webinars
[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
[1] https://twitter.com/i/web/status/1457881129575407618

Top URLs in Tweet in G7:
[8] https://www.agu.org/Fall-Meeting/Pages/Register-Housing
[5] https://www.savvas.com/virtualstemfair
[5] https://onlineclasshelpusa.com/
[3] http://oceansofdata.org/projects/real-world-real-science-using-nasa-data-explore-weather-and-climate
[2] https://blog.savvas.com/4-inspiring-stem-fair-talks-to-use-in-your-classroom/
[2] https://www.savvas.com/index.cfm?locator=PS3fGu&acornRdt=1&acornRef=http%3A%2F%2Fwww%2Esavvas%2Ecom%3A80%2Fvirtualstemfair
[2] https://www.savvas.com/VirtualSTEMFair
[2] https://concord.org/blog/for-equity-and-justice-start-where-students-are-and-help-them-find-answers/
[2] https://www.youtube.com/watch?v=QjVqIW281Qo&feature=youtu.be

[2] http://www.nasa.gov/press-release/nasa-tv-to-air-dart-prelaunch-activities-launch-0

Top URLs in Tweet in G8:
[5] https://docs.google.com/forms/d/e/1FAIpQLSfOJ82YlNNmdDOPnkv1FsQ1Hq-ZG-OjtSUmhLOaGKeTal7z_g/viewform
[4] https://www.nationalgeographic.org/forces-nature/?platform=Twitter&account=NatGeoEducation&post=6238741755&campaign=Educators&source=ngs-social
[2] https://docs.google.com/document/d/1l26FKqAX0EHcCvD-g-zLuZxkBZstoTxNEslCkKM08zs/edit
[2] https://docs.google.com/document/d/11cG-TCtja5-gkWuE4uwqFn7o_NU0wwAJPZQu40ZX19g/edit
[1] https://www.youtube.com/watch?v=tGj-dOEzYxE&feature=youtu.be

[1] https://twitter.com/latifnasser/status/1489621722399576064
[1] https://twitter.com/i/web/status/1457826512082804737
[1] https://docs.google.com/forms/d/e/1FAIpQLSfkF0mL-SKf4UxqK7ZrCuTSlX7IcZ3gdRsvZwdmCf0CCx472A/viewform
[1] https://docs.google.com/document/d/1U7O1I7uMXBJCMyN6nHDdxb58kdaxsNEC_UyEgn5Oqx0/edit
[1] https://docs.google.com/document/d/196l1F7ermfTujWLuyZuXOztexhJ2cL0hfSnvsbN2BLI/edit

Top URLs in Tweet in G9:
[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] https://www.donorschoose.org/project/for-teachers-by-teachers/5862784/
[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
[1] https://apps.apple.com/us/story/id1462872304
[1] https://edulastic.com/blog/6-tips-getting-started-k-12-online-assessment/

Top URLs in Tweet in G10:
[3] https://www.tamwarnerminton.com/free-printable
[1] https://www.openscied.org/
[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/gretchenmilary/status/1455537403905691657
[1] https://twitter.com/ngss_tweeps/status/1493629258362601476
[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/

Top Domains
Top Domains in Tweet in Entire Graph:
[292] wordpress.com
[287] scitechdaily.com
[280] twitter.com
[180] tcea.org
[112] nasa.gov
[104] medicinehatnews.com
[91] sciencenews.org
[83] weareteachers.com
[69] cbc.ca
[68] technologynetworks.com

Top Domains in Tweet in G1:
[40] nytimes.com
[31] ncse.ngo
[31] twitch.tv
[26] theguardian.com
[21] twitter.com
[19] sciencenews.org
[17] nasa.gov
[16] scitechdaily.com
[15] nature.com
[15] nodexlgraphgallery.org

Top Domains in Tweet in G2:
[251] scitechdaily.com
[112] wordpress.com
[93] twitter.com
[68] sciencenews.org
[65] technologynetworks.com
[60] cbc.ca
[54] theconversation.com
[46] nature.com
[40] smithsonianmag.com
[34] sciencebuddies.org

Top Domains in Tweet in G3:
[169] wordpress.com
[87] twitter.com
[73] medicinehatnews.com
[51] tcea.org
[35] edutopia.org
[30] teachthought.com
[24] teacheridea.com
[23] blogspot.com
[20] scitechdaily.com
[19] edsurge.com

Top Domains in Tweet in G4:
[60] weareteachers.com
[12] wardsci.com
[3] labxchange.org
[1] bit.ly
[1] neafoundation.org
[1] tcea.org
[1] twitter.com
[1] medicinehatnews.com

Top Domains in Tweet in G5:
[2] twitter.com
[1] biorxiv.org

Top Domains in Tweet in G6:
[111] tcea.org
[40] whatihavelearnedteaching.com
[20] teachthought.com
[9] twitter.com
[2] thesciencepenguin.com
[2] youtube.com
[2] weareteachers.com
[1] edutopia.org
[1] sbee.link
[1] controlaltachieve.com

Top Domains in Tweet in G7:
[73] nasa.gov
[16] savvas.com
[9] twitter.com
[8] agu.org
[6] droolees.com
[5] onlineclasshelpusa.com
[4] linkedin.com
[4] pbslearningmedia.org
[3] youtube.com
[3] oceansofdata.org

Top Domains in Tweet in G8:
[17] google.com
[5] nationalgeographic.org
[2] twitter.com
[1] youtube.com
[1] fergusonfoundation.org
[1] nps.gov
[1] festeredu.com

Top Domains in Tweet in G9:
[15] twitter.com
[6] co.uk
[4] ow.ly
[3] org.uk
[2] amazon.com
[2] eduporium.com
[2] paper.li
[2] tedk12.com
[1] donorschoose.org
[1] helpteaching.com

Top Domains in Tweet in G10:
[5] twitter.com
[3] tamwarnerminton.com
[2] openscied.org
[1] travelswithtam.com
[1] nourishingmyscholar.com
[1] google.com
[1] ck12.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3936] scichat
[1096] stem
[927] edchat
[785] science
[749] edtech
[702] scicomm
[489] d123
[438] sschat
[433] elemchat
[415] cpchat



Top Hashtags in Tweet in G1:
[640] scichat
[518] scicomm
[84] stem
[81] science
[55] darwinday
[55] edchat
[40] edutwitter
[36] ukedchat
[33] educhat
[29] edtech

Top Hashtags in Tweet in G2:
[1514] scichat
[429] science
[424] stem
[144] scicomm
[141] scied
[128] evolution
[110] biology
[97] edchat
[88] genomics
[72] covid19

Top Hashtags in Tweet in G3:
[869] scichat
[588] edchat
[572] edtech
[457] d123
[392] elemchat
[389] cpchat
[355] mschat
[322] hschat
[305] sschat
[302] stem

Top Hashtags in Tweet in G4:
[147] scichat
[116] sponsored
[23] edchat
[12] wardsworld
[8] wardsscience
[7] scienceeducation
[6] scienceideas
[6] stem
[5] giveaway
[5] science

Top Hashtags in Tweet in G5:
[95] leukocyte
[87] cell
[86] mitochondria
[68] nucleus
[18] organelles
[11] scichat
[4] cob_ecr_advocacy
[3] scicomm
[3] septins
[2] er

Top Hashtags in Tweet in G6:
[179] scichat
[165] learning
[91] science
[80] stem
[75] edutwitter
[41] educoach
[40] globaled
[20] mathchat
[19] stemchat
[19] math

Top Hashtags in Tweet in G7:
[135] scichat
[86] stem
[74] science
[70] aerospace
[70] space
[46] edchat
[36] k12
[32] edtech
[24] learning
[23] edleadership

Top Hashtags in Tweet in G8:
[31] scichat
[28] edchat
[24] teachertwitter
[17] sschat
[15] pblchat
[14] nationalparks
[11] elemchat
[5] findyourpark
[5] pbl
[4] geographyteacher

Top Hashtags in Tweet in G9:
[66] scichat
[21] stem
[15] edchat
[12] science
[12] mathchat
[10] engchat
[9] education
[7] sschat
[7] edutwitter
[7] edtech

Top Hashtags in Tweet in G10:
[24] scichat
[7] oer
[7] nstachat
[7] stemchat
[6] nsta
[6] stem
[5] edchat
[5] ngss
[3] free
[3] printables

Top Words
Top Words in Tweet in Entire Graph:
[3933] #scichat
[1200] garym
[1124] science
[1103] #stem
[925] #edchat
[830] ncse
[785] #science
[750] #edtech
[702] #scicomm
[538] students

Top Words in Tweet in G1:
[640] #scichat
[596] ncse
[518] #scicomm
[252] garym
[141] science
[118] book
[91] life
[84] #stem
[83] mark
[81] #science

Top Words in Tweet in G2:
[1515] #scichat
[799] garym
[429] #science
[427] #stem
[350] science
[175] praxismedhat
[168] gwardis
[168] more
[164] ncse
[144] #scicomm

Top Words in Tweet in G3:
[868] #scichat
[586] #edchat
[573] #edtech
[457] #d123
[391] #elemchat
[389] #cpchat
[355] #mschat
[322] #hschat
[308] 'science
[308] smarts'

Top Words in Tweet in G4:
[195] weareteachers
[187] science
[144] #scichat
[116] poster
[116] #sponsored
[111] 10
[111] 000
[111] copies
[90] awesome
[83] send

Top Words in Tweet in G5:
[184] 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 G6:
[179] #scichat
[173] tcea
[165] #learning
[108] maps
[91] #science
[89] mguhlin
[84] tools
[84] periodic
[83] table
[80] #stem

Top Words in Tweet in G7:
[150] nasa
[135] #scichat
[86] #stem
[74] #science
[70] #aerospace
[70] #space
[46] #edchat
[36] #k12
[32] #edtech
[30] students

Top Words in Tweet in G8:
[41] natgeoeducation
[38] explore
[36] free
[36] learning
[33] park
[32] forces
[32] nature
[32] interactive
[32] daily
[31] #scichat

Top Words in Tweet in G9:
[66] #scichat
[21] #stem
[17] teachers
[15] #edchat
[14] science
[12] #science
[12] #mathchat
[11] students
[10] #engchat
[9] #education

Top Words in Tweet in G10:
[24] #scichat
[14] science
[14] openscied
[10] join
[8] looking
[7] check
[7] #oer
[7] great
[7] #nstachat
[7] dec

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[482] #stem,#scichat
[470] #scichat,#scicomm
[469] #d123,#edchat
[462] #edchat,#edtech
[455] 'science,smarts'
[402] #edtech,#cpchat
[376] #sschat,#scichat
[371] #cpchat,#elemchat
[334] #elemchat,#mschat
[313] #mschat,#hschat

Top Word Pairs in Tweet in G1:
[376] #scichat,#scicomm
[67] mark,calendar
[59] #scicomm,#scichat
[47] ncse,congratulations
[45] calendar,register
[37] richard,leakey
[35] ncse,mark
[33] #educhat,#ukedchat
[31] whose,book
[31] #edutwitter,#scicomm

Top Word Pairs in Tweet in G2:
[228] #stem,#scichat
[204] #science,#scichat
[139] 'science,smarts'
[74] latest,praxis
[74] praxis,'science
[72] smarts',column
[70] #scichat,#scicomm
[56] cbc,news
[54] blog,#stem
[53] #scichat,#stem

Top Word Pairs in Tweet in G3:
[444] #d123,#edchat
[430] #edchat,#edtech
[386] #edtech,#cpchat
[359] #cpchat,#elemchat
[329] #elemchat,#mschat
[310] #mschat,#hschat
[308] 'science,smarts'
[291] #sschat,#scichat
[282] #hschat,#ntchat
[282] #ntchat,#pblchat

Top Word Pairs in Tweet in G4:
[111] 10,000
[111] 000,copies
[111] science,poster
[78] send,10
[78] copies,awesome
[78] awesome,science
[78] poster,classrooms
[78] classrooms,country
[78] country,last
[78] last,chance

Top Word Pairs in Tweet in G5:
[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 G6:
[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] #learning,#scichat
[48] tcea,interactive

Top Word Pairs in Tweet in G7:
[73] nasa,#scichat
[70] #scichat,#aerospace
[70] #aerospace,#stem
[70] #stem,#science
[70] #science,#space
[24] #k12,#learning
[22] #learning,#edleadership
[22] #edleadership,#edtech
[19] #edchat,#k12
[19] #edtech,#engchat

Top Word Pairs in Tweet in G8:
[32] forces,nature
[32] nature,interactive
[25] park,based
[17] interactive,back
[17] back,better
[17] better,things
[17] things,explore
[17] explore,check
[16] natgeoeducation,forces
[16] virtual,tours

Top Word Pairs in Tweet in G9:
[7] #stem,#scichat
[5] #scichat,#stem
[5] #mathchat,#scichat
[5] #edchat,#scichat
[4] #science,#scichat
[4] #edleadership,#edtech
[4] #edtech,#engchat
[4] #engchat,#literacy
[4] #literacy,#scichat
[4] #scichat,#mathchat

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@airchorn
@sciencemagazine
@johnfocook
@khayhoe
@leecmcintyre
@gravesjl55
@galesinatra
@chrisirmscher
@natureportfolio
@psu_ae

Top Replied-To in G1:
@sciencemagazine
@johnfocook
@michaelemann
@katieworth
@lemoustier
@carlzimmer
@naomioreskes
@skeptinquirer
@johnhawks
@kennethrmiller

Top Replied-To in G3:
@csfjournal
@awsnsocial

Top Replied-To in G7:
@its_morgancave

Top Replied-To in G10:
@kcedventures
@sylviaearle

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

Top Mentioned in G1:
@ncse
@garym
@saintfester
@jenniferraff
@mideastmeetwest
@paulenderle
@360theatres
@praxismedhat
@lemoustier
@pj_saez

Top Mentioned in G2:
@garym
@praxismedhat
@gwardis
@ncse
@educatoral
@gbheducation
@medicinehatnews
@nature
@sciencebuddies
@scistarter

Top Mentioned in G3:
@praxismedhat
@paulenderle
@garym
@medicinehatnews
@ncse
@gwardis
@teachthought
@weareteachers
@mimiostem
@gbheducation

Top Mentioned in G4:
@weareteachers
@wardsscience
@stjude
@labxchange
@tcea
@hgse
@hlc_education

Top Mentioned in G5:
@pj_saez
@focalplane_jcs
@the_node
@prelights
@cellcommlab
@aaandmoore
@mito_news
@biorxivpreprint

Top Mentioned in G6:
@tcea
@mguhlin
@whatihavelearnd
@teachthought
@stemgeek_
@tmclain903
@tjohns85
@drbruceellis
@chemistrynews
@jonbergmann

Top Mentioned in G7:
@nasa
@savvaslearning
@edctweets
@ottish_official
@nsta
@schoolcouldbe
@nsf_nsb
@droolees1
@pbswisconsinedu
@mltsinhawaii

Top Mentioned in G8:
@natgeoeducation
@saintfester
@parkbasedlearn
@petrifiednps
@insidenatgeo
@korenamafune
@radiolab
@lakemeadnps
@gbheducation
@drvickip

Top Mentioned in G9:
@jasonelsom
@gifexperiments
@drescotet

Top Mentioned in G10:
@openscied
@lisabenjamin86
@stolle_rachel
@4n6teacher
@caahayes
@lisamonthie
@goopennetwork
@mabelina82
@kristylathrop

Top Tweeters
Top Tweeters in Entire Graph:
@streamerwall
@streamer_boost
@rk70534
@xaelbot
@thedeveloperbot
@viralvideovlogs
@artificialbra1n
@sudeepkhatri
@jfsebastian146
@b1e56df9ce6549f

Top Tweeters in G1:
@streamerwall
@streamer_boost
@stream_caster
@growurstream
@andrewmorrisuk
@sydsalesman
@nytimes
@topfanscorner
@benjamindstone
@nbcnews

Top Tweeters in G2:
@rk70534
@xaelbot
@thedeveloperbot
@viralvideovlogs
@jfsebastian146
@b1e56df9ce6549f
@awelab1956
@fabriciosx
@ml_tweet_bot
@globeandmail

Top Tweeters in G3:
@artificialbra1n
@forbes
@botfemale
@digitaldecoded1
@inc
@superteamup
@mssackstein
@scalarhumanity
@teachertoolkit
@google

Top Tweeters in G4:
@sampson_elaine
@kenikewahine78
@scott_squires
@dprnesq
@feralartist
@fourcornersrock
@beijo11
@elizawallace27
@vwheato
@losivad

Top Tweeters in G5:
@puyalissara
@pcock45555111
@iyernbk
@mariolapr
@st_aholic
@biorxivpreprint
@dash_bz
@balbuceo
@dorapereira2
@johnkenten

Top Tweeters in G6:
@wagjuer
@stanleyepstein
@shellterrell
@mgcjusa
@thartman2u
@mguhlin
@talkingfauna
@ndeme_sung
@kanek09
@kerszi

Top Tweeters in G7:
@designthinkbot
@schoolsmichigan
@jc_james_clark
@theagu
@paulsolarz
@nasa
@tesforteachers
@algonquinbooks
@victorrtafoya
@dgburris

Top Tweeters in G8:
@o_g_log
@prqosjdyofn1ylj
@djriveraros
@cabal_educator
@dogtrax
@naturetechfam
@camarowrx
@nationalparkfdn
@rolat
@tiglu

Top Tweeters in G9:
@100daysof2020
@iconohash
@drescotet
@jasonelsom
@eduporium
@bkuhl2you
@art_by_lace
@echoechor
@kcalderw
@mpilakow

Top Tweeters in G10:
@lauramcshanecle
@krsciencelady
@kcedventures
@edwebnet
@mrs_deebuck
@andycinek
@thenasem
@dallasschools
@missionblue
@bdevore


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