scichat, Twitter, 2/6/2022 1:39:01 AM, 271426


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scichat_2022-02-05_16-48-01.xlsx
scichat_2022-02-05_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 06, 2022
Short Description:
scichat via NodeXL https://bit.ly/3AZQuUJ
@garym
@praxismedhat
@ncse
@pj_saez
@tcea
@paulenderle
@weareteachers
@saintfester
@superteamup
@middleweb

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

Description:
Description
The graph represents a network of 2,199 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 February 2022 at 01:04 UTC.

The requested start date was Saturday, 05 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 114-day, 6-hour, 11-minute period from Tuesday, 12 October 2021 at 17:20 UTC to Thursday, 03 February 2022 at 23:31 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 : 2199
Unique Edges : 1693
Edges With Duplicates : 12369
Total Edges : 14062
Number of Edge Types : 5
MentionsInRetweet : 6200
Retweet : 4929
Mentions : 1310
Tweet : 1588
Replies to : 35
Self-Loops : 2067
Reciprocated Vertex Pair Ratio : 0.037157580688907
Reciprocated Edge Ratio : 0.071652719665272
Connected Components : 133
Single-Vertex Connected Components : 65
Maximum Vertices in a Connected Component : 1848
Maximum Edges in a Connected Component : 13444
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.539728
Graph Density : 0.000791161173848151
Modularity : 0.225647
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,199 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 February 2022 at 01:04 UTC.

The requested start date was Saturday, 05 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 114-day, 6-hour, 11-minute period from Tuesday, 12 October 2021 at 17:20 UTC to Thursday, 03 February 2022 at 23:31 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:
[70] https://praxissciencesmarts.wordpress.com/blog/
[59] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[44] https://www.whatihavelearnedteaching.com/5e-model-science-instruction/?epik=dj0yJnU9UlhkeWhDeExOSmdKU0QtS3BZS1V4bjNIc0tOMUJQaGgmcD0wJm49bUtVSTIyN25PallRb3NhcTVHNVpKQSZ0PUFBQUFBR0hJQkxv
[40] https://www.middleweb.com/45961/5-kinds-of-nonfiction-students-love-to-read/
[32] https://www.controlaltachieve.com/2021/12/sheets-webinar.html
[27] https://www.controlaltachieve.com/p/science-links.html
[23] https://www.ashleigh-educationjourney.com/integrating-content-areas/
[22] https://www.weareteachers.com/science-jokes/?utm_content=1635286302&utm_medium=social&utm_source=facebook
[22] https://twitch.tv/sciencestreams
[22] https://www.teachthought.com/technology/measurement-apps/

Top URLs in Tweet in G1:
[69] 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/
[13] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[9] https://medicinehatnews.com/news/local-news/2022/02/01/science-challenge-allows-students-to-showcase-love-of-the-subject/
[9] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3731_accessible_online_physics_simulations.htm
[9] https://schoolreportwriter.com/
[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/
[8] https://medicinehatnews.com/life/local-life/2021/12/31/science-smarts-new-years-poppers/

Top URLs in Tweet in G2:
[13] https://www.nytimes.com/2022/01/03/world/africa/richard-leakey-dead.html
[9] 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
[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.youtube.com/watch?v=OivG32DVArY

[6] https://www.washingtonpost.com/world/scientists-find-fossil-of-early-hominid-in-south-africa/2021/11/04/777ba338-3d8d-11ec-bd6f-da376f47304e_story.html
[6] https://www.latimes.com/opinion/story/2021-11-13/cop26-glasgow-climate-change
[5] https://www.sciencenews.org/article/radiometric-dating-history-carbon-century-science
[5] https://www.bbc.com/news/world-africa-59855445

Top URLs in Tweet in G3:
[46] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[40] https://www.whatihavelearnedteaching.com/5e-model-science-instruction/?epik=dj0yJnU9UlhkeWhDeExOSmdKU0QtS3BZS1V4bjNIc0tOMUJQaGgmcD0wJm49bUtVSTIyN25PallRb3NhcTVHNVpKQSZ0PUFBQUFBR0hJQkxv
[20] https://www.teachthought.com/technology/measurement-apps/
[18] https://www.ashleigh-educationjourney.com/integrating-content-areas/
[7] https://tcea.org/webinars
[6] https://blog.tcea.org/investigating-science-with-flipgrid/
[6] https://blog.tcea.org/stem-tastic-activities/
[5] https://blog.tcea.org/ten-ideas-tech-coaches-grow-teachers/
[5] https://blog.tcea.org/virtual-labs-for-interactive-science/
[3] https://blog.tcea.org/stem-resouce-for-high-school-learners/

Top URLs in Tweet in G4:
[6] https://docs.google.com/forms/d/e/1FAIpQLSfOJ82YlNNmdDOPnkv1FsQ1Hq-ZG-OjtSUmhLOaGKeTal7z_g/viewform
[6] https://docs.google.com/forms/d/e/1FAIpQLSfkF0mL-SKf4UxqK7ZrCuTSlX7IcZ3gdRsvZwdmCf0CCx472A/viewform
[4] https://www.festeredu.com/single-post/camp-culture-creating-an-ideal-learning-environment-part-i
[3] https://www.festeredu.com/book
[3] https://docs.google.com/document/d/e/2PACX-1vRjPLZN5ANM0k8Qx_zGswP3H0LWSgfqIXJervvq5crpz0Ly8DMnGfdqp6JkojhxOX5cFlp440i8dRoH/pub
[3] https://www.nationalgeographic.org/forces-nature/?platform=Twitter&account=NatGeoEducation&post=6238741755&campaign=Educators&source=ngs-social
[3] https://nearpod.com/t/science/2nd/what-is-matter-L104769633
[2] https://www.edutopia.org/article/exploring-environmental-issues-outside-science-classes
[2] https://www.edutopia.org/article/how-and-why-i-teach-park-ranger
[2] https://blog.education.nationalgeographic.org/2022/01/04/virtual-tours-are-taking-off-heres-how-to-integrate-them-into-your-teaching/

Top URLs in Tweet in G5:
[5] https://allysonapsey.com/2021/11/12/5-words-to-support-a-dysregulated-child/
[5] https://blog.neolms.com/6-classroom-resources-that-help-students-become-digital-citizens/
[4] https://blog.tcea.org/ten-ideas-tech-coaches-grow-teachers/
[4] https://fillingthepail.substack.com/p/the-knowledge-rich-curriculum-fad?utm_campaign=post&utm_medium=web&utm_source=
[4] https://www.teachthought.com/pedagogy/50-strategies-for-differentiated-instruction/
[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://blog.tcea.org/culturally-responsive-strategies/
[3] https://www.techradar.com/news/best-games-to-learn-programming-skills
[3] https://www.dianesweeney.com/where-to-begin-with-coaching-cycles/

Top URLs in Tweet in G6:
[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
[6] https://www.weareteachers.com/science-bell-ringers/?utm_medium=Social&utm_source=Twitter#Echobox=1642716596-3
[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/science-experiments-for-high-school/?utm_content=1634690027&utm_medium=social&utm_source=twitter
[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
[2] https://www.ashleigh-educationjourney.com/integrating-content-areas/
[1] https://www.weareteachers.com/engineering-and-design-process-poster/?utm_medium=Social&utm_source=Twitter#Echobox=1643639857

Top URLs in Tweet in G7:
[34] https://www.middleweb.com/45961/5-kinds-of-nonfiction-students-love-to-read/
[5] https://www.middleweb.com/middlewebs-most-popular-articles/
[1] https://www.globalonenessproject.org/stories/environment-you-student-photography-and-original-illustration-contest
[1] https://www.middleweb.com/46112/flipping-over-flippity-flashcards-and-more/
[1] https://www.middleweb.com/46148/readying-students-for-a-future-of-creativity/
[1] https://www.middleweb.com/46197/sketchnotes-help-kids-grow-their-mindsets/
[1] https://twitter.com/middleweb/status/1464297114238918657
[1] https://twitter.com/middleweb/status/1473300802840272898
[1] https://www.middleweb.com/46332/15-of-our-most-read-articles-during-2021/
[1] https://www.middleweb.com/category/articles/questioning/

Top URLs in Tweet in G8:
[28] https://www.controlaltachieve.com/2021/12/sheets-webinar.html
[22] 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://twitter.com/NASAGoddard/status/1466107597812125699
[1] https://twitter.com/EBTSOYP/status/1438582221615648775
[1] https://www.nikonsmallworld.com/galleries/photomicrography-competition
[1] https://starwalk.space/en/news/5-outstanding-female-astronomers?utm_source=twitter&utm_medium=female-astronomers&utm_campaign=share

Top URLs in Tweet in G9:
[5] https://www.donorschoose.org/project/for-teachers-by-teachers/5862784/
[5] https://www.donorschoose.org/project/go-go-guided-reading/5908972/
[5] https://www.donorschoose.org/project/start-of-a-good-management/5883534/
[2] https://www.sciencemuseum.org.uk/learning/technicians-david-sainsbury-gallery-school-info
[2] https://www.nstgroup.co.uk/live-educational-events-for-students?utm_source=TwitterNST&utm_medium=social&utm_campaign=webtraffic
[2] https://basehorlinwood.tedk12.com/hire/ProfileErrorPage.aspx?ErrorCode=2
[1] https://leidenuniv.eu.qualtrics.com/jfe/form/SV_0PwjrgKCPuwwJtX
[1] https://cambridgesciencecentre.org/schools/
[1] https://www.frontlearn.ac.ke/
[1] https://www.intst.eu/copie-de-history-1

Top URLs in Tweet in G10:
[19] https://twitch.tv/sciencestreams
[1] https://twitter.com/ExocastExoCup/status/1458494537052168194
[1] https://twitter.com/i/web/status/1464991266316431371
[1] https://www.cleanseas.org/take-action/face-the-plastic-truth
[1] https://scitechdaily.com/chewing-gum-developed-that-could-reduce-covid-transmission-laced-with-protein-that-traps-the-sars-cov-2-virus/
[1] https://scitechdaily.com/profound-discovery-on-origins-of-life-on-earth-evolution-of-metal-binding-proteins/
[1] https://www.livescience.com/frogs-regrow-amputated-legs-in-lab
[1] https://twitter.com/ngss_tweeps/status/1487988822092640257
[1] https://twitter.com/EdReports/status/1485741450532823042
[1] https://twitter.com/EdReports/status/1453830430973575168

Top Domains
Top Domains in Tweet in Entire Graph:
[270] twitter.com
[250] scitechdaily.com
[248] wordpress.com
[152] tcea.org
[141] nasa.gov
[93] sciencenews.org
[92] medicinehatnews.com
[76] cbc.ca
[75] weareteachers.com
[67] technologynetworks.com

Top Domains in Tweet in G1:
[242] scitechdaily.com
[237] wordpress.com
[141] twitter.com
[141] nasa.gov
[90] medicinehatnews.com
[75] cbc.ca
[72] sciencenews.org
[66] technologynetworks.com
[53] theconversation.com
[46] nature.com

Top Domains in Tweet in G2:
[31] nytimes.com
[24] theguardian.com
[21] sciencenews.org
[15] ncse.ngo
[14] twitter.com
[13] youtube.com
[12] mcgill.ca
[9] washingtonpost.com
[9] smithsonianmag.com
[9] scientificamerican.com

Top Domains in Tweet in G3:
[80] tcea.org
[40] whatihavelearnedteaching.com
[20] teachthought.com
[18] ashleigh-educationjourney.com
[9] twitter.com
[6] jonbergmann.com
[3] weareteachers.com
[2] thesciencepenguin.com
[2] youtube.com
[1] sbee.link

Top Domains in Tweet in G4:
[30] google.com
[10] festeredu.com
[9] twitter.com
[6] droolees.com
[5] nationalgeographic.org
[4] edutopia.org
[4] youtube.com
[4] linkedin.com
[3] nearpod.com
[2] iste.org

Top Domains in Tweet in G5:
[36] tcea.org
[28] teachthought.com
[20] edutopia.org
[20] twitter.com
[17] blogspot.com
[13] edsurge.com
[12] edweek.org
[12] shakeuplearning.com
[10] gettingsmart.com
[10] eschoolnews.com

Top Domains in Tweet in G6:
[55] weareteachers.com
[12] wardsci.com
[3] labxchange.org
[2] ashleigh-educationjourney.com
[1] neafoundation.org
[1] twitter.com
[1] medicinehatnews.com

Top Domains in Tweet in G7:
[50] middleweb.com
[7] twitter.com
[1] globalonenessproject.org
[1] patriciamnewman.com

Top Domains in Tweet in G8:
[50] controlaltachieve.com
[7] nodexlgraphgallery.org
[3] twitter.com
[1] nikonsmallworld.com
[1] starwalk.space
[1] artofmanliness.com
[1] cornell.edu
[1] ashleigh-educationjourney.com

Top Domains in Tweet in G9:
[20] twitter.com
[15] donorschoose.org
[3] org.uk
[3] co.uk
[2] blogspot.com
[2] paper.li
[2] tedk12.com
[1] qualtrics.com
[1] cambridgesciencecentre.org
[1] ac.ke

Top Domains in Tweet in G10:
[19] twitch.tv
[6] twitter.com
[4] pbslearningmedia.org
[2] scitechdaily.com
[1] cleanseas.org
[1] livescience.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3878] scichat
[1128] stem
[929] edchat
[806] science
[750] edtech
[643] scicomm
[512] sschat
[461] d123
[403] cpchat
[398] elemchat



Top Hashtags in Tweet in G1:
[2112] scichat
[881] stem
[601] science
[323] edchat
[283] scied
[274] edtech
[185] scicomm
[180] medhat
[169] stemathome
[148] space

Top Hashtags in Tweet in G2:
[461] scichat
[420] scicomm
[100] leukocyte
[92] cell
[91] mitochondria
[70] nucleus
[25] darwinday
[21] organelles
[20] science
[12] evolution

Top Hashtags in Tweet in G3:
[168] scichat
[117] learning
[84] stem
[74] science
[41] educoach
[40] globaled
[33] edtech
[32] edutwitter
[24] mathchat
[21] sschat

Top Hashtags in Tweet in G4:
[109] scichat
[100] edchat
[42] sschat
[37] teachertwitter
[32] nationalparks
[32] k12
[31] edtech
[26] pblchat
[19] elemchat
[19] learning

Top Hashtags in Tweet in G5:
[361] edchat
[356] edtech
[351] d123
[327] cpchat
[313] scichat
[301] elemchat
[289] ntchat
[287] sschat
[283] mschat
[276] suptchat

Top Hashtags in Tweet in G6:
[99] scichat
[84] sponsored
[15] edchat
[12] wardsworld
[8] wardsscience
[7] scienceeducation
[6] scienceideas
[6] stem
[6] science
[5] giveaway

Top Hashtags in Tweet in G7:
[78] scichat
[67] sschat
[57] elachat
[44] mschat
[28] mathchat
[26] educoach
[25] engchat
[22] literacy
[18] ellchat
[9] nsta

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

Top Hashtags in Tweet in G9:
[87] scichat
[22] science
[18] engchat
[16] mathchat
[15] stem
[14] edchat
[14] edtech
[13] sschat
[11] learning
[11] literacy

Top Hashtags in Tweet in G10:
[25] scichat
[21] exoplanets
[16] science
[12] scitlap
[12] news
[10] sciencenews
[6] ngsschat
[6] scicomm
[5] twitch
[4] edchat

Top Words
Top Words in Tweet in Entire Graph:
[3876] #scichat
[1178] garym
[1144] science
[1129] #stem
[928] #edchat
[806] #science
[799] ncse
[751] #edtech
[643] #scicomm
[551] students

Top Words in Tweet in G1:
[2110] #scichat
[1061] garym
[882] #stem
[616] science
[601] #science
[424] praxismedhat
[416] 'science
[416] smarts'
[322] #edchat
[300] nasa

Top Words in Tweet in G2:
[532] ncse
[461] #scichat
[420] #scicomm
[196] pj_saez
[124] life
[107] garym
[106] explore
[104] cells
[102] pathogens
[102] immune

Top Words in Tweet in G3:
[179] tcea
[168] #scichat
[117] #learning
[108] maps
[87] science
[84] #stem
[74] interactive
[74] #science
[64] tools
[64] periodic

Top Words in Tweet in G4:
[109] #scichat
[100] #edchat
[85] saintfester
[70] free
[64] virtual
[60] natgeoeducation
[56] tours
[52] learning
[47] check
[42] #sschat

Top Words in Tweet in G5:
[361] #edchat
[356] #edtech
[350] #d123
[327] #cpchat
[313] #scichat
[301] #elemchat
[289] #ntchat
[287] #sschat
[283] #mschat
[276] #suptchat

Top Words in Tweet in G6:
[115] science
[107] weareteachers
[99] #scichat
[76] #sponsored
[49] poster
[44] 10
[44] 000
[44] copies
[38] awesome
[31] send

Top Words in Tweet in G7:
[93] middleweb
[78] #scichat
[67] #sschat
[57] #elachat
[44] #mschat
[40] nonfiction
[38] kinds
[37] thinking
[37] stenhousepub
[35] way

Top Words in Tweet in G8:
[56] sheets
[51] ericcurts
[37] #scichat
[29] free
[28] recorded
[28] webinar
[28] holy
[28] google
[28] activities
[28] subjects

Top Words in Tweet in G9:
[87] #scichat
[22] #science
[18] #engchat
[18] science
[16] #mathchat
[15] #stem
[14] #edchat
[14] #edtech
[13] #sschat
[11] teachers

Top Words in Tweet in G10:
[25] #scichat
[24] students
[21] #exoplanets
[20] high
[20] school
[19] teachers
[19] 10
[18] looking
[18] 2footgiraffe
[17] teach

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[443] #edchat,#edtech
[441] #scichat,#scicomm
[441] #d123,#edchat
[425] #stem,#scichat
[421] 'science,smarts'
[397] #sschat,#scichat
[379] #edtech,#cpchat
[348] #cpchat,#elemchat
[308] #scichat,#mathchat
[307] #elemchat,#mschat

Top Word Pairs in Tweet in G1:
[416] 'science,smarts'
[393] #stem,#scichat
[244] latest,praxis
[244] praxis,'science
[236] smarts',column
[224] #science,#scichat
[168] #scichat,#stemathome
[147] #stemathome,#scied
[137] nasa,#scichat
[135] blog,#stem

Top Word Pairs in Tweet in G2:
[342] #scichat,#scicomm
[100] immune,cells
[100] cells,explore
[100] explore,surroundings
[100] surroundings,search
[100] search,danger
[100] danger,signals
[100] signals,pathogens
[100] pathogens,#leukocyte
[100] #leukocyte,scanning

Top Word Pairs in Tweet in G3:
[55] #learning,#scichat
[45] periodic,table
[40] 5e,model
[40] model,science
[40] science,instruction
[40] instruction,whatihavelearnd
[40] whatihavelearnd,#learning
[40] #learning,#educoach
[40] #educoach,#scichat
[40] #scichat,#globaled

Top Word Pairs in Tweet in G4:
[39] virtual,tours
[29] #edchat,#scichat
[29] forces,nature
[29] nature,interactive
[28] park,based
[23] google,powered
[21] #sschat,#scichat
[19] #scichat,#sschat
[19] tours,using
[19] saintfester,excited

Top Word Pairs in Tweet in G5:
[343] #d123,#edchat
[332] #edchat,#edtech
[309] #edtech,#cpchat
[300] #cpchat,#elemchat
[281] #elemchat,#mschat
[272] #mschat,#hschat
[270] #ntchat,#pblchat
[269] #suptchat,#libchat
[269] #libchat,#spedchat
[269] #spedchat,#edleaders

Top Word Pairs in Tweet in G6:
[44] 10,000
[44] 000,copies
[44] science,poster
[27] #sponsored,wardsscience
[26] send,10
[26] copies,awesome
[26] awesome,science
[26] poster,classrooms
[26] classrooms,country
[26] country,last

Top Word Pairs in Tweet in G7:
[57] #sschat,#scichat
[37] kinds,nonfiction
[35] nonfiction,way
[35] way,thinking
[32] thinking,middleweb
[32] middleweb,stenhousepub
[32] stenhousepub,marlenempc
[24] #elachat,#sschat
[18] mstewartscience,kinds
[18] #mschat,#elachat

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:
[13] #science,#scichat
[10] #scichat,#sschat
[10] #sschat,#histedchat
[10] #histedchat,#historyteaching
[9] #edleadership,#edtech
[9] #literacy,#scichat
[9] #scichat,#science
[8] #edtech,#engchat
[8] #engchat,#literacy
[8] #scichat,#stem

Top Word Pairs in Tweet in G10:
[20] high,school
[20] school,students
[16] looking,elementary
[16] elementary,teachers
[16] teachers,willing
[16] willing,high
[16] students,teach
[16] teach,#exoplanets
[16] #exoplanets,classes
[16] classes,10

Top Replied-To
Top Replied-To in Entire Graph:
@khayhoe
@leecmcintyre
@sciencemagazine
@michaelemann
@galesinatra
@chrisirmscher
@brearleynyc
@sylviaearle
@kcedventures
@csfjournal

Top Replied-To in G1:
@csfjournal
@mrscottbot

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

Top Replied-To in G4:
@braca_m
@its_morgancave
@edutopia

Top Replied-To in G5:
@paulenderle

Top Replied-To in G8:
@ericcurts

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

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

Top Mentioned in G2:
@ncse
@pj_saez
@garym
@naomioreskes
@carlzimmer
@michaelemann
@mideastmeetwest
@laelaps
@lemoustier
@prinstitution

Top Mentioned in G3:
@tcea
@mguhlin
@whatihavelearnd
@teachthought
@drbruceellis
@edcampwesttexas
@paulenderle
@stemgeek_
@jonbergmann
@tmclain903

Top Mentioned in G4:
@saintfester
@natgeoeducation
@parkbasedlearn
@ncse
@edutopia
@nsta
@droolees1
@ottish_official
@schoolcouldbe
@jorgedoespbl

Top Mentioned in G5:
@paulenderle
@teachthought
@edsurge
@e_sheninger
@shakeuplearning
@getting_smart
@eschoolnews
@neolms
@ascd
@catlin_tucker

Top Mentioned in G6:
@weareteachers
@wardsscience
@stjude
@labxchange
@tcea
@hgse
@hlc_education
@mheducation
@praxismedhat

Top Mentioned in G7:
@middleweb
@stenhousepub
@marlenempc
@mstewartscience
@jserravallo
@larryferlazzo
@socialstudies
@amle
@33megan33
@kathie042500

Top Mentioned in G8:
@ericcurts
@tcea
@garym
@praxismedhat
@ncse
@paulenderle
@saintfester
@b0tsci
@pj_saez
@this0499154500

Top Mentioned in G9:
@linguafrancabhm
@simiisme
@jasonelsom
@gifexperiments
@drescotet

Top Mentioned in G10:
@2footgiraffe
@pentaclethra
@batsforlife
@pbsteachers
@vogelwendi
@data_nuggets
@ihub
@gboers29
@schnekser
@ngss_tweeps

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

Top Tweeters in G1:
@rk70534
@viralvideovlogs
@artificialbra1n
@awelab1956
@ml_tweet_bot
@alisonborealis
@nationalpost
@detroit_rachel
@digitaldecoded1
@polarvan

Top Tweeters in G2:
@jfsebastian146
@nytimes
@topfanscorner
@stablegeniusinc
@benjamindstone
@puyalissara
@rmathematicus
@financialtimes
@3pennymovies
@pcock45555111

Top Tweeters in G3:
@wagjuer
@gdorn1
@shellterrell
@mgcjusa
@thartman2u
@urbie
@edutilia
@mguhlin
@talkingfauna
@ndeme_sung

Top Tweeters in G4:
@lltwing
@o_g_log
@designthinkbot
@prqosjdyofn1ylj
@stem_nastics
@djriveraros
@rdene915
@cabal_educator
@jc_james_clark
@beartrust

Top Tweeters in G5:
@forbes
@inc
@mssackstein
@teachercast
@gcouros
@harvardbiz
@mcleod
@shakeuplearning
@teacherhead
@ritawirtz

Top Tweeters in G6:
@kenikewahine78
@scott_squires
@macchica26
@dprnesq
@feralartist
@fourcornersrock
@losivad
@jaam91
@slotsqueen31
@hlc_education

Top Tweeters in G7:
@larryferlazzo
@grammasheri
@heinemannpub
@ascd
@teresarobeson
@algonquinbooks
@mstewartscience
@valentinaesl
@barberchicago
@ncastaldoauthor

Top Tweeters in G8:
@neshrie
@jennifernking
@physedbum
@us_kitkat
@ericcurts
@nuigalway
@drtamssen
@nlakusta
@edach
@aromanoecisd

Top Tweeters in G9:
@100daysof2020
@drescotet
@jasonelsom
@jakemillertech
@bkuhl2you
@art_by_lace
@echoechor
@micwalker
@simiisme
@kcalderw

Top Tweeters in G10:
@streamerwall
@streamer_boost
@stream_caster
@growurstream
@streets_13
@xeno_lith
@plasticsimpact
@2footgiraffe
@j_allen
@tesforteachers


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