scichat, Twitter, 1/16/2022 2:19:44 AM, 270090


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scichat_2022-01-15_16-48-02.xlsx
scichat_2022-01-15_16-48-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2022
Short Description:
scichat via NodeXL https://bit.ly/3GAxL3Z
@garym
@praxismedhat
@tcea
@ncse
@pj_saez
@paulenderle
@saintfester
@stem_ai
@weareteachers
@b0tsci

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

Description:
Description
The graph represents a network of 2,106 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, 16 January 2022 at 01:05 UTC.

The requested start date was Saturday, 15 January 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 105-day, 23-hour, 38-minute period from Friday, 01 October 2021 at 00:27 UTC to Saturday, 15 January 2022 at 00:06 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 : 2106
Unique Edges : 1586
Edges With Duplicates : 11501
Total Edges : 13087
Number of Edge Types : 5
Retweet : 4585
MentionsInRetweet : 5770
Tweet : 1474
Mentions : 1226
Replies to : 32
Self-Loops : 1899
Reciprocated Vertex Pair Ratio : 0.0377521613832853
Reciprocated Edge Ratio : 0.0727575673424049
Connected Components : 138
Single-Vertex Connected Components : 64
Maximum Vertices in a Connected Component : 1744
Maximum Edges in a Connected Component : 12460
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.525405
Graph Density : 0.000812292894636521
Modularity : 0.231666
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,106 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, 16 January 2022 at 01:05 UTC.

The requested start date was Saturday, 15 January 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 105-day, 23-hour, 38-minute period from Friday, 01 October 2021 at 00:27 UTC to Saturday, 15 January 2022 at 00:06 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:
[58] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[52] https://praxissciencesmarts.wordpress.com/blog/
[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
[23] https://www.ashleigh-educationjourney.com/integrating-content-areas/
[23] https://thestemhub.org.uk/stem-today
[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:
[52] https://praxissciencesmarts.wordpress.com/blog/
[15] https://www.nytimes.com/2022/01/03/world/africa/richard-leakey-dead.html
[13] https://praxissciencesmarts.wordpress.com/2021/12/04/praxis-science-outreach-science-smarts-fizzling-christmas-trees/
[11] https://www.momscleanairforce.org/conversation-katharine-hayhoe-saving-us-video/
[11] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[11] https://www.scientificamerican.com/article/the-surprising-secret-of-snakes-venomous-bites/
[9] https://www.sciencenews.org/article/radiometric-dating-history-carbon-century-science
[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:
[43] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[39] https://www.whatihavelearnedteaching.com/5e-model-science-instruction/?epik=dj0yJnU9UlhkeWhDeExOSmdKU0QtS3BZS1V4bjNIc0tOMUJQaGgmcD0wJm49bUtVSTIyN25PallRb3NhcTVHNVpKQSZ0PUFBQUFBR0hJQkxv
[17] https://www.ashleigh-educationjourney.com/integrating-content-areas/
[17] https://www.teachthought.com/technology/measurement-apps/
[5] https://tcea.org/webinars
[5] https://blog.tcea.org/investigating-science-with-flipgrid/
[4] https://blog.tcea.org/ten-ideas-tech-coaches-grow-teachers/
[4] https://blog.tcea.org/virtual-labs-for-interactive-science/
[4] https://blog.tcea.org/stem-tastic-activities/
[3] https://www.jonbergmann.com/podcasts/making-mastery-learning-a-reality-one-day-at-a-time/episodes/2147613277

Top URLs in Tweet in G3:
[13] https://www.mystemkits.com/
[9] https://docs.google.com/forms/d/e/1FAIpQLSc3DAI7Ac_rytWA2mlYALzimUB6lhS4hkj3l-xakTQ5D6wQqA/viewform?usp=send_form
[8] https://www.aiplusinfo.com/blog/the-role-of-artificial-intelligence-in-education/
[8] https://www.teachthought.com/pedagogy/50-strategies-for-differentiated-instruction/
[8] http://dkbdigitaldesigns.com/bugdex
[7] https://blog.neolms.com/6-classroom-resources-that-help-students-become-digital-citizens/
[6] https://www.techradar.com/news/best-games-to-learn-programming-skills
[6] https://allysonapsey.com/2021/11/12/5-words-to-support-a-dysregulated-child/
[5] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3731_accessible_online_physics_simulations.htm
[5] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3752_50_awesome_engineering_projects_kids.htm

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1460086134940135430

Top URLs in Tweet in G5:
[20] https://twitch.tv/sciencestreams
[6] https://docs.google.com/forms/d/e/1FAIpQLSfkF0mL-SKf4UxqK7ZrCuTSlX7IcZ3gdRsvZwdmCf0CCx472A/viewform
[4] https://www.festeredu.com/book
[3] 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://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 G6:
[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://twitter.com/middleweb/status/1478786052194283524
[1] https://twitter.com/middleweb/status/1444715085306466318
[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/34208/5-ideas-to-make-writing-more-fun-to-teach/

Top URLs in Tweet in G7:
[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://basehorlinwood.tedk12.com/hire/ViewJob.aspx?JobID=119
[1] https://twitter.com/thecraiglab/status/1444198582568067073
[1] https://twitter.com/i/web/status/1445179352170188803
[1] https://eos.org/articles/how-do-you-know-if-youve-experienced-global-warming
[1] https://twitter.com/i/web/status/1446422659731005441
[1] https://cambridgesciencecentre.org/schools/
[1] https://www.frontlearn.ac.ke/

Top URLs in Tweet in G8:
[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
[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
[1] https://www.weareteachers.com/engineering-and-design-process-poster/?utm_medium=Social&utm_source=Twitter#Echobox=1641864649
[1] https://www.weareteachers.com/science-experiments-for-high-school/?utm_content=1635989770&utm_medium=social&utm_source=twitter
[1] https://www.weareteachers.com/make-most-online-science-experiments/?utm_medium=Social&utm_source=Twitter#Echobox=1641419323-1
[1] https://www.weareteachers.com/make-most-online-science-experiments/?utm_medium=Social&utm_source=Twitter#Echobox=1641490910

Top URLs in Tweet in G9:
[23] https://thestemhub.org.uk/stem-today
[8] https://www.agu.org/Fall-Meeting/Pages/Register-Housing
[4] https://www.eventbrite.co.uk/e/careers-talks-primary-who-needs-trees-tickets-214526022107
[4] https://www.youtube.com/watch?v=9NYFgTE5QHY

[4] https://www.internet4classrooms.com/halloween.htm
[3] https://edu.rsc.org/ideas/teach-justice-and-cooperation-through-chemistry/4014552.article
[3] http://oceansofdata.org/projects/real-world-real-science-using-nasa-data-explore-weather-and-climate
[3] https://www.internet4classrooms.com/kwanzaa.htm
[3] https://www.internet4classrooms.com/christmas.htm
[2] https://edulastic.com/blog/science-lessons-by-students-for-students/

Top URLs in Tweet in G10:
[28] https://www.controlaltachieve.com/2021/12/sheets-webinar.html
[17] 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://starwalk.space/en/news/5-outstanding-female-astronomers?utm_source=twitter&utm_medium=female-astronomers&utm_campaign=share
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=266715
[1] https://www.ashleigh-educationjourney.com/integrating-content-areas/
[1] https://twitter.com/NASAGoddard/status/1466107597812125699
[1] https://twitter.com/EBTSOYP/status/1438582221615648775
[1] https://www.nikonsmallworld.com/galleries/photomicrography-competition

Top Domains
Top Domains in Tweet in Entire Graph:
[304] twitter.com
[221] scitechdaily.com
[184] wordpress.com
[151] nasa.gov
[150] tcea.org
[86] sciencenews.org
[75] cbc.ca
[62] middleweb.com
[62] medicinehatnews.com
[61] teachthought.com

Top Domains in Tweet in G1:
[219] scitechdaily.com
[171] wordpress.com
[151] nasa.gov
[150] twitter.com
[86] sciencenews.org
[73] cbc.ca
[61] medicinehatnews.com
[60] technologynetworks.com
[57] smithsonianmag.com
[50] theconversation.com

Top Domains in Tweet in G2:
[69] tcea.org
[39] whatihavelearnedteaching.com
[17] ashleigh-educationjourney.com
[17] teachthought.com
[7] twitter.com
[5] jonbergmann.com
[2] thesciencepenguin.com
[2] youtube.com
[2] weareteachers.com
[1] sbee.link

Top Domains in Tweet in G3:
[51] tcea.org
[47] twitter.com
[39] teachthought.com
[28] edutopia.org
[19] teacheridea.com
[19] droolees.com
[19] blogspot.com
[15] gettingsmart.com
[14] shakeuplearning.com
[14] mystemkits.com

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

Top Domains in Tweet in G5:
[20] twitch.tv
[17] google.com
[11] festeredu.com
[10] twitter.com
[4] iste.org
[4] edutopia.org
[3] nearpod.com
[2] nationalgeographic.org
[1] site.org
[1] nps.gov

Top Domains in Tweet in G6:
[49] middleweb.com
[7] twitter.com
[1] patriciamnewman.com
[1] globalonenessproject.org

Top Domains in Tweet in G7:
[25] twitter.com
[15] donorschoose.org
[2] blogspot.com
[2] org.uk
[2] paper.li
[2] tedk12.com
[1] eos.org
[1] cambridgesciencecentre.org
[1] ac.ke
[1] intst.eu

Top Domains in Tweet in G8:
[40] weareteachers.com
[11] wardsci.com
[1] neafoundation.org
[1] twitter.com
[1] medicinehatnews.com
[1] ashleigh-educationjourney.com

Top Domains in Tweet in G9:
[24] org.uk
[10] internet4classrooms.com
[9] twitter.com
[8] agu.org
[6] youtube.com
[5] co.uk
[5] edulastic.com
[4] rsc.org
[3] oceansofdata.org
[2] droolees.com

Top Domains in Tweet in G10:
[45] controlaltachieve.com
[5] nodexlgraphgallery.org
[3] twitter.com
[2] starwalk.space
[1] ashleigh-educationjourney.com
[1] nikonsmallworld.com
[1] artofmanliness.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3518] scichat
[1044] stem
[836] edchat
[823] science
[691] edtech
[619] scicomm
[447] sschat
[416] d123
[362] cpchat
[357] elemchat



Top Hashtags in Tweet in G1:
[2207] scichat
[758] stem
[587] scicomm
[576] science
[251] scied
[165] medhat
[156] space
[148] aerospace
[137] evolution
[137] stemathome

Top Hashtags in Tweet in G2:
[150] scichat
[125] science
[106] learning
[75] stem
[40] educoach
[39] globaled
[30] edutwitter
[27] edtech
[20] mathchat
[19] sschat

Top Hashtags in Tweet in G3:
[517] edtech
[509] edchat
[404] scichat
[388] d123
[339] cpchat
[317] elemchat
[277] mschat
[269] ntchat
[264] hschat
[259] sschat

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

Top Hashtags in Tweet in G5:
[78] scichat
[65] edchat
[33] sschat
[32] nationalparks
[22] pblchat
[20] teachertwitter
[19] pbl
[17] science
[15] elemchat
[12] scitlap

Top Hashtags in Tweet in G6:
[73] scichat
[61] sschat
[51] elachat
[39] mschat
[28] mathchat
[25] engchat
[21] educoach
[21] literacy
[18] ellchat
[9] nsta

Top Hashtags in Tweet in G7:
[83] scichat
[23] science
[15] engchat
[14] edtech
[14] edchat
[14] sschat
[13] mathchat
[12] stem
[11] education
[10] literacy

Top Hashtags in Tweet in G8:
[61] scichat
[55] sponsored
[15] edchat
[12] wardsworld
[8] wardsscience
[6] scienceideas
[6] scienceeducation
[5] stem
[5] giveaway
[4] science

Top Hashtags in Tweet in G9:
[99] scichat
[26] stemed
[20] ukedchat
[20] primary
[20] edchat
[19] homeschooluk
[16] stem
[14] stemeducation
[12] careers
[12] teachers

Top Hashtags in Tweet in G10:
[30] scichat
[18] controlaltachieve
[8] science
[7] psd70
[4] mathchat
[4] sschat
[3] edtech
[3] stem
[3] abed
[2] edchat

Top Words
Top Words in Tweet in Entire Graph:
[3515] #scichat
[1078] garym
[1061] science
[1045] #stem
[835] #edchat
[823] #science
[800] ncse
[692] #edtech
[619] #scicomm
[458] students

Top Words in Tweet in G1:
[2205] #scichat
[1058] garym
[790] ncse
[758] #stem
[629] science
[587] #scicomm
[576] #science
[371] praxismedhat
[362] 'science
[362] smarts'

Top Words in Tweet in G2:
[219] tcea
[150] #scichat
[140] science
[127] interactive
[125] #science
[120] tools
[120] periodic
[106] #learning
[102] maps
[85] explore

Top Words in Tweet in G3:
[518] #edtech
[508] #edchat
[403] #scichat
[387] #d123
[339] #cpchat
[315] #elemchat
[277] #mschat
[269] #ntchat
[264] #hschat
[259] #sschat

Top Words in Tweet in G4:
[178] 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:
[91] saintfester
[78] #scichat
[65] #edchat
[52] virtual
[50] tours
[49] free
[44] science
[37] learning
[34] learn
[33] #sschat

Top Words in Tweet in G6:
[89] middleweb
[73] #scichat
[61] #sschat
[51] #elachat
[40] nonfiction
[39] #mschat
[38] kinds
[37] thinking
[37] stenhousepub
[35] way

Top Words in Tweet in G7:
[83] #scichat
[23] #science
[17] science
[15] #engchat
[14] #edtech
[14] #edchat
[14] #sschat
[13] #mathchat
[12] #stem
[11] #education

Top Words in Tweet in G8:
[67] science
[61] #scichat
[57] weareteachers
[47] #sponsored
[21] kids
[18] wardsscience
[17] lab
[16] enough
[16] cheesy
[16] jokes

Top Words in Tweet in G9:
[99] #scichat
[77] day
[47] stem
[46] stemhub_se
[38] first
[27] learn
[27] using
[26] #stemed
[22] students
[20] #ukedchat

Top Words in Tweet in G10:
[56] sheets
[47] ericcurts
[30] #scichat
[28] free
[28] recorded
[28] webinar
[28] holy
[28] google
[28] activities
[28] subjects

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[439] #scichat,#scicomm
[398] #edchat,#edtech
[397] #d123,#edchat
[364] 'science,smarts'
[362] #stem,#scichat
[347] #sschat,#scichat
[339] #edtech,#cpchat
[311] #cpchat,#elemchat
[282] #scichat,#mathchat
[275] #elemchat,#mschat

Top Word Pairs in Tweet in G1:
[436] #scichat,#scicomm
[362] 'science,smarts'
[335] #stem,#scichat
[234] latest,praxis
[234] praxis,'science
[213] smarts',column
[209] #science,#scichat
[151] nasa,#scichat
[148] #scichat,#aerospace
[136] #scichat,#stemathome

Top Word Pairs in Tweet in G2:
[77] wish,list
[77] list,amazing
[77] amazing,interactive
[77] interactive,#science
[77] #science,tools
[77] tools,explore
[77] explore,periodic
[77] periodic,tables
[77] tables,elements
[77] elements,help

Top Word Pairs in Tweet in G3:
[375] #d123,#edchat
[370] #edchat,#edtech
[321] #edtech,#cpchat
[296] #cpchat,#elemchat
[266] #elemchat,#mschat
[250] #mschat,#hschat
[239] #hschat,#ntchat
[239] #sschat,#scichat
[238] #ntchat,#pblchat
[238] #suptchat,#libchat

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:
[34] virtual,tours
[24] #edchat,#scichat
[23] google,powered
[21] saintfester,excited
[19] tours,using
[17] #sschat,#scichat
[16] teach,environmental
[16] excited,share
[16] share,natgeoeducation
[16] natgeoeducation,grant

Top Word Pairs in Tweet in G6:
[50] #sschat,#scichat
[37] kinds,nonfiction
[35] nonfiction,way
[35] way,thinking
[32] thinking,middleweb
[32] middleweb,stenhousepub
[32] stenhousepub,marlenempc
[19] #elachat,#sschat
[18] #mschat,#elachat
[18] mstewartscience,kinds

Top Word Pairs in Tweet in G7:
[13] #science,#scichat
[10] #scichat,#sschat
[10] #sschat,#histedchat
[10] #histedchat,#historyteaching
[9] #scichat,#science
[7] #edleadership,#edtech
[7] #literacy,#scichat
[7] #scienceed,#scichat
[6] #k12,#learning
[6] #edtech,#engchat

Top Word Pairs in Tweet in G8:
[16] enough,cheesy
[16] cheesy,science
[16] science,jokes
[16] jokes,kids
[16] kids,love
[16] love,gt
[14] #scichat,#edchat
[14] #sponsored,wardsscience
[14] wardsscience,#scichat
[14] weareteachers,enough

Top Word Pairs in Tweet in G9:
[40] stemhub_se,day
[16] grade,stem
[14] stem,activities
[12] #scichat,#ukedchat
[10] christmas,stem
[9] 7th,gr
[8] #scichat,#stemeducation
[8] jackie,delisi
[7] day,1970
[7] tune,nsf_nsb

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@khayhoe
@terrymcauliffe
@galesinatra
@leecmcintyre
@michaelemann
@chrisirmscher
@csfjournal
@jorgedoespbl
@skeptinquirer
@medfieldscience

Top Replied-To in G1:
@khayhoe
@michaelemann
@leecmcintyre
@galesinatra
@csfjournal
@katieworth
@johnfocook
@sciencemagazine
@carlzimmer
@skeptinquirer

Top Replied-To in G3:
@paulenderle

Top Replied-To in G5:
@jorgedoespbl
@its_morgancave
@edutopia

Top Replied-To in G10:
@ericcurts

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

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

Top Mentioned in G2:
@tcea
@mguhlin
@whatihavelearnd
@teachthought
@drbruceellis
@jonbergmann
@edcampwesttexas
@paulenderle
@stemgeek_
@tmclain903

Top Mentioned in G3:
@paulenderle
@teachthought
@mimiostem
@getting_smart
@ottish_official
@shakeuplearning
@teacher2teacher
@garym
@droolees1
@neolms

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

Top Mentioned in G5:
@saintfester
@natgeoeducation
@parkbasedlearn
@edutopia
@pentaclethra
@istecommunity
@nsta
@jorgedoespbl
@iste
@batsforlife

Top Mentioned in G6:
@middleweb
@stenhousepub
@marlenempc
@mstewartscience
@larryferlazzo
@jserravallo
@socialstudies
@amle
@33megan33
@ascd

Top Mentioned in G7:
@simiisme
@jasonelsom
@gifexperiments
@drescotet

Top Mentioned in G8:
@weareteachers
@wardsscience
@labxchange
@stjude
@hgse
@hlc_education
@mheducation
@praxismedhat
@paulenderle

Top Mentioned in G9:
@stemhub_se
@edctweets
@nsf_nsb
@gamerd0g
@edulastic
@jodrellbank
@internet4classr
@nasa
@oceansofdata
@rsc_eic

Top Mentioned in G10:
@ericcurts
@tcea
@garym
@praxismedhat
@ncse
@paulenderle
@saintfester
@b0tsci
@nlakusta
@this0499154500

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

Top Tweeters in G1:
@viralvideovlogs
@jfsebastian146
@awelab1956
@ml_tweet_bot
@andrewmorrisuk
@dawnroseturner
@cultiv8hope
@nytimes
@drrimmer
@mariecolemanao

Top Tweeters in G2:
@wagjuer
@gdorn1
@mgcjusa
@urbie
@thartman2u
@edutilia
@mguhlin
@joe4rialtousd
@sdja3
@vxjoe

Top Tweeters in G3:
@morolswediu
@artificialbra1n
@djangobot_
@womencodersbot
@aprogrammerbot
@worcesterhour
@forbes
@inc
@designthinkbot
@getiftech

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

Top Tweeters in G5:
@streamerwall
@streamer_boost
@stream_caster
@growurstream
@lltwing
@stem_nastics
@rdene915
@cabal_educator
@streets_13
@beartrust

Top Tweeters in G6:
@larryferlazzo
@grammasheri
@teresarobeson
@algonquinbooks
@mstewartscience
@valentinaesl
@barberchicago
@ncastaldoauthor
@middleweb
@naesp

Top Tweeters in G7:
@100daysof2020
@drescotet
@jasonelsom
@jakemillertech
@dgburris
@echoechor
@art_by_lace
@simiisme
@kcalderw
@jflynnmhs

Top Tweeters in G8:
@macchica26
@hlc_education
@motley_su
@emejotaqt
@seaworldmommy
@sunflowerarc
@frogskinu
@weareteachers
@fivewazoos
@weirdoo_ghana

Top Tweeters in G9:
@xaelbot
@thedeveloperbot
@fabriciosx
@education_24x7
@bills_bot
@aliceleung
@theagu
@scholastic
@onthisdaybotty
@internet4classr

Top Tweeters in G10:
@neshrie
@in_stemm
@jennifernking
@physedbum
@us_kitkat
@nuigalway
@ericcurts
@drtamssen
@nlakusta
@edach


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