scichat, Twitter, 3/20/2022 12:25:52 AM, 273287


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scichat_2022-03-19_16-48-01.xlsx
scichat_2022-03-19_16-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 20, 2022
Short Description:
scichat via NodeXL https://bit.ly/3im07Vb
@garym
@praxismedhat
@weareteachers
@ncse
@pj_saez
@tcea
@superteamup
@paulenderle
@ericcurts
@natgeoeducation

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

Description:
Description
The graph represents a network of 1,934 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 March 2022 at 00:01 UTC.

The requested start date was Saturday, 19 March 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 107-day, 21-hour, 29-minute period from Wednesday, 01 December 2021 at 00:13 UTC to Friday, 18 March 2022 at 21:42 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 : 1934
Unique Edges : 1500
Edges With Duplicates : 10708
Total Edges : 12208
Number of Edge Types : 5
Mentions : 1072
MentionsInRetweet : 5342
Retweet : 4368
Tweet : 1394
Replies to : 32
Self-Loops : 1836
Reciprocated Vertex Pair Ratio : 0.0315789473684211
Reciprocated Edge Ratio : 0.0612244897959184
Connected Components : 106
Single-Vertex Connected Components : 51
Maximum Vertices in a Connected Component : 1672
Maximum Edges in a Connected Component : 11760
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.596945
Graph Density : 0.000891285146513689
Modularity : 0.228878
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 1,934 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 March 2022 at 00:01 UTC.

The requested start date was Saturday, 19 March 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 107-day, 21-hour, 29-minute period from Wednesday, 01 December 2021 at 00:13 UTC to Friday, 18 March 2022 at 21:42 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:
[85] https://praxissciencesmarts.wordpress.com/blog/
[68] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[44] https://www.whatihavelearnedteaching.com/5e-model-science-instruction/?epik=dj0yJnU9UlhkeWhDeExOSmdKU0QtS3BZS1V4bjNIc0tOMUJQaGgmcD0wJm49bUtVSTIyN25PallRb3NhcTVHNVpKQSZ0PUFBQUFBR0hJQkxv
[33] https://twitch.tv/sciencestreams
[32] https://www.controlaltachieve.com/2021/12/sheets-webinar.html
[27] https://www.controlaltachieve.com/p/science-links.html
[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
[16] https://blog.tcea.org/stem-tastic-activities/

Top URLs in Tweet in G1:
[85] 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] http://dkbdigitaldesigns.com/bugdex
[11] https://teacheridea.com/digest/ideas_3501_to_4000/teacheridea_3790_best_resources_science_teachers.htm
[9] https://blog.tcea.org/stem-tastic-activities/
[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://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:
[30] https://twitch.tv/sciencestreams
[18] https://www.nytimes.com/2022/01/03/world/africa/richard-leakey-dead.html
[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://pointofinquiry.org/2021/12/carl-zimmer-on-the-search-for-what-it-means-to-be-alive/
[7] https://www.priweb.org/event/darwin-days
[6] https://www.au.org/the-latest/articles/40-ncse/
[5] https://www.bbc.com/news/world-africa-59855445
[5] https://www.northjersey.com/obituaries/ber103630
[5] https://nautil.us/issue/112/inspiration/eo-wilson-saw-the-world-in-a-wholly-new-way

Top URLs in Tweet in G3:
[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/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/engineering-and-design-process-poster/?utm_medium=Social&utm_source=Twitter#Echobox=1643639857
[1] https://www.weareteachers.com/engineering-and-design-process-poster/?utm_medium=Social&utm_source=Twitter#Echobox=1645635755
[1] https://www.weareteachers.com/generation-genius-teacher-review/?utm_medium=Social&utm_source=Twitter#Echobox=1646067631

Top URLs in Tweet in G4:
[63] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[38] https://www.whatihavelearnedteaching.com/5e-model-science-instruction/?epik=dj0yJnU9UlhkeWhDeExOSmdKU0QtS3BZS1V4bjNIc0tOMUJQaGgmcD0wJm49bUtVSTIyN25PallRb3NhcTVHNVpKQSZ0PUFBQUFBR0hJQkxv
[16] https://www.teachthought.com/technology/measurement-apps/
[7] https://blog.tcea.org/stem-tastic-activities/
[4] https://tcea.org/webinars
[3] https://www.controlaltachieve.com/p/science-links.html
[1] https://blog.tcea.org/stem-resouce-for-high-school-learners/
[1] http://thesciencepenguin.com/2015/07/science-thinking-maps.html
[1] http://sbee.link/r9jdv84y6t
[1] https://twitter.com/Scienergetic/status/1477021491967541255

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

Top URLs in Tweet in G6:
[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
[2] https://www.sciencenews.org/article/neandertals-first-hominid-modify-environment-forest-grassland
[1] https://mass.pbslearningmedia.org/resource/9795d5d3-2b03-4d50-b193-ae6eb918392f/genome-editing-and-crispr/
[1] https://mass.pbslearningmedia.org/resource/cygc12.sci.splgen/the-promise-and-perils-of-genetic-technologies/
[1] https://mass.pbslearningmedia.org/resource/nvttaf-sci-overeating/junk-food-and-the-cycle-of-overeating-the-truth-about-fat/
[1] https://mass.pbslearningmedia.org/resource/nvgs-sci-travellingsneezes/wgbh-nova-gross-science-how-far-do-sneezes-and-vomit-travel/
[1] https://www.pbslearningmedia.org/resource/nvexl-sci-exoplanetlab/exoplanet-lab-game/

Top URLs in Tweet in G7:
[28] https://www.controlaltachieve.com/2021/12/sheets-webinar.html
[18] https://www.controlaltachieve.com/p/science-links.html
[7] https://dinosaurpictures.org/ancient-earth#750
[4] https://alteredqualia.com/canvasmol/
[2] http://earth.nullschool.net/
[1] https://www.youtube.com/watch?v=B-nEYsyRlYo&feature=youtu.be

[1] https://twitter.com/EBTSOYP/status/1438582221615648775
[1] https://www.artofmanliness.com/skills/how-to/how-to-make-the-worlds-best-paper-airplanes/
[1] https://twitter.com/NASAGoddard/status/1466107597812125699

Top URLs in Tweet in G8:
[2] https://basehorlinwood.tedk12.com/hire/ProfileErrorPage.aspx?ErrorCode=2
[1] https://twitter.com/i/web/status/1465968159387705347
[1] https://byrd.osu.edu/sites/default/files/2020-11/lessonplan.pdf
[1] https://www.zinnedproject.org/login/?redirect_to=/wp-content/uploads/2013/04/mystery_three_scary_numbers.pdf%3fnocache=true
[1] https://twitter.com/i/web/status/1470157837032734728
[1] https://www.eduporium.com/catalog/product/view/id/888/s/thames-kosmos-happy-atoms-educator-s-bundle-250-atoms/category/2/
[1] https://paper.li/MiguelEscotet/1311737547?edition_id=2412fce0-67d2-11ec-9166-fa163ed80008
[1] https://twitter.com/tcea/status/1475197227412901895
[1] https://www.echorivera.com/blog/how-to-write-a-presentation-script-and-practice-your-presentation?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://www.woolwichpoly.co.uk/teacher-of-science6/984.html

Top URLs in Tweet in G9:
[3] https://www.tamwarnerminton.com/free-printable
[1] https://go.magik.ly:443/ml/xquo/
[1] https://twitter.com/TamWMinton/status/1486456364339765256
[1] https://travelswithtam.com/tam-warner-minton/more-fish-faces/
[1] https://nourishingmyscholar.com/fish-picture-book/
[1] https://www.openscied.org/
[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 URLs in Tweet in G10:
[5] https://www.agu.org/Fall-Meeting/Pages/Register-Housing
[4] https://oceanservice.noaa.gov/hazards/sealevelrise/sealevelrise-tech-report.html
[3] https://www.ecdc.europa.eu/en/cases-2019-ncov-eueea
[2] https://twitter.com/ONS/status/1489169784902148097
[2] http://oceansofdata.org/projects/real-world-real-science-using-nasa-data-explore-weather-and-climate
[1] https://reut.rs/3HgvXxB
[1] https://twitter.com/cosmos4u/status/1471285766491975686
[1] https://twitter.com/SETIInstitute/status/1471284257465135107
[1] https://www.cdc.gov/coronavirus/2019-ncov/science/forecasting/mathematical-modeling-outbreak.html
[1] https://www.gisaid.org/hcov19-variants/

Top Domains
Top Domains in Tweet in Entire Graph:
[261] wordpress.com
[245] scitechdaily.com
[202] twitter.com
[126] tcea.org
[88] medicinehatnews.com
[78] sciencenews.org
[76] weareteachers.com
[67] controlaltachieve.com
[66] theconversation.com
[64] nature.com

Top Domains in Tweet in G1:
[253] wordpress.com
[236] scitechdaily.com
[116] twitter.com
[87] medicinehatnews.com
[64] sciencenews.org
[62] cbc.ca
[61] nasa.gov
[60] theconversation.com
[55] technologynetworks.com
[55] sciencebuddies.org

Top Domains in Tweet in G2:
[44] nytimes.com
[30] ncse.ngo
[30] twitch.tv
[23] theguardian.com
[17] nature.com
[17] twitter.com
[11] youtube.com
[11] sciencenews.org
[11] science.org
[11] mcgill.ca

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

Top Domains in Tweet in G4:
[75] tcea.org
[38] whatihavelearnedteaching.com
[16] teachthought.com
[3] controlaltachieve.com
[1] thesciencepenguin.com
[1] sbee.link
[1] twitter.com
[1] houstonchristian.org
[1] jonbergmann.com
[1] tes.com

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

Top Domains in Tweet in G6:
[35] pbslearningmedia.org
[16] google.com
[5] nationalgeographic.org
[2] sciencenews.org
[1] zoom.us
[1] twitter.com
[1] psu.edu
[1] fergusonfoundation.org
[1] nps.gov
[1] festeredu.com

Top Domains in Tweet in G7:
[46] controlaltachieve.com
[7] dinosaurpictures.org
[4] alteredqualia.com
[2] nullschool.net
[2] twitter.com
[1] youtube.com
[1] artofmanliness.com

Top Domains in Tweet in G8:
[9] twitter.com
[5] co.uk
[5] teacherspayteachers.com
[4] ow.ly
[2] paper.li
[2] org.uk
[2] tedk12.com
[1] osu.edu
[1] zinnedproject.org
[1] eduporium.com

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

Top Domains in Tweet in G10:
[14] twitter.com
[5] noaa.gov
[5] agu.org
[3] europa.eu
[2] droolees.com
[2] youtube.com
[2] oceansofdata.org
[1] reut.rs
[1] cdc.gov
[1] gisaid.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3524] scichat
[961] stem
[837] edchat
[666] science
[642] edtech
[629] scicomm
[419] d123
[386] elemchat
[376] sschat
[364] cpchat



Top Hashtags in Tweet in G1:
[2191] scichat
[793] stem
[672] edchat
[586] edtech
[452] science
[417] d123
[374] elemchat
[360] cpchat
[320] mschat
[312] scied

Top Hashtags in Tweet in G2:
[493] scichat
[441] scicomm
[52] darwinday
[51] science
[24] sciencetwitter
[17] biology
[17] scitlap
[17] news
[16] sciences
[14] research

Top Hashtags in Tweet in G3:
[148] scichat
[113] sponsored
[24] edchat
[12] wardsworld
[8] wardsscience
[7] stem
[7] scienceeducation
[6] scienceideas
[5] giveaway
[5] science

Top Hashtags in Tweet in G4:
[138] scichat
[126] learning
[76] science
[66] edutwitter
[44] stem
[38] educoach
[38] globaled
[17] mathchat
[16] math
[16] edapps

Top Hashtags in Tweet in G5:
[120] cell
[120] mitochondria
[102] nucleus
[18] organelles
[10] scichat
[4] cob_ecr_advocacy
[3] er
[3] scicomm
[3] septins
[2] microscopy

Top Hashtags in Tweet in G6:
[74] scichat
[30] edchat
[28] science
[23] teachertwitter
[18] sschat
[14] pblchat
[10] elemchat
[8] nationalparks
[6] findyourpark
[6] pbl

Top Hashtags in Tweet in G7:
[28] scichat
[19] controlaltachieve
[7] edtech
[5] psd70
[3] science
[3] abed
[2] sschat
[2] tlap
[2] mathchat
[1] edutwitter

Top Hashtags in Tweet in G8:
[57] scichat
[23] mathchat
[22] edchat
[20] engchat
[18] edtech
[18] stem
[14] education
[13] learning
[13] edleadership
[13] edreform

Top Hashtags in Tweet in G9:
[17] scichat
[8] stemchat
[7] oer
[6] stem
[4] elemschool
[3] earlyed
[3] free
[3] printables
[3] ocean
[3] worksheets

Top Hashtags in Tweet in G10:
[58] scichat
[18] omicron
[15] stemeducation
[14] covid19
[12] scicomm
[11] genomics
[11] b11529
[9] virology
[9] climatecrisis
[9] stemed

Top Words
Top Words in Tweet in Entire Graph:
[3518] #scichat
[1004] science
[993] garym
[965] #stem
[833] #edchat
[783] ncse
[666] #science
[643] #edtech
[629] #scicomm
[492] students

Top Words in Tweet in G1:
[2189] #scichat
[898] garym
[797] #stem
[668] #edchat
[587] #edtech
[522] science
[452] #science
[417] #d123
[402] praxismedhat
[396] 'science

Top Words in Tweet in G2:
[539] ncse
[493] #scichat
[441] #scicomm
[112] book
[97] science
[83] life
[82] garym
[76] scientists
[66] mark
[66] story

Top Words in Tweet in G3:
[193] weareteachers
[182] science
[145] #scichat
[117] poster
[113] #sponsored
[112] 10
[112] 000
[112] copies
[91] awesome
[84] send

Top Words in Tweet in G4:
[139] tcea
[138] #scichat
[126] #learning
[79] maps
[76] #science
[66] #edutwitter
[64] mguhlin
[63] interactive
[63] tools
[63] periodic

Top Words in Tweet in G5:
[122] pj_saez
[120] inside
[120] #cell
[120] #mitochondria
[102] life
[102] videoed
[102] under
[102] microscope
[102] #nucleus
[102] green

Top Words in Tweet in G6:
[74] #scichat
[43] interactive
[43] explore
[42] natgeoeducation
[41] learning
[40] students
[39] free
[34] nature
[34] park
[33] forces

Top Words in Tweet in G7:
[56] sheets
[53] ericcurts
[29] see
[28] #scichat
[28] free
[28] recorded
[28] webinar
[28] holy
[28] google
[28] activities

Top Words in Tweet in G8:
[57] #scichat
[23] #mathchat
[22] #edchat
[20] #engchat
[18] #edtech
[18] #stem
[15] teachers
[14] #education
[13] #learning
[13] #edleadership

Top Words in Tweet in G9:
[17] #scichat
[14] science
[12] openscied
[8] #stemchat
[8] looking
[7] ocean
[7] #oer
[6] #stem
[6] oer
[6] resources

Top Words in Tweet in G10:
[58] #scichat
[18] #omicron
[17] grade
[17] stem
[16] newscience101
[15] #stemeducation
[14] #covid19
[12] #scicomm
[12] students
[12] line

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[435] #stem,#scichat
[416] #scichat,#scicomm
[406] #d123,#edchat
[398] #edchat,#edtech
[397] 'science,smarts'
[355] #edtech,#cpchat
[331] #sschat,#scichat
[327] #cpchat,#elemchat
[294] #elemchat,#mschat
[275] #mschat,#hschat

Top Word Pairs in Tweet in G1:
[413] #stem,#scichat
[404] #d123,#edchat
[396] 'science,smarts'
[393] #edchat,#edtech
[354] #edtech,#cpchat
[326] #cpchat,#elemchat
[294] #elemchat,#mschat
[291] #sschat,#scichat
[275] #mschat,#hschat
[255] #hschat,#ntchat

Top Word Pairs in Tweet in G2:
[327] #scichat,#scicomm
[58] #scicomm,#scichat
[51] mark,calendar
[38] ncse,congratulations
[37] richard,leakey
[32] calendar,register
[31] climate,change
[29] leakey,#scichat
[29] whose,book
[29] book,origins

Top Word Pairs in Tweet in G3:
[112] 10,000
[112] 000,copies
[112] science,poster
[79] send,10
[79] copies,awesome
[79] awesome,science
[79] poster,classrooms
[79] classrooms,country
[79] country,last
[79] last,chance

Top Word Pairs in Tweet in G4:
[63] interactive,tools
[63] periodic,table
[63] table,mguhlin
[49] tools,#learning
[49] #learning,periodic
[49] mguhlin,#scichat
[49] #scichat,#science
[49] #science,#edutwitter
[48] tcea,interactive
[38] 5e,model

Top Word Pairs in Tweet in G5:
[120] inside,#cell
[102] life,inside
[102] #cell,videoed
[102] videoed,under
[102] under,microscope
[102] microscope,#nucleus
[102] #nucleus,green
[100] pj_saez,life
[69] green,contains
[69] contains,genetic

Top Word Pairs in Tweet in G6:
[33] forces,nature
[33] nature,interactive
[26] park,based
[23] #scichat,#science
[18] interactive,back
[18] back,better
[18] better,things
[18] things,explore
[17] explore,check
[16] virtual,tours

Top Word Pairs in Tweet in G7:
[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 G8:
[12] #edtech,#engchat
[11] #mathchat,#scichat
[11] #learning,#edleadership
[10] #edleadership,#edtech
[10] #engchat,#literacy
[10] #literacy,#scichat
[9] #edchat,#k12
[9] #k12,#learning
[9] #scichat,#mathchat
[8] #mathchat,#edreform

Top Word Pairs in Tweet in G9:
[6] #scichat,#stem
[6] #stem,#stemchat
[6] looking,oer
[6] oer,resources
[6] resources,science
[6] science,check
[6] check,openscied
[6] openscied,#scichat
[6] #scichat,lisabenjamin86
[6] lisabenjamin86,stolle_rachel

Top Word Pairs in Tweet in G10:
[12] grade,stem
[10] #scichat,#stemeducation
[8] #genomics,#bioinformatics
[8] #scichat,#scicomm
[7] #b11529,#omicron
[7] paper,circuits
[7] basic,circuitry
[7] tune,nsf_nsb
[7] nsf_nsb,livestream
[7] livestream,50

Top Replied-To
Top Replied-To in Entire Graph:
@airchorn
@johnfocook
@leecmcintyre
@galesinatra
@chrisirmscher
@gravesjl55
@khayhoe
@natureportfolio
@janegoodallinst
@tanyaofmars

Top Replied-To in G1:
@awsnsocial
@braca_m

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

Top Replied-To in G9:
@sylviaearle
@kcedventures

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

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

Top Mentioned in G2:
@ncse
@garym
@jenniferraff
@mideastmeetwest
@lemoustier
@naomioreskes
@pentaclethra
@nytimes
@theleakeyfndtn
@newscience101

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

Top Mentioned in G4:
@tcea
@mguhlin
@whatihavelearnd
@teachthought
@tjohns85
@ericcurts
@chemistrynews
@jonbergmann
@drbruceellis
@scistarter

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

Top Mentioned in G6:
@natgeoeducation
@saintfester
@gbheducation
@parkbasedlearn
@novaeducation
@novapbs
@nasa
@garym
@ncse
@petrifiednps

Top Mentioned in G7:
@ericcurts
@tcea
@nlakusta

Top Mentioned in G8:
@jasonelsom
@gifexperiments
@drescotet
@weteachmfl

Top Mentioned in G9:
@openscied
@lisabenjamin86
@stolle_rachel
@4n6teacher
@lisamonthie
@goopennetwork
@joinsciencemoms
@kristylathrop

Top Mentioned in G10:
@newscience101
@edctweets
@nsf_nsb
@gamerd0g
@droolees1
@garym
@nasa
@oceansofdata
@gwardis
@davidararipe

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

Top Tweeters in G1:
@rk70534
@viralvideovlogs
@artificialbra1n
@b1e56df9ce6549f
@awelab1956
@slate
@alisonborealis
@botfemale
@forbes
@nationalpost

Top Tweeters in G2:
@streamerwall
@streamer_boost
@jfsebastian146
@stream_caster
@twitchsie
@growurstream
@andrewmorrisuk
@sydsalesman
@nytimes
@topfanscorner

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

Top Tweeters in G4:
@stanleyepstein
@gdorn1
@thartman2u
@mguhlin
@talkingfauna
@kanek09
@kerszi
@kraekerc
@farukhoosain
@timholt2007

Top Tweeters in G5:
@puyalissara
@pcock45555111
@iyernbk
@mariolapr
@_tlr_
@biorxivpreprint
@jaychance12
@olu_gh
@pokrath
@jsteward2930

Top Tweeters in G6:
@o_g_log
@prqosjdyofn1ylj
@djriveraros
@cabal_educator
@dawnbazely
@tangibullah
@naturetechfam
@camarowrx
@nationalparkfdn
@supernova_style

Top Tweeters in G7:
@neshrie
@suvisal0
@vipulasharma1
@us_kitkat
@ericcurts
@drtamssen
@nlakusta
@aromanoecisd
@petrellipierre
@edach

Top Tweeters in G8:
@iconohash
@drescotet
@jasonelsom
@eduporium
@mrsmurat
@dgoble2001
@bkuhl2you
@echoechor
@imascientist
@mpilakow

Top Tweeters in G9:
@lauramcshanecle
@krsciencelady
@kcedventures
@edwebnet
@andycinek
@travelwithtam
@dallasschools
@missionblue
@jeffcoschoolsco
@lisamonthie

Top Tweeters in G10:
@xaelbot
@thedeveloperbot
@fabriciosx
@aprogrammerbot
@education_24x7
@bills_bot
@beartrust
@compchembiobot
@theagu
@classtechtips


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