#stem, Twitter, 10/23/2020 3:31:33 PM, 238576


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#stem_2020-10-23_07-13-47.xlsx
#stem_2020-10-23_07-13-47.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 23, 2020
Short Description:
#stem via NodeXL https://bit.ly/3ogwsyF
@stem_ai
@femtech_
@stemettes
@braincures
@jefferson_mfg
@dotsandis
@nih
@wef
@fabriciosx
@nasa

Top hashtags:
#stem
#science
#steam
#education
#stemeducation
#womeninstem
#coding
#technology
#edtech
#engineering

Description:
Description
The graph represents a network of 7,811 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 23 October 2020 at 14:26 UTC.

The requested start date was Friday, 23 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 5-hour, 29-minute period from Tuesday, 20 October 2020 at 14:15 UTC to Thursday, 22 October 2020 at 19:45 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 : 7811
Unique Edges : 5788
Edges With Duplicates : 11211
Total Edges : 16999
Number of Edge Types : 5
Retweet : 4611
MentionsInRetweet : 6596
Mentions : 3784
Tweet : 1837
Replies to : 171
Self-Loops : 1924
Reciprocated Vertex Pair Ratio : 0.0449451052150046
Reciprocated Edge Ratio : 0.0860238590346941
Connected Components : 1358
Single-Vertex Connected Components : 521
Maximum Vertices in a Connected Component : 4069
Maximum Edges in a Connected Component : 11364
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.286353
Graph Density : 0.000149777284767485
Modularity : 0.525587
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 7,811 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 23 October 2020 at 14:26 UTC.

The requested start date was Friday, 23 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 5-hour, 29-minute period from Tuesday, 20 October 2020 at 14:15 UTC to Thursday, 22 October 2020 at 19:45 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 : #stem
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:
[28] https://www.qtlearn.in/
[27] http://aka.ms/htcstem
[25] https://www.inscribirme.com/stemwomencongress20201
[19] https://twitter.com/cnni/status/1318231720026656768
[14] https://www.weforum.org/agenda/2020/10/women-equal-men-stem-jobs-confidence?utm_source=twitter&utm_medium=social_scheduler&utm_term=Emerging+Technologies&utm_content=22/10/2020+16:15
[14] https://www.weforum.org/agenda/2020/10/women-equal-men-stem-jobs-confidence?utm_source=twitter&utm_medium=social_scheduler&utm_term=Emerging+Technologies&utm_content=22%2F10%2F2020+15%3A30
[13] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D02exEmOmDH0&q=EgS4SO-bGM_VtfwFIhkA8aeDS2JsPta0we7RDqoFL0xkvzxlKQExMgFy
[12] https://qtlearn.in/
[12] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkG6H-1EnnZQ%26t%3D13s&q=EgS4SO-bGI3Vv_wFIhkA8aeDS879G51yX_UjSTXpp-fsUC4VnuYnMgFy
[12] https://amritafoundation.wordpress.com/2020/10/12/the-negative-part-of-kids-coding/

Top URLs in Tweet in G1:
[4] https://cessas.co/novedades/coderz-amazon-cyber-robotics-challenge/
[3] https://twitter.com/3M/status/1316150745914380288
[3] https://www.etsy.com/listing/875479324/juliana-de-topaz-amber-rhinestones?ref=listings_manager_grid
[2] https://positivehire.co/self-care-strategies/?utm_campaign=self-care-strategies-for-diverse-stem-leaders-during-social-change&utm_medium=social_link&utm_source=missinglettr
[2] https://thejournal.com/articles/2020/10/19/the-lack-of-diversity-in-stem-stops-with-us.aspx
[2] https://www.siliconrepublic.com/people/data-science-women-in-stem?utm_source=ONTRAPORT-email-broadcast&utm_medium=ONTRAPORT-email-broadcast&utm_term=&utm_content=Data+Science+Insider:+October+16th,+2020&utm_campaign=17102020
[2] https://twitter.com/Jefferson_MFG/status/1318606796567859201
[2] https://www.fastcompany.com/90564801/stem-careers-require-the-same-kind-of-creative-thinking-as-the-arts-says-new-research
[2] https://carlyandadam.com/thecarlyandadam/halloween-stem-challenges
[2] https://outpostcon.com/registration/

Top URLs in Tweet in G2:
[6] http://www.amazon.com/Tangram-Zoo-Word-Puzzles-Too/dp/1470124777/
[5] https://www.youtube.com/watch?v=ekggq-j24XM&feature=emb_logo

[4] https://twitter.com/WomenON/status/1319277327138889728
[4] https://www.hawaiibusiness.com/reaching-for-the-stars/
[3] https://ace-ed.org/women-in-stem/
[3] https://mailchi.mp/9cd80fb7dd8e/distance-learning-resources-for-teachers-and-parents
[3] https://books2read.com/u/49ZYVw?utm_sq=givhm45iel
[3] https://twitter.com/cnni/status/1318231720026656768
[3] https://teacheridea.com/digest/ideas_3001_to_3500/teacheridea_3414_fall_stem_activities_engaging_fun.htm
[3] http://robotstemtpa.vn/

Top URLs in Tweet in G3:
[27] https://www.qtlearn.in/
[13] https://www.weforum.org/agenda/2020/10/women-equal-men-stem-jobs-confidence?utm_source=twitter&utm_medium=social_scheduler&utm_term=Emerging+Technologies&utm_content=22/10/2020+16:15
[13] https://www.weforum.org/agenda/2020/10/women-equal-men-stem-jobs-confidence?utm_source=twitter&utm_medium=social_scheduler&utm_term=Emerging+Technologies&utm_content=22%2F10%2F2020+15%3A30
[12] https://qtlearn.in/
[12] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkG6H-1EnnZQ%26t%3D13s&q=EgS4SO-bGI3Vv_wFIhkA8aeDS879G51yX_UjSTXpp-fsUC4VnuYnMgFy
[12] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3D02exEmOmDH0&q=EgS4SO-bGM_VtfwFIhkA8aeDS2JsPta0we7RDqoFL0xkvzxlKQExMgFy
[12] https://amritafoundation.wordpress.com/2020/10/12/the-negative-part-of-kids-coding/
[10] https://pages.razorpay.com/pl_FIZl5Lvm7NZ4Zp/view
[9] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DkG6H-1EnnZQ%26t%3D11s&q=EgS4SO-bGIGquvwFIhkA8aeDS1nYuhungKe9uW7l2jMCvLyPmp4RMgFy
[8] https://ukaea.zoom.us/j/97766767969

Top URLs in Tweet in G4:
[10] https://calililiindies.com/2020/03/14/cells-have-walls-that-talk-dont-they-socialdistancing-covid19-the-two-main-characters-in-my-movie-are-never-in-the-same-room-cali-lili/
[8] https://www.amazon.com/3Dmate-Multi-Purpose-Patent-Pending-Printing/dp/B076H1RBJW?ref_=maas_adg_823369C12B4E28DCDAFE1FC8AC535E48_afap_abs&tag=meastus-20&ref=mm_d3380136-534c-438a-b052-61968f54e587
[5] https://www.wsj.com/articles/women-founders-of-ai-startups-take-aim-at-gender-bias-11601388625
[5] https://zoom.us/meeting/register/tJYof-yrrDwoHtUNeo0vpjPPzLppsaoZ6EV-
[5] https://zoom.us/meeting/register/tJwld-utrDIsGtCwrKd-O1SkUd4Uet16jtly
[4] http://paper.li/e-1467642561
[4] http://stemeducation.news
[4] https://thejournal.com/articles/2020/10/12/moonshot-project-to-propel-girls-into-stem.aspx?s=the_nu_191020&oly_enc_id=9231B7815812D0T
[4] https://stemettes.org/explore/
[4] https://www.instagram.com/stemettes/

Top URLs in Tweet in G5:
[4] http://dailystem.com/news/
[4] http://dailystem.com/resources/
[4] https://github.com/mytechnotalent/Python-For-Kids
[3] https://solveitforkids.com/podcast/episode-23-what-do-you-do-if-you-lose-your-dolphin
[3] http://loa.afterschoolalliance.org/accounts/signup/?utm_source=twitter&utm_term=partner
[3] http://www.nasa.gov/press-release/nasa-astronaut-chris-cassidy-crewmates-land-safely-back-on-earth
[2] https://hwcdn.libsyn.com/p/c/a/4/ca465b8694b22756/dr_justine_dolphins.mp3?c_id=86335259&cs_id=86335259&expiration=1603464714&hwt=7892f5d310a536c033f2394b2b32632a
[2] https://hwcdn.libsyn.com/p/c/a/4/ca465b8694b22756/dr_justine_dolphins.mp3?c_id=86335259&cs_id=86335259&expiration=1603464577&hwt=1c1feb9ef1c8a51028a83471bda94b62
[2] https://www.cnn.com/2020/10/18/us/anika-chebrolu-covid-treatment-award-scn-trnd/index.html
[2] https://www.robives.com/books/build-it-make-it/

Top URLs in Tweet in G6:
[3] https://inspiringstem.zapnito.com/users/82499-martin-delahunty/posts/32728-women-in-tech-suffer-because-of-american-myth-of-meritocracy
[2] https://www.linkedin.com/slink?code=gmSWk5A
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41562-020-00937-1
[1] https://www.linkedin.com/slink?code=g64BgYr
[1] https://www.linkedin.com/slink?code=dkWicnG
[1] http://mothersinscience.om/survey
[1] https://msu.co1.qualtrics.com/jfe/form/SV_8dpnCTJ4nte68Jv
[1] https://paritymovement.org/newsletter/
[1] http://adatheshow.com
[1] http://AdaTheShow.com

Top URLs in Tweet in G7:
[1] https://twitter.com/libraryarchives/status/1318885419723988994

Top URLs in Tweet in G8:
[6] https://www.facebook.com/groups/rise.in.stem
[3] https://www.stcc.edu/about-stcc/news/stcc-awarded-250000-to-boost-mechanical-engineering-technology-.html
[3] https://www.youtube.com/user/forerunner00
[3] https://www.wgbh.org/news/science-and-technology/2020/10/16/women-in-stem-local-push-to-change-underrepresentation-in-the-industry
[2] https://www.youtube.com/watch?v=xvQNQLz3_qI&feature=youtu.be

[2] https://www.weareteachers.com/how-things-are-made-videos/?utm_content=1599590323&utm_medium=social&utm_source=facebook&fbclid=IwAR0fN1zjFlzv2mU0kA2CUgDD_yQ9LnpzEpVtxyvV7QI93fxOVOKlf1iv3v4
[2] https://stcc.edu/stem-week
[2] https://www.stcc.edu/about-stcc/news/stcc-welcomes-springfield-middle-schoolers-for-physics-of-basketball.html
[2] https://www.stcc.edu/about-stcc/news/stcc-student-helping-to-stage-podcamp-a-social-media-unconference.html
[2] https://sites.google.com/nrpsk12.org/stemweek2020/wednesday-1021/north-reading-first-robotics-information?authuser=1

Top URLs in Tweet in G9:
[6] https://www.youtube.com/watch?v=xVVyS62B980&feature=youtu.be

[3] https://www.pnnl.gov/news-media/nuclear-science-week-honors-nuclear-science-technology-engineering
[2] https://www.idesignsol.com/events
[2] https://us02web.zoom.us/webinar/register/WN_5dp-jmnsT9mZsx-Pg5wfPQ
[2] https://www.youtube.com/watch?v=7LpHnoONCXo&feature=youtu.be

[2] https://brainstemtv.org/live-labs/
[1] https://www.cybersecuritychallenge.org.uk/cybercenturion-vii-registration
[1] https://www.linkedin.com/slink?code=gjbmwFY
[1] https://cyberforcecompetition.com/volunteers/
[1] https://www.cyber.nj.gov/public-data-breaches/barnes-and-noble

Top URLs in Tweet in G10:
[4] https://hopin.to/events/eyu?ref=bdedc75db2dc
[4] https://www.momstograndma.com/2020/10/meowloween-giveaway-hop-featuring.html
[3] https://docs.google.com/forms/d/e/1FAIpQLSfNPBCbROQ_x4J1H68baOxOUNZZ--yU4L8sFhNuZW95Gd_fwA/viewform
[3] https://www.readworks.org/find-content#!s0:/q:/g:/t:/s:358/cid:/f:0/pt:AAD/features:/staff_picks:/sel:/
[2] http://www.susiesreviews.com/2020/10/win-intelino-smart-toy-train-smartest.html
[2] https://www.marketscreener.com/quote/stock/AECOM-50181/news/AECOM-and-Lund-Humphries-release-Underground-Cities-New-Frontiers-in-Urban-Living-a-book-exploring-31345685/?utm_sq=gjbkxhnmjy
[2] https://woobox.com/cs7wkg/n1hzbr
[2] https://steampoweredpoetry.com/think-like-a-scientist/
[2] https://inputmakers.com/componentes/conectar-pantalla-lcd-a-arduino-por-conexion-i2c
[1] https://towardsdatascience.com/data-scientist-should-know-software-engineering-best-practices-f964ec44cada?utm_sq=gjbkzdhdz1

Top Domains
Top Domains in Tweet in Entire Graph:
[512] twitter.com
[153] youtube.com
[116] google.com
[56] linkedin.com
[52] co.uk
[48] zoom.us
[47] wordpress.com
[41] vubblepop.com
[40] qtlearn.in
[39] woobox.com

Top Domains in Tweet in G1:
[104] twitter.com
[27] linkedin.com
[17] youtube.com
[10] instagram.com
[10] radian6.com
[6] co.uk
[6] etsy.com
[5] tes.com
[5] org.uk
[4] zoom.us

Top Domains in Tweet in G2:
[46] twitter.com
[22] youtube.com
[17] careerarc.com
[9] co.uk
[9] linkedin.com
[9] edc.org
[7] amazon.com
[6] nasa.gov
[6] robotlab.com
[6] grantwriters.net

Top Domains in Tweet in G3:
[66] google.com
[39] qtlearn.in
[27] weforum.org
[13] twitter.com
[13] wordpress.com
[11] youtube.com
[11] zoom.us
[10] razorpay.com
[7] womentech.net
[5] skillmeup.com

Top Domains in Tweet in G4:
[32] twitter.com
[12] calililiindies.com
[11] amazon.com
[11] youtube.com
[10] zoom.us
[10] bah.com
[8] instagram.com
[8] donorschoose.org
[5] wsj.com
[5] stemettes.org

Top Domains in Tweet in G5:
[21] twitter.com
[9] dailystem.com
[9] nasa.gov
[8] libsyn.com
[4] solveitforkids.com
[4] afterschoolalliance.org
[4] amazon.com
[4] voicestorm.com
[4] github.com
[3] shpe.org

Top Domains in Tweet in G6:
[4] linkedin.com
[3] zapnito.com
[2] adatheshow.com
[2] nature.com
[1] mothersinscience.om
[1] qualtrics.com
[1] paritymovement.org
[1] eschoolnews.com
[1] peoplebehindthescience.com

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G8:
[15] stcc.edu
[11] google.com
[8] twitter.com
[6] youtube.com
[6] facebook.com
[3] wgbh.org
[3] bit.ly
[2] weareteachers.com
[2] dapcep.org
[2] massstemweek.org

Top Domains in Tweet in G9:
[10] youtube.com
[4] nj.gov
[4] twitter.com
[3] pnnl.gov
[2] idesignsol.com
[2] zoom.us
[2] brainstemtv.org
[1] org.uk
[1] linkedin.com
[1] cyberforcecompetition.com

Top Domains in Tweet in G10:
[4] hopin.to
[4] steampoweredpoetry.com
[4] momstograndma.com
[3] google.com
[3] readworks.org
[2] susiesreviews.com
[2] marketscreener.com
[2] woobox.com
[2] learnbylayers.com
[2] bit.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5101] stem
[455] science
[300] steam
[281] education
[257] stemeducation
[249] womeninstem
[202] coding
[173] technology
[160] edtech
[159] engineering



Top Hashtags in Tweet in G1:
[601] stem
[57] science
[43] stemeducation
[37] steam
[34] education
[34] engineering
[20] technology
[18] womeninstem
[17] covid19
[17] teachers

Top Hashtags in Tweet in G2:
[531] stem
[33] steam
[28] science
[21] education
[18] space
[17] womeninstem
[15] stemeducation
[15] stemed
[14] edtech
[13] grantalert

Top Hashtags in Tweet in G3:
[360] stem
[133] coding
[90] 100daysofcode
[52] technology
[52] education
[52] codingcult
[51] qtpi
[50] codenewbies
[50] robotics
[49] futureofwork

Top Hashtags in Tweet in G4:
[324] stem
[126] womeninstem
[42] octoberexplore
[39] womenintech
[38] girlsinstem
[26] science
[24] covid19
[23] cells
[23] 3dmate
[20] movie

Top Hashtags in Tweet in G5:
[219] stem
[35] steam
[22] science
[22] stemeducation
[20] space
[18] dailystem
[15] codeweek
[14] microbit
[13] stemed
[13] podcast

Top Hashtags in Tweet in G6:
[20] stem
[10] science
[7] scicomm
[6] ant
[6] ants
[6] antman
[4] womenintech
[4] adasarmy
[4] sciencetwitter
[3] researchculture

Top Hashtags in Tweet in G7:
[8] blackhistorymonth
[3] stem
[1] bhm
[1] ukmfg
[1] canzuktechnolgy
[1] engineering
[1] elsiemcgill
[1] queenofthehurricanes
[1] canzukdefence
[1] octoberexplore

Top Hashtags in Tweet in G8:
[115] stem
[34] massstemweek
[15] steam
[14] stcc
[13] seeyourselfinstem
[11] macommunitycolleges
[7] edchat
[6] stemweek
[6] dapcep
[5] womeninstem

Top Hashtags in Tweet in G9:
[54] stem
[21] trailblazing
[21] nationalchemistryweek
[18] nuclearsciweek
[10] cyber
[9] cybersecurity
[6] cyberforce
[6] cybercompetition
[6] redteam
[6] greenteam

Top Hashtags in Tweet in G10:
[91] stem
[47] stemlearning
[47] thelittleenginethatcould
[47] toytrains
[14] k12
[12] technology
[9] stemeducation
[8] science
[8] teachers
[8] engineering

Top Words
Top Words in Tweet in Entire Graph:
[5101] #stem
[824] stem
[630] students
[623] more
[518] science
[509] join
[456] #science
[448] today
[413] women
[401] next

Top Words in Tweet in G1:
[600] #stem
[98] stem
[76] more
[62] science
[60] students
[57] #science
[43] #stemeducation
[41] learn
[38] today
[37] women

Top Words in Tweet in G2:
[531] #stem
[90] more
[71] stem
[64] students
[53] technology
[41] learning
[40] learn
[36] make
[34] science
[34] great

Top Words in Tweet in G3:
[360] #stem
[133] #coding
[92] qtpiofficial
[90] #100daysofcode
[81] learn
[78] coding
[66] app
[61] enricomolinari
[59] kids
[57] sparklekits

Top Words in Tweet in G4:
[324] #stem
[126] #womeninstem
[89] stemettes
[87] stem
[72] join
[64] free
[63] more
[59] women
[54] october
[53] careers

Top Words in Tweet in G5:
[219] #stem
[53] build
[45] nasa
[39] dailystem
[35] #steam
[34] make
[31] latest
[30] stem
[29] book
[29] land

Top Words in Tweet in G6:
[20] #stem
[10] ukri_ceo
[10] #science
[9] jeremyfarrar
[7] #scicomm
[7] braincures
[7] do_kinder
[7] drumeshprabhu
[7] talal_al_shamri
[7] speakupatwork

Top Words in Tweet in G7:
[197] bae
[196] systems
[196] investing
[196] next
[196] generation
[196] british
[196] engineers
[196] taking
[196] 800
[196] apprentices

Top Words in Tweet in G8:
[115] #stem
[38] stem
[34] #massstemweek
[34] join
[31] week
[28] students
[25] massstemweek
[19] teacher
[18] massachusetts
[15] today

Top Words in Tweet in G9:
[54] #stem
[27] njcybersecurity
[27] highlighting
[25] teachers
[22] re
[22] chemists
[21] #trailblazing
[21] female
[21] #nationalchemistryweek
[21] starting

Top Words in Tweet in G10:
[146] train
[143] smart
[97] intelino
[95] toy
[95] built
[91] #stem
[53] technology
[50] win
[49] giveaway
[48] featuring

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[239] next,generation
[200] bae,systems
[200] systems,investing
[200] taking,800
[200] 800,apprentices
[199] investing,next
[199] generation,british
[199] british,engineers
[199] engineers,taking
[199] apprentices,recruiting

Top Word Pairs in Tweet in G1:
[26] #stem,#steam
[22] #stem,#stemeducation
[18] learn,more
[16] #stem,#science
[15] #science,#stem
[11] #teachers,#stem
[10] challenge,stereotypes
[10] stereotypes,check
[10] check,list
[10] list,amazing

Top Word Pairs in Tweet in G2:
[29] technology,#stem
[23] learn,more
[19] #stem,#steam
[13] #steam,#stem
[12] #stem,#womeninstem
[11] #stem,learning
[11] due,11
[11] 20,grantgeek
[10] #stem,#stemeducation
[9] #science,#stem

Top Word Pairs in Tweet in G3:
[53] try,hour
[46] #stem,#futureofwork
[41] trial,class
[39] loves,#coding
[39] hour,coding
[38] coding,trial
[37] #ai,#stem
[34] #codingcult,#codenewbies
[32] #adalovelaceday,pleasure
[32] pleasure,host

Top Word Pairs in Tweet in G4:
[35] half,term
[34] #stem,#womeninstem
[34] join,stemettes
[34] series,sessions
[34] sessions,exploring
[34] exploring,stem
[34] stem,careers
[34] careers,advice
[34] advice,opportunities
[30] role,models

Top Word Pairs in Tweet in G5:
[26] build,make
[26] make,latest
[26] latest,book
[26] book,build
[26] build,land
[26] land,vehicles
[26] vehicles,watercraft
[26] watercraft,flying
[26] flying,machines
[26] machines,robots

Top Word Pairs in Tweet in G6:
[7] do_kinder,drumeshprabhu
[7] drumeshprabhu,talal_al_shamri
[7] talal_al_shamri,jeremyfarrar
[7] jeremyfarrar,ukri_ceo
[7] ukri_ceo,speakupatwork
[7] speakupatwork,laura_corbeth
[7] laura_corbeth,matthijsseamy
[6] braincures,do_kinder
[6] matthijsseamy,fit4duty_e
[6] #ant,#ants

Top Word Pairs in Tweet in G7:
[196] bae,systems
[196] systems,investing
[196] investing,next
[196] next,generation
[196] generation,british
[196] british,engineers
[196] engineers,taking
[196] taking,800
[196] 800,apprentices
[196] apprentices,recruiting

Top Word Pairs in Tweet in G8:
[14] #stem,news
[13] #stcc,#stem
[11] news,stcc
[10] #massstemweek,#seeyourselfinstem
[10] #seeyourselfinstem,#macommunitycolleges
[10] #stem,week
[10] gordon,mitchell
[10] mitchell,school's
[10] school's,east
[10] east,bridgewater

Top Word Pairs in Tweet in G9:
[21] re,highlighting
[21] highlighting,#trailblazing
[21] #trailblazing,female
[21] female,chemists
[21] chemists,#nationalchemistryweek
[21] #nationalchemistryweek,starting
[21] starting,marie
[21] marie,maynard
[21] maynard,daly
[20] techbridgegirls,re

Top Word Pairs in Tweet in G10:
[95] intelino,smart
[95] smart,toy
[95] toy,train
[95] train,built
[48] giveaway,featuring
[48] featuring,intelino
[48] built,smart
[48] smart,technology
[48] technology,including
[48] including,optical

Top Replied-To
Top Replied-To in Entire Graph:
@hrfahmedabad
@massstemweek
@shrimplingsoup
@1stgscholars
@dbetteracademia
@donnalg4
@erbsteam
@dailystem
@evguy7
@60minutes

Top Replied-To in G1:
@codislabgraz

Top Replied-To in G2:
@repmarkgreen
@ascendspace
@xplorespacemag
@libprincipal
@access2equityed
@teemsproject
@allianceaspire
@dogwooddreamer1
@torybruno
@corresponsables

Top Replied-To in G3:
@schleicheroecd
@jameswester
@alamadi1
@dailystem

Top Replied-To in G4:
@60minutes
@girlsintech_wit
@ofcourse_global
@comscistemcu
@mezzopwr
@thisamerlife
@lafemmeisobel
@progressntwrk
@formerhomeles39
@stemconnector

Top Replied-To in G5:
@donnalg4
@erbsteam
@dailystem
@eduscape
@klimkowskimrs
@megfara
@mistercavey
@teacherfromfl
@b4careers

Top Replied-To in G6:
@dbetteracademia
@keith_jebb
@do_kinder
@mathsedideas
@womenwholead2

Top Replied-To in G8:
@massstemweek
@amesburymiddle
@janegoodallinst

Top Replied-To in G9:
@project_veritas

Top Replied-To in G10:
@laschools

Top Mentioned
Top Mentioned in Entire Graph:
@jefferson_mfg
@qtpiofficial
@stemwomeneurope
@stemettes
@fmdigitale
@susieqpon
@learnography
@enricomolinari
@realcolinmac
@sueparks2003

Top Mentioned in G1:
@researchhub
@cessas_edu
@cx_middlesex
@vikisecretscom
@davinci_program
@profbrady
@bevingtonrbkc
@carlyandadam
@macaronikidpbg
@getmecoding

Top Mentioned in G2:
@nsf
@grantgeek
@edctweets
@torybruno
@qtpiofficial
@higherorbits
@chatphysics
@aims_next
@microbit_edu
@wosdec

Top Mentioned in G3:
@qtpiofficial
@enricomolinari
@wef
@realcolinmac
@sallyeaves
@j
@sparklekits
@embeddednature
@nicochan33
@anumsarmadmalik

Top Mentioned in G4:
@stemettes
@oxfordphysics
@calililiindies
@style_rk
@donorschoose
@csiro
@google
@womeninstemau
@the3dmate
@sciencegovau

Top Mentioned in G5:
@dailystem
@nasa
@robives
@codeweekeu
@girlsmoonshot
@jedliemagic
@kidssolve
@jenswanbooks
@rashidfdavis
@eu_robotics

Top Mentioned in G6:
@ukri_ceo
@jeremyfarrar
@braincures
@drumeshprabhu
@talal_al_shamri
@speakupatwork
@laura_corbeth
@matthijsseamy
@do_kinder

Top Mentioned in G7:
@jefferson_mfg
@wmftg_news
@stemettes

Top Mentioned in G8:
@massstemweek
@massltgov
@harvard
@s_t_c_c
@pltworg
@umassmedical
@thehall
@everfi
@mass_stemhub
@jenndonais

Top Mentioned in G9:
@njcybersecurity
@techbridgegirls
@doescience
@youtube
@ans_org
@oriseaspire
@idesignsol
@energypnnl
@nyugphbiostats
@lorirossoneil

Top Mentioned in G10:
@susieqpon
@sueparks2003
@learnbylayers3d
@geogebra
@sparklekits
@curriki
@eyu_ucla
@byokits
@ucriverside
@yeahlifestyle

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@paoloigna1
@cowboyscifibot
@bella623
@robre62
@british_airways
@renaissancefai
@kat4obama
@cybersec_feeds

Top Tweeters in G1:
@renaissancefai
@jenkers_en
@eraser
@jmhardinboston
@fred_bot_
@einpresswirepr
@fangirlcantina
@jfouts
@tercerainfo3i
@warmgingertea

Top Tweeters in G2:
@iartg
@thehill
@lgbtqplusbot
@vashtiqv
@emmav6
@corresponsables
@cher1977sherri
@betteastevens
@kz_howell
@machine_ml

Top Tweeters in G3:
@evankirstel
@codernotesbot
@xaelbot
@codedailybot
@fintechna
@robinmcouch
@calcaware
@bot_innovation
@llnuxbot
@codegnuts

Top Tweeters in G4:
@british_airways
@femtech_
@sallyrmelb
@aschettino
@leftboomer
@cnni
@calililiindies
@richardhurst19
@raye8405
@encouragedone

Top Tweeters in G5:
@sectest9
@cowboyscifibot
@bella623
@aaroncuddeback
@felipeadanlerma
@cybersecurityn8
@jacobussystems
@mrschureads
@startrailsiv
@lilian3roberts

Top Tweeters in G6:
@marshawright
@googleexpertuk
@marshacollier
@drumeshprabhu
@rednationrising
@biancajagger
@piersmorgan
@timeshighered
@nickystevo
@hrw

Top Tweeters in G7:
@magicdmw
@kilsally
@scorpiotiger77
@neiljamesweekes
@gilljames54
@timg33
@positive4uk
@marshmyst
@r_de_gerber
@dijolliffe

Top Tweeters in G8:
@shelbytmitchell
@nhlbruins
@canes
@patriots
@asuboy19
@harvard
@tea_valenti
@toyota
@defendernetwork
@theresajhall

Top Tweeters in G9:
@cybersec_feeds
@vievararosel
@jayeshmthakur
@walkerdoug
@gurgling_mrd
@pierre018
@pendngpublicist
@timpatalpostma
@realdonaldtrump
@24truetonetenor

Top Tweeters in G10:
@discoverself
@mikihope
@g_kohls
@askchefdennis
@goodbuysalltime
@spaceshipslb
@jsismee
@sineapies
@disneydream717
@antiquebasket


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