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#stem_2017-05-19_08-26-08.xlsx
#stem_2017-05-19_08-26-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 19, 2017
Short Description:
#stem via NodeXL http://bit.ly/2qBDbrw
@atmostech
@teachingstem
@archi__pi
@stemconnector
@mcadamtech
@stemeducation
@stemambassadors

Description:
Description
The graph represents a network of 5,392 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, 19 May 2017 at 15:29 UTC.

The requested start date was Friday, 19 May 2017 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 16-hour, 7-minute period from Wednesday, 17 May 2017 at 07:53 UTC to Friday, 19 May 2017 at 00:01 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 : 5392
Unique Edges : 6684
Edges With Duplicates : 1706
Total Edges : 8390
Self-Loops : 1945
Reciprocated Vertex Pair Ratio : 0.0417609187402123
Reciprocated Edge Ratio : 0.0801737097043594
Connected Components : 1547
Single-Vertex Connected Components : 621
Maximum Vertices in a Connected Component : 961
Maximum Edges in a Connected Component : 1970
Maximum Geodesic Distance (Diameter) : 28
Average Geodesic Distance : 11.3822
Graph Density : 0.000205963395416143
Modularity : 0.747152
NodeXL Version : 1.0.1.380

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[97] Program
[96] https://www.snapmunk.com/elbow-exoskeleton-build-program-kickstarter/?utm_campaign=coschedule&utm_source=twitter&utm_medium=SnapMunk&utm_content=An
[96] Elbow
[96] Exoskeleton
[96] You
[96] Can
[96] Build
[96] And
[96] Yourself
[52] https://www.buzzfeed.com/azeenghorayshi/caltech-students-protest-professor-harassment?utm_term=.npZDX4m0v5#.dokvpPQDNe

Top URLs in Tweet in G1:
[12] http://irvineia.wix.com/the-orlando-file
[7] http://ssrvideo.com
[6] http://royalcyberclub.com/summer-camp-5895
[4] http://hechingerreport.org/school-programs-can-boost-interest-stem-research-shows/
[4] https://twitter.com/_malikalleone/status/864646315896131584
[3] https://www.usnews.com/opinion/knowledge-bank/articles/2017-05-10/the-us-must-address-disparities-in-access-to-stem-education
[3] http://www.gateways.edu.au/programs/eureka
[3] https://twitter.com/ROKAutomation/status/864847223036813312
[3] http://royalcyberclub.com/summer-camp-6574/
[3] http://trends.knack.be/economie/e-business/it-sector-is-niet-voorbehouden-aan-hoogopgeleiden/article-opinion-854627.html

Top URLs in Tweet in G2:
[11] https://www.stemgames.org.au/
[5] http://www.learnbydesign.co.uk/clients/
[3] https://twitter.com/openculture/status/865237256516247556
[3] http://dy.si/7AFSM
[3] https://www.microsoft.com/es-es/store/p/ohbot/9pmnnrj2kb3s?rtc=1
[3] http://www.amazon.com/Learning-Resources-Primary-Shapes-Template/dp/B004DJ65XK%3FSubscriptionId%3DAKIAIV3IRQ7O6IBV7VQQ%26tag%3Dbiocourseware-20%26linkCode%3Dxm2%26camp%3D2025%26creative%3D165953%26creativeASIN%3DB004DJ65XK
[3] http://www.amazon.com/4M-Kidz-Labs-Robotic-Hand/dp/B01BEM8R7A%3FSubscriptionId%3DAKIAIV3IRQ7O6IBV7VQQ%26tag%3Dbiocourseware-20%26linkCode%3Dxm2%26camp%3D2025%26creative%3D165953%26creativeASIN%3DB01BEM8R7A
[3] http://www.amazon.com/Kidz-Labs-Tin-Can-Robot/dp/B0015QJBW6%3FSubscriptionId%3DAKIAIV3IRQ7O6IBV7VQQ%26tag%3Dbiocourseware-20%26linkCode%3Dxm2%26camp%3D2025%26creative%3D165953%26creativeASIN%3DB0015QJBW6
[2] http://ltd.edc.org/Eight-EDC-Videos-NSF-STEM-Showcase
[2] http://www.amazon.com/Nova-Corallo-Politcal-Non-illuminated-Globe/dp/B004TETA40%3FSubscriptionId%3DAKIAIV3IRQ7O6IBV7VQQ%26tag%3Dbiocourseware-20%26linkCode%3Dxm2%26camp%3D2025%26creative%3D165953%26creativeASIN%3DB004TETA40

Top URLs in Tweet in G3:
[10] http://careers.advancingwomen.com/?utm_content=bufferbed61&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.usnews.com/opinion/knowledge-bank/articles/2017-05-10/the-us-must-address-disparities-in-access-to-stem-education
[4] https://ampitup.gatech.edu/sites/default/files/publications/the_inventure_challenge-_inspiring_stem_learning_through_invention_and_entrepreneurship.pdf
[4] http://www.cnbc.com/2017/05/08/girl-scouts-ceo-urges-young-girls-to-be-fearless-in-science.html
[3] https://targetjobs.co.uk/career-sectors/construction-and-building-services/advice/339650-a-womans-world-advice-for-women-in-architecture-construction-engine?utm_source=socialmedia&utm_medium=twitter&utm_content=post&utm_campaign=targetjobs
[3] http://po.st/scms/OrMCe04Lcp0lOFmbYkI_U_XzR5waCzOdvDEbTUELcp0/GJaYKg
[3] http://www.unitingaviation.com/general-interest/historic-dream-soar-mission/
[2] https://twitter.com/ajenglish/status/864873164613885952
[2] https://twitter.com/NRF_News/status/864739044818866177
[2] https://twitter.com/girlscouts/status/864974820747948033

Top URLs in Tweet in G4:
[95] https://www.snapmunk.com/elbow-exoskeleton-build-program-kickstarter/?utm_campaign=coschedule&utm_source=twitter&utm_medium=SnapMunk&utm_content=An
[95] Elbow
[95] Exoskeleton
[95] You
[95] Can
[95] Build
[95] And
[95] Program
[95] Yourself
[1] https://twitter.com/i/web/status/865310806187134980

Top URLs in Tweet in G5:
[10] http://zenoot.com/articles/90-of-uk-manufacturers-want-more-young-people-to-enter-industry/
[4] https://www.youtube.com/watch?v=iUBySCp5Xqo&feature=youtu.be
[4] https://twitter.com/UKBayer/status/864872260636725249
[3] http://www.in-comm.co.uk/
[2] https://twitter.com/Ogdenprimary/status/864783191877595136
[1] https://twitter.com/i/web/status/865120334768467968
[1] https://twitter.com/i/web/status/865128470485094401
[1] https://twitter.com/i/web/status/864748628577054720
[1] https://twitter.com/i/web/status/864800236115562497
[1] https://twitter.com/i/web/status/865301724222951425

Top URLs in Tweet in G6:
[52] https://www.buzzfeed.com/azeenghorayshi/caltech-students-protest-professor-harassment?utm_term=.npZDX4m0v5#.dokvpPQDNe
[2] http://www.engineering.com/Education/EducationArticles/ArticleID/14894/3D-and-Virtual-Tech-Can-Transform-STEM-Education.aspx#.WRyr9lnx85A.twitter
[2] http://www.aviationtoday.com/2017/05/10/dassault-grant-funds-new-stem-training/#.WRyqEeYEspo.twitter
[2] http://paper.li/RialtoBoard/1474546020?edition_id=bf7a2ec0-3b44-11e7-9b48-0cc47a0d1609
[1] https://twitter.com/i/web/status/864932251913662464
[1] https://twitter.com/i/web/status/864934240227667972
[1] http://paper.li/RialtoBoard/1409595742?edition_id=6e1a79c0-3c18-11e7-9b48-0cc47a0d1609
[1] http://paper.li/RialtoBoard/1474546020?read=http%3A%2F%2Fteachbesideme.com%2Fwhy%2Dstem%2Dsteam%2Deducation%2Dmatters%2F
[1] http://paper.li/RialtoBoard/1474546020?edition_id=e9cb0f90-3c0d-11e7-9b48-0cc47a0d1609
[1] https://twitter.com/i/web/status/865325686847700992

Top URLs in Tweet in G7:
[7] https://www.edutopia.org/article/12-inspiring-stem-books-girls-emelina-minero
[4] http://www.STEMxm.com/episode3/
[4] https://www.edutopia.org/article/12-inspiring-stem-books-girls-emelina-minero?platform=hootsuite
[3] http://www.edupr.io/1N8e3Es
[3] http://www.fraserburghherald.co.uk/news/education/mintlaw-students-top-science-challenge-1-4448254
[2] http://harvardpolitics.com/online/women-in-tech-the-missing-demographic/
[2] http://corelaboratewa.org/we-are-all-prototypes/?utm_campaign
[2] http://www.edupr.io/STEAM2dream
[2] https://www.edutopia.org/blog/implicit-bias-stem-classroom-cindy-hoisington
[2] http://stemforall2017.videohall.com/presentations/930?platform=hootsuite

Top URLs in Tweet in G8:
[2] http://www.diaryofelle.com/
[2] https://twitter.com/benartyps/status/864798818960896000
[1] https://www.eventbrite.com.au/e/engaging-young-audiences-with-science-tickets-34187321198
[1] http://www.chiefscientist.gov.au/2017/05/stem-partnerships-forum-first-meeting/?platform=hootsuite
[1] https://twitter.com/i/web/status/863929628653740032
[1] https://twitter.com/i/web/status/865116327081517056
[1] https://www.youtube.com/watch?v=98SIUMnwxzI&feature=youtu.be
[1] http://www.techgirlsmovement.org/new-techgirls-tee/
[1] http://www.techgirlsmovement.org/new-techgirls-tee/vg87u29zay2nxogkozgrq2g1191ht5
[1] http://www.techgirlsmovement.org/chibitronics/

Top URLs in Tweet in G9:
[5] https://www.tcea.org/blog/hot-air-balloon-challenge/
[4] http://stemforall2017.videohall.com/presentations/869
[3] http://www.scoop.it/t/ipads-in-education/p/4079090769/2017/05/17/can-early-experiences-with-computers-robots-increase-stem-interest-among-young-girls?utm_medium=social&utm_source=twitter
[3] http://usnewsstemsolutions.com/session/sparking-girls-interest-stem/?platform=hootsuite
[3] https://twitter.com/stradaeducation/status/865266047494107136
[3] http://stradaeducation.gallup.com/home.aspx
[2] http://www.reynoldstlc.org/fabschool-maker-studio/match-grant-program
[2] http://www.thisgrandmaisfun.com/23-science-projects-for-kids/?utm_content=buffer19b43&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://www.scoop.it/t/e-learning-by-basil60/p/4079091087/2017/05/18/implicit-bias-in-the-stem-classroom?utm_medium=social&utm_source=twitter
[2] http://www.scoop.it/t/e-learning-by-basil60/p/4079063791/2017/05/17/q-a-getting-a-maker-space-in-your-school-stem-minds?utm_medium=social&utm_source=twitter

Top URLs in Tweet in G10:
[10] https://www.bebee.com/producer/@ali-anani/the-forgotten-chemistry-of-management
[6] https://www.cienciapr.org/en/monthly-story/dr-eduardo-nicolau-creating-solutions-nanoparticle-chemistry
[4] http://mytowntutors.com/2016/08/top-twitter-accounts-for-chemistry/
[3] http://www.wonderwhizkids.com/chemistry/states-of-matter/forces-of-attraction
[2] http://www.fizzicseducation.com.au/Free+experiments/Kitchen+chemistry/Make+a+naked+egg.html
[2] https://twitter.com/philpotenziano/status/854828838181797888
[1] http://www.fizzicseducation.com.au/Free+experiments/force+and+movement/chair+of+nails.html
[1] http://www.fizzicseducation.com.au/Free+experiments/Kitchen+chemistry/Rubber+chicken+bones.html
[1] http://www.fizzicseducation.com.au/Blog/x_post/Kids-perceptions-on-how-the-world-works-youd-be-amazed-how-they-think-00073.html
[1] http://www.fizzicseducation.com.au/shop/New+Year+specials+-+10+to+50+off+science+toys++gifts/Heebie+Jeebies+Clip+Circuit+-+Advanced+Lab/x_sku/HJ0180.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1267] twitter.com
[169] careerarc.com
[113] royalcyberclub.com
[96] snapmunk.com
[85] co.uk
[66] youtube.com
[65] paper.li
[53] buzzfeed.com
[44] amazon.com
[33] com.au

Top Domains in Tweet in G1:
[325] twitter.com
[77] careerarc.com
[31] causality.io
[20] royalcyberclub.com
[16] huffingtonpost.com
[16] npr.org
[14] instagram.com
[14] youtube.com
[12] co.uk
[12] wix.com

Top Domains in Tweet in G2:
[39] twitter.com
[33] amazon.com
[12] co.uk
[11] org.au
[5] funnybies.com
[3] edc.org
[3] dy.si
[3] microsoft.com
[2] youtu.be
[2] smithsonianmag.com

Top Domains in Tweet in G3:
[15] twitter.com
[10] advancingwomen.com
[4] usnews.com
[4] gatech.edu
[4] cnbc.com
[3] co.uk
[3] tnyurl.uk
[3] po.st
[3] unitingaviation.com
[2] destinationz.org

Top Domains in Tweet in G4:
[95] snapmunk.com
[2] twitter.com

Top Domains in Tweet in G5:
[13] twitter.com
[10] zenoot.com
[4] youtube.com
[3] co.uk

Top Domains in Tweet in G6:
[52] buzzfeed.com
[5] paper.li
[3] twitter.com
[2] engineering.com
[2] aviationtoday.com

Top Domains in Tweet in G7:
[17] twitter.com
[13] edutopia.org
[12] edupr.io
[4] stemxm.com
[4] corelaboratewa.org
[3] co.uk
[3] hechingerreport.org
[2] harvardpolitics.com
[2] ow.ly
[2] paper.li

Top Domains in Tweet in G8:
[9] twitter.com
[3] techgirlsmovement.org
[2] diaryofelle.com
[1] com.au
[1] gov.au
[1] youtube.com
[1] net.au

Top Domains in Tweet in G9:
[17] twitter.com
[7] scoop.it
[7] usnewsstemsolutions.com
[5] tcea.org
[4] videohall.com
[3] gallup.com
[2] reynoldstlc.org
[2] usnews.com
[2] t.co
[2] thisgrandmaisfun.com

Top Domains in Tweet in G10:
[23] com.au
[10] bebee.com
[9] twitter.com
[6] cienciapr.org
[4] mytowntutors.com
[3] wonderwhizkids.com
[2] nasa.gov
[1] icflorida.com
[1] blogspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5332] stem
[231] science
[167] education
[157] steam
[155] job
[154] edtech
[147] engineering
[138] womenintech
[134] 3dprinting
[117] hiring

Top Hashtags in Tweet in G1:
[836] stem
[69] job
[51] hiring
[51] robots
[49] makerspaces
[49] drone
[43] science
[42] engineering
[37] steam
[31] education

Top Hashtags in Tweet in G2:
[215] stem
[8] edutoy
[7] learning
[7] tbbem2017
[7] itishow
[5] learnbydesign
[5] ukedchat
[5] edu
[5] mrti
[4] hotwheels

Top Hashtags in Tweet in G3:
[116] stem
[25] womeninstem
[12] jobs
[11] womenintech
[10] aviation
[4] science
[4] womenonwednesdays
[3] technology
[3] engineering
[3] math

Top Hashtags in Tweet in G4:
[96] exoskeleton
[95] program
[95] 3dprinting
[95] stem
[94] kickstarter

Top Hashtags in Tweet in G5:
[82] stem
[26] teacher
[11] ukmfg
[5] learning
[4] ebooks
[3] so
[3] mighty
[3] interactive
[3] fab
[2] physicspublishing

Top Hashtags in Tweet in G6:
[68] stem
[2] 3d
[2] education
[2] vr
[2] ar
[2] edchat
[1] highered
[1] scied
[1] empiricalworld
[1] photo

Top Hashtags in Tweet in G7:
[80] stem
[6] womeninstem
[6] wateachlead
[5] edchat
[4] minorities
[4] latinasinstem
[4] latinasinengineering
[4] womeninengineering
[4] tech
[4] coding

Top Hashtags in Tweet in G8:
[64] stem
[10] techgirls
[8] digitaldifference
[7] arts
[4] innovation
[3] changetheratio
[2] cybersafety
[2] technology
[2] codingkids
[2] digitech

Top Hashtags in Tweet in G9:
[94] stem
[19] stempathways
[11] makered
[5] robots
[5] education
[5] edchat
[4] engineering
[4] stemsolve
[4] elearning
[3] computers

Top Hashtags in Tweet in G10:
[70] stem
[27] chemistry
[17] scied
[14] fizzicsed
[11] lessonplan
[10] bebee
[9] hs
[7] classroom
[6] scichat
[6] nanoparticle

Top Words
Top Words in Tweet in Entire Graph:
[3530] Words in Sentiment List#1: Positive
[593] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[81554] Non-categorized Words
[85678] Total Words
[5707] stem
[511] science
[393] education
[369] students
[333] more

Top Words in Tweet in G1:
[925] stem
[85] science
[73] job
[67] education
[58] students
[53] drone
[51] hiring
[51] robots
[49] out
[49] causalitydotio

Top Words in Tweet in G2:
[229] stem
[32] edu
[28] challenge
[28] today
[25] great
[20] students
[19] gift
[16] education
[14] smartstems
[14] out

Top Words in Tweet in G3:
[121] stem
[36] day
[32] dreamssoarstem
[30] science
[29] launch
[26] check
[26] out
[25] womeninstem
[25] wonder
[25] launches

Top Words in Tweet in G4:
[96] exoskeleton
[95] elbow
[95] build
[95] program
[95] yourself
[95] eduexokit
[95] 3dprinting
[95] snapmunk
[95] stem
[94] kickstarter

Top Words in Tweet in G5:
[82] stem
[38] today
[37] letter
[37] thetimes
[35] mcleish_t
[28] ioppublishing
[26] exodus
[26] teacher
[26] frankfpk1
[26] stress_freeuk

Top Words in Tweet in G6:
[68] stem
[57] women
[56] stephevz43
[52] more
[52] mystery
[52] continues
[5] oh
[5] leave
[5] fields
[5] interests

Top Words in Tweet in G7:
[91] stem
[14] teacher
[14] out
[13] 12
[13] inspiring
[13] books
[13] girls
[12] education
[11] check
[10] month

Top Words in Tweet in G8:
[64] stem
[21] now
[21] industry
[20] partnerships
[20] forum
[20] educators
[19] https
[18] sciencechiefau
[18] available
[17] communique

Top Words in Tweet in G9:
[102] stem
[25] stemsolutions
[23] students
[22] stradaeducation
[20] more
[19] stempathways
[15] 3
[15] consumers
[13] out
[12] next

Top Words in Tweet in G10:
[70] stem
[27] chemistry
[20] bebee
[18] nasa
[17] scied
[15] fizzicsed
[11] lessonplan
[11] science
[10] real
[10] chemist

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[193] stem,education
[190] check,out
[153] women,stem
[108] kickstarter,stem
[100] stem,h
[99] stem,steam
[96] elbow,exoskeleton
[96] exoskeleton,build
[96] build,program
[96] program,yourself

Top Word Pairs in Tweet in G1:
[49] makerspaces,stem
[49] stem,drone
[49] drone,robots
[39] stem,education
[30] stem,steam
[24] check,out
[24] recommend,anyone
[24] anyone,job
[17] stem,cells
[17] cyberspace,stem

Top Word Pairs in Tweet in G2:
[19] great,edu
[19] edu,gift
[12] stem,video
[12] video,game
[12] game,challenge
[11] funnybies_uk,great
[11] super,deal
[11] gift,stem
[10] australian,stem
[10] check,out

Top Word Pairs in Tweet in G3:
[26] check,out
[25] wonder,launches
[25] launches,happen
[25] happen,times
[25] times,day
[25] day,check
[25] out,rocket
[25] rocket,science
[25] science,120
[25] 120,launch

Top Word Pairs in Tweet in G4:
[95] elbow,exoskeleton
[95] exoskeleton,build
[95] build,program
[95] program,yourself
[95] yourself,eduexokit
[95] eduexokit,3dprinting
[94] snapmunk,elbow
[94] 3dprinting,kickstarter
[94] kickstarter,stem
[94] stem,h

Top Word Pairs in Tweet in G5:
[37] thetimes,today
[26] letter,exodus
[26] exodus,stem
[26] stem,teacher
[26] teacher,frankfpk1
[26] frankfpk1,thetimes
[26] today,stress_freeuk
[26] stress_freeuk,teachertoolkit
[25] mcleish_t,letter
[25] teachertoolkit,ioppublishing

Top Word Pairs in Tweet in G6:
[52] more,women
[52] women,stem
[52] stem,mystery
[52] mystery,continues
[51] stephevz43,more
[5] oh,women
[5] women,leave
[5] leave,stem
[5] stem,fields
[5] fields,interests

Top Word Pairs in Tweet in G7:
[13] 12,inspiring
[13] inspiring,stem
[13] stem,books
[13] books,girls
[11] check,out
[8] daskalosdouglas,stem
[8] stem,integration
[8] integration,specialist
[8] specialist,teacher
[8] teacher,month

Top Word Pairs in Tweet in G8:
[20] stem,partnerships
[20] partnerships,forum
[20] industry,educators
[18] now,available
[17] communique,first
[17] first,stem
[17] forum,now
[17] available,bringing
[17] bringing,industry
[17] educators,together

Top Word Pairs in Tweet in G9:
[15] stem,consumers
[9] check,out
[9] next,week
[7] stem,stempathways
[6] 3,3
[6] a5,stem
[6] consumers,tend
[6] tend,view
[6] view,educational
[6] educational,paths

Top Word Pairs in Tweet in G10:
[14] fizzicsed,scied
[12] chemistry,stem
[11] stem,lessonplan
[10] real,chemist
[10] chemist,ali
[10] ali,anani
[10] anani,bebee
[10] bebee,chemistry
[10] stem,bebee
[10] lessonplan,fizzicsed

Top Replied-To
Top Replied-To in Entire Graph:
@causalitydotio
@girlguiding
@spelmancollege
@teachingstem
@basildonacademy
@rentonprep
@jdr_tech
@ygbint
@district31r
@bridgeschools

Top Replied-To in G1:
@causalitydotio
@sciadventures
@ocvts
@kidsdronezone

Top Replied-To in G2:
@girlguiding
@permsecscot
@educationscot
@nsf
@bostonglobe
@plumboroughsd
@grangemouthhs
@gsc1
@coatbridgehigh

Top Replied-To in G6:
@dassault3ds

Top Replied-To in G7:
@mr_isaacs

Top Replied-To in G9:
@stemsolutions

Top Mentioned
Top Mentioned in Entire Graph:
@snapmunk
@eduexokit
@stephevz43
@kmazfm
@drnoreen
@thetimes
@mcleish_t
@dreamssoarstem
@teentechevent
@portsmouthghall

Top Mentioned in G1:
@helpteaching
@igniteseriousp
@ez_robot
@thewarriorpen
@intelitek
@feushs20172018
@colstonsschool
@fordalmoauto

Top Mentioned in G2:
@smartstems
@funnybies_uk
@iti_techtweets
@stemgamesaus
@ourladynob
@dalton_kellett
@acereduau
@bydesigngroup
@stemambassadors
@britsciassoc

Top Mentioned in G3:
@dreamssoarstem
@ulalaunch
@girlscouts
@aw_careers
@aopa
@shaestawaiz
@changeequation
@aciworld
@ibm
@fedtechmagazine

Top Mentioned in G4:
@eduexokit
@snapmunk

Top Mentioned in G5:
@thetimes
@mcleish_t
@ioppublishing
@frankfpk1
@stress_freeuk
@teachertoolkit
@thenfer
@royalsociety
@incomm_training
@collegeofteach

Top Mentioned in G6:
@stephevz43
@base11stem
@albunshaft
@avionicsmag
@uciengineering
@latinasinstem
@inlandempireus
@ie_econptnrship
@reshmasaujani
@realjohnagar

Top Mentioned in G7:
@commkr8vewriter
@daskalosdouglas
@komonews
@edutopia
@washingtonstem
@nytimes
@nicholedobo
@meltheengineer
@larkscience
@getting_smart

Top Mentioned in G8:
@sciencechiefau
@scratch
@benartyps
@rosehiscock
@sciencegallery
@canobolasrths
@royalsocietyvic
@legoeducationuk
@mattrix2000
@makeymakey

Top Mentioned in G9:
@stemsolutions
@stradaeducation
@scoopit
@edanalyst
@stem_minds
@kelvinbeachumjr
@tcea
@etuckray
@mymindspark

Top Mentioned in G10:
@nasa
@bebee
@cienciapr
@astropeggy
@micro_lorraine
@wpi
@astro_jessica
@rsu21
@wonderwizkids
@bebeeproducer

Top Tweeters
Top Tweeters in Entire Graph:
@jamesroy
@build3dprinter
@mccarrenbill
@huffpost
@blackgirlnerds
@innova_scape
@snstreet
@onahunttoday
@wildwalkerwoman
@beingexample

Top Tweeters in G1:
@innova_scape
@envymegreatly
@latestcanada
@shyam17
@pasquinilli
@red_global
@adelientan
@iancpirvine
@fmarin_es
@true_ambition_1

Top Tweeters in G2:
@bostonglobe
@bar_zie
@uproxx
@smithsonianmag
@scaleup_rt
@jazzrozz
@daniel_caamano
@pinball_lez
@girlguiding
@copperbird

Top Tweeters in G3:
@winobs
@kristenfitzpat1
@zerogravitykyle
@anitastewart
@shuttlealmanac
@skyfire747
@lloumiet118
@girlscouts
@womenintechchat
@garybridgeman

Top Tweeters in G4:
@caitlynmy39
@mattiebdo
@tamathanc20
@trlllass_monroe
@banoallce
@acldjedi
@llvvjosephine
@haksaldfuckem
@myvngsw8
@5_9_8_

Top Tweeters in G5:
@snstreet
@thetimes
@hardistymark
@teachertoolkit
@dwarfio
@jav_riv
@tamraraven
@13scidave
@737373
@salopdesign

Top Tweeters in G6:
@688i
@jason_peper
@cityflyby
@kausikdatta22
@stephevz43
@singsalad
@1island2nations
@furrybeta
@a20261
@bennkeezy

Top Tweeters in G7:
@nneusj
@nytimes
@komonews
@mr_isaacs
@edutopia
@getting_smart
@nei
@krsciencelady
@metdetchartcntr
@vrfocus

Top Tweeters in G8:
@markplackett1
@abcnews
@3dollabill
@ha_tanya
@samsungau
@tgasuperheroes
@ronnthomason
@aus_scienceweek
@samsung
@scdinews

Top Tweeters in G9:
@jetsfan29
@kenya
@nyjets
@joevans
@usnewseducation
@worldvisionusa
@edudemic
@ladylibrariannd
@nsbe
@charlesrandolp3

Top Tweeters in G10:
@abby_retweet
@limfinitedotcom
@mytowntutors
@glamourmag
@nasa
@mrios5
@contemprainn
@moefeliu
@brm90
@cienciapr