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#stem_2019-03-22_16-15-40.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
March 23, 2019
Short Description:
#stem via NodeXL http://bit.ly/2JzAmSZ
@mark7475
@yamatho2
@firstweets
@stemlearninguk
@allaboutstem
@greecerobotics
@stembooster
@_imnis
@futurumcareers
@fergeeksongirl

Top hashtags:
#stem
#science
#steam
#education
#womeninstem
#robotics
#coding
#engineering
#tech

Description:
Description
The graph represents a network of 7,157 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, 22 March 2019 at 23:18 UTC.

The requested start date was Friday, 22 March 2019 at 23:15 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 1-day, 11-hour, 8-minute period from Wednesday, 20 March 2019 at 23:26 UTC to Friday, 22 March 2019 at 10:34 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 : 7157
Unique Edges : 8431
Edges With Duplicates : 1567
Total Edges : 9998
Self-Loops : 1279
Reciprocated Vertex Pair Ratio : 0.0459994787594475
Reciprocated Edge Ratio : 0.0879531580914414
Connected Components : 1530
Single-Vertex Connected Components : 458
Maximum Vertices in a Connected Component : 2038
Maximum Edges in a Connected Component : 3673
Maximum Geodesic Distance (Diameter) : 34
Average Geodesic Distance : 12.57048
Graph Density : 0.000156729920704462
Modularity : 0.808363
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[10] http://www.iq.intel.com/ada-lovelace-the-first-computer-programmer/?utm_medium=social&utm_source=TWITTER&utm_content=intel&utm_campaign=Evergreen&postid=425129667&clientid=1249&cid=TWITTER-Evergreen&linkId=23251690
[10] https://www.amazon.com/Ranger-Nader-Sunstruck-Phantom-Karem-ebook/dp/B07JBM66DF/ref=sr_1_1?ie=UTF8&qid=1539968110&sr=8-1&keywords=ranger+nader
[8] https://www.weforum.org/agenda/2019/02/want-to-be-a-woman-in-science-here-s-advice-from-those-who-ve-gone-before/
[8] https://www.weforum.org/agenda/2019/02/want-to-be-a-woman-in-science-here-s-advice-from-those-who-ve-gone-before
[8] https://shapes-ar-create-testflight.herokuapp.com/
[7] https://yoprofesor.org/2019/02/22/7-herramientas-para-impulsar-las-tendencias-stem-en-ninos/
[6] https://www.edutopia.org/article/keeping-girls-stem-3-barriers-3-solutions
[6] https://thedigitalteacup.com/2019/02/09/what-can-you-learn-from-a-stem-specialist-pursuing-a-creative-path/?utm_source=Twitter&utm_medium=Tweet&utm_campaign=TEACUP%20STEM&utm_term=STEM&utm_content=TEACUP%20STEM
[5] https://www.bustle.com/p/10-women-in-stem-to-know-about-for-womens-history-month-2019-16951375
[5] http://stemeducation.news

Top URLs in Tweet in G1:
[5] https://studyinternational.com/news/debunking-the-skills-gap-myth/
[4] http://irvineia.wix.com/the-orlando-file
[3] https://twitter.com/pictoline/status/1108533945522704384
[2] https://www.flintstemcamps.com/for-educators/about-flint-camps/
[2] https://3blmedia.com/News/Lockheed-Martin-and-Central-High-Students-Partner-Top-Secret-Project?linkId=100000005342670
[2] http://tomteachesphysics.com/2019/03/18/why-we-shouldnt-shy-away-from-problem-solving-in-math-and-physics/
[2] http://afternic.com/domain/deepml.org
[2] https://www.survivingateacherssalary.com/how-to-make-a-stop-animation-video/
[2] https://www.teachthought.com/pedagogy/really-truly-happy-teacher/
[2] https://www.encoredataproducts.com/

Top URLs in Tweet in G2:
[5] https://locgov.webex.com/meet/kmcg
[3] https://thetechlady-km.blogspot.com/2019/03/the-chemistry-merge-cube-project.html
[2] https://edscoop.com/no-coding-required-10-augmented-reality-apps-for-the-classroom/
[2] https://www.arvrinedu.com/single-post/2019/03/02/Classimmerse-Day-2
[1] https://twitter.com/LEGO_Education/status/1108820629447495682
[1] https://lego.build/2tBlad7
[1] https://scratch.mit.edu/projects/284903547/
[1] https://twitter.com/M_SParc/status/1108369855206567936
[1] https://www.donorschoose.org/project/coding-with-the-force/3881192/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_861321&rf=twitter-dc-2019-03-teacherhub-teacher_861321&challengeid=153772&_branch_match_id=link-637409344706906598
[1] https://www.donorschoose.org/project/engineers-in-progress/4012361/?utm_source=dc&utm_medium=directlink&utm_campaign=teacherhub&utm_term=teacher_3028939&rf=directlink-dc-2019-03-teacherhub-teacher_3028939&challengeid=20618845

Top URLs in Tweet in G3:
[2] https://twitter.com/allaboutstem/status/1108724552983547905
[1] https://www.rubiconcentre.ie/
[1] https://twitter.com/LucyODonoghue/status/1108707862761611264
[1] https://www.nasa.gov/feature/sofia-uncovers-clues-to-the-evolution-of-universe-and-search-for-life
[1] https://apod.nasa.gov/apod/ap151008.html
[1] https://hubble25th.org/images/7
[1] https://www.nasa.gov/multimedia/imagegallery/image_feature_871.html
[1] https://www.abc.net.au/radionational/programs/scienceshow/henry-sutton-an-inspiration-for-students-at-federation-universi/10928786
[1] https://www.stem4students.com
[1] https://twitter.com/sciencebishops/status/1108946717423001600

Top URLs in Tweet in G4:
[4] https://blogs.scientificamerican.com/voices/science-should-be-more-helpful-to-new-parents/
[3] https://www.eventbrite.com.au/e/stem-careers-in-industry-new-south-wales-tickets-55255748431
[1] https://www.pnas.org/content/116/10/4182.short
[1] https://www.surveymonkey.com/r/ZTVPCNY
[1] https://500womenscientists.org/fellowship-for-the-future
[1] https://www.scienceawards.sa.gov.au/
[1] https://www.thefortemproject.com/post/an-introduction
[1] https://www.angrybeanie.com/podcasts/shows/wistemm/episodes/Dr-Carmel-O-Brien
[1] https://twitter.com/seemajjic/status/1108409112344195072
[1] https://twitter.com/EMCRForum/status/1108240880329261056

Top URLs in Tweet in G5:
[5] http://stemeducation.news
[2] http://stemeducation.news/?edition_id=2dd22d10-4b4b-11e9-86d5-002590a5ba2d
[2] http://www.pixiacademy.com/trial-signup
[2] https://twitter.com/FIRSTweets/status/1108453074685837317
[2] https://www.usnews.com/news/stem-solutions/articles/2019-03-20/commentary-science-is-vital-to-global-success?src=usn_tw
[1] https://www.youtube.com/watch?v=vwpEtwOydYA&feature=youtu.be

[1] http://stemeducation.news/?edition_id=c0fe92e0-4baf-11e9-86d5-002590a5ba2d
[1] http://stemeducation.news/?edition_id=58826bf0-4c14-11e9-86d5-002590a5ba2d
[1] http://stemeducation.news/?edition_id=eae76310-4c78-11e9-86d5-002590a5ba2d
[1] https://www.rri-tools.eu/-/scientists-as-storytellers-guide-expert-advice-for-stem-communicators-on-how-to-make-science-stories-more-relatable

Top URLs in Tweet in G6:
[3] https://www.youtube.com/watch?v=cfb1XEssEmA&feature=youtu.be

[2] https://www.weforum.org/agenda/2019/02/want-to-be-a-woman-in-science-here-s-advice-from-those-who-ve-gone-before
[2] http://www.teachwire.net/news/3-15-minute-stem-activities-to-inspire-young-learners
[2] https://stemactivitiesforkids.com/2018/03/20/4-stem-challenges-spring/
[2] http://www.fizzicseducation.com.au/Free+experiments/science+trivia.html
[2] https://www.educatorstechnology.com/2019/03/cognitive-benefits-of-bilingualism.html
[2] https://careersportal.ie/careerplanning/story.php?ID=2501203446
[1] http://www.fizzicseducation.com.au/be+amazing+book.html
[1] http://www.fizzicseducation.com.au/Blog/x_post/Teachers-toolbox---inexpensive-materials-that-teach-science-at-a-pinch-00082.html
[1] http://www.fizzicseducation.com.au/school+visits/primary+page+3/meccano+machines.html

Top URLs in Tweet in G7:
[2] https://www.researchgate.net/publication/322363581_Osmar_the_open-source_microsyringe_autosampler
[2] https://twitter.com/Windlestonesch/status/1108389441662533633
[2] https://video.digi-me.com/lockheed-martin/jobs/engineering/seeking-experienced-stem-professionals/LK0013&src=digimesocialtwitter
[1] https://www.instagram.com/p/BvTLY06nprM/
[1] https://www.instagram.com/p/BvSpZeNBrv_/?utm_source=ig_twitter_share&igshid=1c8fm71ymjwsv
[1] https://3blmedia.com/News/Lockheed-Martin-and-Central-High-Students-Partner-Top-Secret-Project?linkId=100000005342539
[1] http://www.lockheedmartin.com/codequest
[1] http://lmt.co/2DdMaWw
[1] https://twitter.com/haileyburyuk/status/1108683550092607488
[1] https://uk.gofundme.com/teaml2o

Top URLs in Tweet in G8:
[2] https://meetedison.com/whats-the-deal-with-stem-pbl/
[2] https://mindsharelearning.ca/classroomchallenge2018/
[2] https://www.kickstarter.com/projects/sphero/sphero-rvr-the-go-anywhere-do-anything-programmabl?ref=e00vtz&utm_campaign=RVR+Kickstarter+Email+12&utm_medium=email&utm_source=Sailthru&utm_term=Kickstarter+Main
[2] https://www.kickstarter.com/projects/sphero/sphero-rvr-the-go-anywhere-do-anything-programmabl?ref_tag=thanks-tweet
[2] https://www.kickstarter.com/projects/124853528/nrg-bike-stem-integrated-power-for-your-devices
[1] https://meetedison.com/shop/
[1] https://www.geogebra.org/m/qmutkdex
[1] https://www.geogebra.org/m/hhRJQyz9
[1] https://www.expresscomputer.in/industries/education/edu-tech-startup-sets-up-robotics-labs-in-700-schools-across-india/32605/?utm_source=facebook.com/StartupNewsAsia
[1] https://www.instagram.com/p/BvS1bXeBgS0HFZmKtUPJspM1kR9Ii7PnZHckzA0/?utm_source=ig_twitter_share&igshid=1s4q48uk5hlte

Top URLs in Tweet in G9:
[4] https://mimshouse.com/patricia-newman/
[3] https://www.educationdive.com/news/beekeeping-offers-students-hands-on-science-business-and-agriculture-exper/550687/?utm_medium=twitter
[2] http://hwcdn.libsyn.com/p/e/8/b/e8bca4a7731329fc/Jennifer_Swanson_-_STEM_Tuesday_March_2019.mp3?c_id=35455103&cs_id=35455103&expiration=1552222316&hwt=afe230237546dfbbdd97cf81109399e0
[1] https://aelp.smartsparrow.com/v/open/janjfz7l
[1] http://hwcdn.libsyn.com/p/a/3/4/a34ef16dea59d0f0/Laura_Roettiger.mp3?c_id=36193301&cs_id=36193301&expiration=1552394863&hwt=648e656ed0fed6e37526eabf0a9b5974
[1] https://www.fromthemixedupfiles.com/2019/02/stem-tuesday-special-edition-search-party/
[1] https://education.microsoft.com/JaneGoodall?fbclid=IwAR2GCMdGmdqdWif0idgZ99Q_bVH0fILV-LzQVAS98R52NVfYiUIkFGRgPeY&utm_source=m.facebook.com&utm_medium=referral
[1] https://learningcenter.nsta.org/virtualconference/
[1] https://www.usnews.com/education/best-graduate-schools/top-business-schools/articles/2019-03-21/how-stem-courses-can-enhance-your-mba
[1] http://community.stemecosystems.org/events/webinar-conversation-with-the-executive-office-of-the-presidents-authors-of-the-white-house-5-year-strategic-plan-for-stem-education/

Top URLs in Tweet in G10:
[1] https://www.wired.com/story/parents-fleeing-stem-careers/?mbid=social_twitter_onsiteshare
[1] https://www.forbes.com/sites/nicolefisher/2019/03/08/real-life-stem-superhero-used-her-power-to-build-an-internship-for-the-future/
[1] https://twitter.com/learningundftd/status/1108886191607349250
[1] https://www.space.com/first-all-female-spacewalk-march-2019.html
[1] https://mandlabs.com/blog/womens-history-month-special-stories-of-little-women-4-taylor-richardson/?utm_source=twitter&utm_medium=social-media
[1] https://twitter.com/valeriaaafierro/status/1108452228946227200

Top Domains
Top Domains in Tweet in Entire Graph:
[335] twitter.com
[54] instagram.com
[51] co.uk
[50] youtube.com
[37] bit.ly
[25] lnkd.in
[23] ow.ly
[21] amazon.com
[19] weforum.org
[18] com.au

Top Domains in Tweet in G1:
[66] twitter.com
[27] instagram.com
[17] lnkd.in
[13] careerarc.com
[7] facebook.com
[6] co.uk
[5] youtube.com
[5] forbes.com
[5] studyinternational.com
[4] wix.com

Top Domains in Tweet in G2:
[5] webex.com
[4] twitter.com
[3] blogspot.com
[3] arvrinedu.com
[2] mit.edu
[2] donorschoose.org
[2] edscoop.com
[1] lego.build
[1] vernier.com
[1] ascd.org

Top Domains in Tweet in G3:
[6] twitter.com
[3] nasa.gov
[1] rubiconcentre.ie
[1] hubble25th.org
[1] net.au
[1] stem4students.com
[1] utexas.edu
[1] okstate.edu
[1] faa.gov
[1] ymiclassroom.com

Top Domains in Tweet in G4:
[6] twitter.com
[4] scientificamerican.com
[3] com.au
[1] pnas.org
[1] surveymonkey.com
[1] 500womenscientists.org
[1] gov.au
[1] thefortemproject.com
[1] angrybeanie.com
[1] youtube.com

Top Domains in Tweet in G5:
[10] stemeducation.news
[5] twitter.com
[2] pixiacademy.com
[2] bit.ly
[2] 3m.com
[2] usnews.com
[1] youtube.com
[1] rri-tools.eu
[1] youtu.be
[1] amazon.com

Top Domains in Tweet in G6:
[6] youtube.com
[6] com.au
[3] twitter.com
[2] weforum.org
[2] teachwire.net
[2] stemactivitiesforkids.com
[2] educatorstechnology.com
[2] careersportal.ie
[1] ctvnews.ca
[1] mindfuel.ca

Top Domains in Tweet in G7:
[6] twitter.com
[3] instagram.com
[2] researchgate.net
[2] digi-me.com
[1] 3blmedia.com
[1] lockheedmartin.com
[1] lmt.co
[1] gofundme.com
[1] pwaniteknowgalz.org
[1] bit.ly

Top Domains in Tweet in G8:
[8] kickstarter.com
[3] meetedison.com
[3] lnkd.in
[2] geogebra.org
[2] mindsharelearning.ca
[2] twitter.com
[1] expresscomputer.in
[1] instagram.com
[1] everfi.com

Top Domains in Tweet in G9:
[4] mimshouse.com
[3] libsyn.com
[3] educationdive.com
[2] nsta.org
[1] smartsparrow.com
[1] fromthemixedupfiles.com
[1] microsoft.com
[1] usnews.com
[1] stemecosystems.org
[1] usc.edu

Top Domains in Tweet in G10:
[2] twitter.com
[1] wired.com
[1] forbes.com
[1] space.com
[1] mandlabs.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4056] stem
[235] science
[212] steam
[185] education
[145] womeninstem
[124] robotics
[123] coding
[121] engineering
[120] tech
[119] edtech



Top Hashtags in Tweet in G1:
[531] stem
[51] science
[35] education
[29] steam
[29] engineering
[25] technology
[17] math
[16] tech
[14] stemeducation
[14] robotics

Top Hashtags in Tweet in G2:
[97] stem
[14] coding
[13] steam
[9] edtech
[8] arvrinedu
[7] lego
[6] neuroscience
[6] learning
[6] maker
[6] 31daysofarvrinedu

Top Hashtags in Tweet in G3:
[95] brightfuture
[83] stem
[20] science
[17] astronomy
[17] space
[17] photo
[17] cosmos
[16] astronomia
[14] nasa
[11] exxcel

Top Hashtags in Tweet in G4:
[78] stem
[23] emcrs
[23] mentalhealth
[18] imnis
[12] stemcareers
[10] mentoring
[10] sascienceawards
[8] womeninstem
[7] futureschools
[5] scimomjourney

Top Hashtags in Tweet in G5:
[56] stem
[7] stemchamp
[7] robotics
[5] news
[5] kids
[5] omgrobots
[5] rri
[5] science
[5] first30
[4] parents

Top Hashtags in Tweet in G6:
[75] stem
[8] learn
[8] parents
[8] yegkids
[7] scichat
[7] kids
[6] ntchat
[6] startup
[5] indigenous
[4] medhat

Top Hashtags in Tweet in G7:
[74] stem
[24] robotics
[17] engineering
[9] innovation
[9] technology
[8] coding
[8] science
[8] stemcafe_ke
[7] education
[6] tech

Top Hashtags in Tweet in G8:
[57] stem
[11] edtech
[9] k20
[9] educators
[9] students
[7] steam
[5] coding
[5] girlsinstem
[5] stemed
[5] mathematics

Top Hashtags in Tweet in G9:
[40] stem
[7] stemecosystems
[5] stemtuesday
[4] ela
[4] nsta
[4] k12
[3] teachers
[3] rwyk
[3] stemeducation
[3] stonybrooku

Top Hashtags in Tweet in G10:
[56] stem
[16] maxnikenebulahatomsmasher_
[16] sun_
[5] data
[5] statwars
[5] primaryengineer
[4] womenshistorymonth
[3] cpd
[3] engineering
[3] bsjdt

Top Words
Top Words in Tweet in Entire Graph:
[5907] Words in Sentiment List#1: Positive
[851] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[131577] Non-categorized Words
[138336] Total Words
[4689] stem
[656] students
[586] science
[463] s
[408] today

Top Words in Tweet in G1:
[616] stem
[93] science
[49] students
[41] school
[41] education
[40] engineering
[38] out
[34] s
[33] steam
[33] math

Top Words in Tweet in G2:
[99] stem
[19] learning
[19] students
[17] today
[17] coding
[16] kids
[16] out
[16] using
[14] primary
[14] steam

Top Words in Tweet in G3:
[163] stem
[95] brightfuture
[80] allaboutstem
[75] day
[74] unilever
[72] awards
[70] celebration
[43] nasa
[30] unileveruki
[25] space

Top Words in Tweet in G4:
[99] stem
[24] hear
[23] emcrforum
[23] want
[23] partnering
[23] w
[23] emcrbrainau
[23] prepare
[23] submission
[23] re

Top Words in Tweet in G5:
[67] stem
[19] science
[18] firstweets
[16] 3m
[13] stemkidsrock
[12] kids
[10] play
[9] happy
[9] mentors
[9] more

Top Words in Tweet in G6:
[82] stem
[18] school
[18] deannaburgart
[15] indigesteam
[14] community
[13] activities
[13] today
[13] alberta
[13] indigenous
[12] first

Top Words in Tweet in G7:
[80] stem
[27] robotics
[21] students
[19] engineering
[17] technology
[16] pwaniteknowgalz
[14] learning
[13] s
[13] girls
[13] launch

Top Words in Tweet in G8:
[65] stem
[26] students
[19] sphero
[17] kickstarter
[16] coding
[15] today
[15] challenge
[15] days
[13] learning
[12] one

Top Words in Tweet in G9:
[50] stem
[15] stemecosystems
[13] sound
[12] miss
[12] nsta
[11] s
[10] more
[9] science
[9] learn
[9] webinar

Top Words in Tweet in G10:
[58] stem
[32] 7
[18] life
[17] moves
[16] teachers
[16] primaryengineer
[16] great
[16] maxnikenebulahatomsmasher_
[16] zee
[16] sun_

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[139] stem,steam
[124] check,out
[117] stem,education
[74] education,stem
[73] advancement,stem
[73] high,school
[72] 2018,bridgeworks
[72] bridgeworks,wins
[72] wins,ict
[72] ict,product

Top Word Pairs in Tweet in G1:
[21] stem,steam
[19] check,out
[13] stem,science
[11] stem,stemeducation
[10] high,school
[10] technology,engineering
[9] learn,more
[9] science,technology
[9] mindsports,マインドスポーツ
[8] 6,6

Top Word Pairs in Tweet in G2:
[10] check,out
[7] learn,more
[6] stealth,way
[6] way,kids
[6] kids,excited
[6] excited,neuroscience
[6] neuroscience,backyardbrains
[6] backyardbrains,program
[6] program,girl
[6] girl,now

Top Word Pairs in Tweet in G3:
[70] unilever,stem
[70] stem,brightfuture
[67] brightfuture,awards
[67] awards,celebration
[67] celebration,day
[46] allaboutstem,unilever
[23] unileveruki,stem
[21] tweet,allaboutstem
[21] allaboutstem,brightfuture
[21] brightfuture,unileveruki

Top Word Pairs in Tweet in G4:
[23] want,hear
[23] hear,partnering
[23] partnering,w
[23] w,emcrbrainau
[23] emcrbrainau,prepare
[23] prepare,submission
[23] submission,re
[23] re,emcrs
[23] emcrs,mentalhealth
[22] emcrforum,want

Top Word Pairs in Tweet in G5:
[8] scientists,storytellers
[6] stem,education
[6] stem,robotics
[6] mentors,everything
[6] everything,listen
[6] listen,fireside
[6] fireside,chat
[6] chat,honourable
[6] honourable,mary_ng
[6] mary_ng,mp

Top Word Pairs in Tweet in G6:
[11] indigenous,stem
[8] learned,today
[8] stem,learn
[8] learn,parents
[8] parents,yegkids
[8] banff,springs
[8] passionate,indigenous
[8] stem,volunteers
[8] volunteers,alberta
[8] alberta,working

Top Word Pairs in Tweet in G7:
[8] stem,robotics
[7] nicole,sbitani
[7] sbitani,public
[7] public,diplomacy
[7] diplomacy,officer
[7] officer,u
[7] u,s
[7] s,embassy
[7] embassy,nairobi
[7] nairobi,kenya

Top Word Pairs in Tweet in G8:
[9] days,go
[9] go,calling
[9] calling,canadian
[9] canadian,k20
[9] k20,educators
[9] educators,students
[9] students,enter
[9] enter,11th
[9] 11th,classroom
[9] classroom,future

Top Word Pairs in Tweet in G9:
[8] learn,more
[7] miss,webinar
[7] webinar,tomorrow
[7] tomorrow,stemecosystems
[7] stemecosystems,members
[7] members,learn
[7] more,development
[7] development,application
[6] stemecosystems,miss
[5] entered,8

Top Word Pairs in Tweet in G10:
[16] maxnikenebulahatomsmasher_,7
[16] 7,life
[16] life,moves
[16] moves,stem
[16] stem,zee
[16] zee,sun_
[16] sun_,7
[12] calling,teachers
[12] teachers,technicians
[12] technicians,schools

Top Replied-To
Top Replied-To in Entire Graph:
@bellarbunch
@rca
@bloodhound_lsr
@microbit_edu
@bloodhound_edu
@dawsonschool
@cofgcollege
@vriffault
@stemalliance_eu
@quivervision

Top Replied-To in G1:
@nroboteers

Top Replied-To in G2:
@mhobaugh
@jaimedonally
@microbit_edu

Top Replied-To in G4:
@vic_leadsci
@merusheel
@bangorps
@wamuseum
@foundation_wam

Top Replied-To in G5:
@stemkidsrock

Top Replied-To in G6:
@925phoenixfm

Top Replied-To in G7:
@ashuna112

Top Replied-To in G8:
@ozobot

Top Replied-To in G10:
@oprahmagazine

Top Mentioned
Top Mentioned in Entire Graph:
@allaboutstem
@bridgeworksltd
@adriennetacke
@michele0511
@pbalakrishnarao
@mindshiftkqed
@the
@emekaokoye
@nasa
@unileveruki

Top Mentioned in G1:
@sylvanocity
@flintstem
@synechron
@nourishmama
@fi_digitaldrum
@wlmurrayfieldps
@discoverypark_
@wustlttc
@tomteachesphys
@finedonsc12

Top Mentioned in G2:
@dailystem
@lego_education
@jaimedonally
@mergevr
@cospaces_edu
@scratchjr
@scratch
@makeymakey
@howardjuniorsch
@lego_group

Top Mentioned in G3:
@allaboutstem
@nasa
@unileveruki
@hulmehall
@rubiconcentre
@b_ubiquitous
@lucyodonoghue
@sofiatelescope
@eso
@kdhsliverpool

Top Mentioned in G4:
@emcrforum
@emcrbrainau
@ozpro
@500womensci
@_imnis
@parappillymaria
@sciam
@sachiefsci
@utsengage
@carmellyob

Top Mentioned in G5:
@firstweets
@3m
@stemkidsrock
@mary_ng
@frc4939
@keeley_a
@microsofteduca
@donorschoose
@theellenshow
@canfirst

Top Mentioned in G6:
@deannaburgart
@communitynowma1
@startupbysophia
@scienceirel
@aises
@indigesteam
@esa__education
@esa
@jjssuperlids
@ucalgary

Top Mentioned in G7:
@pwaniteknowgalz
@letstalkscience
@lockheedmartin
@labmanrobots
@rotary
@usembassykenya
@kavekeruth
@emeraldcodeshow
@fergeeksongirl
@skgov

Top Mentioned in G8:
@sphero
@kickstarter
@spheroedu
@tdsb_stem
@mindsharelearn
@sethjacob
@tcannoncomics
@mrsflanagank5
@hansherres
@ozobot

Top Mentioned in G9:
@nsta
@stemecosystems
@mstewartscience
@who
@jenswanbooks
@sarahalbee
@patricianewman
@lernerbooks
@donnajbb
@hillsboroughsch

Top Mentioned in G10:
@ssercstem
@primaryengineer
@un
@us_fda
@primarylauren
@statwars_
@datafest_
@thegrahamstow
@disney
@oprah

Top Tweeters
Top Tweeters in Entire Graph:
@cowboyscifibot
@sectest9
@libertad717
@renaissancefai
@indiegamedevguy
@evankirstel
@iartg
@digestwordpress
@gamergeeknews
@casalettori

Top Tweeters in G1:
@renaissancefai
@wildwalkerwoman
@thinktankthuto
@knolinfos
@michael15071997
@iancpirvine
@lauraoinak
@amandacdykes
@yoonbbn
@antiproton_com

Top Tweeters in G2:
@blocht574
@mh_retweeter
@mraspinall
@peelschools
@lego_group
@raspberry_pi
@jaimedonally
@tmajorjames
@howardjuniorsch
@dailystem

Top Tweeters in G3:
@oasismountain
@spooney35
@overlordtha
@lombardloyland
@manuelamravlak
@volunteennation
@innotechtoday
@manojmayogi
@donal_cahalane
@marietatve

Top Tweeters in G4:
@mveg001
@sciam
@othersociology
@womensciaust
@riaus
@sydney_uni
@vicgovau
@melaspj
@pennisi_m
@franklinwomen

Top Tweeters in G5:
@ksp_libs
@scarycheri02
@alisonmcnab
@amazon
@raultoran
@senecacollege
@lc3_tdsb
@dupont_news
@wetechalliance
@theellenshow

Top Tweeters in G6:
@maxgattoni
@wonderopolis
@garym
@medicinehatnews
@jwynen
@seeker
@esa
@mountroyal4u
@ucc
@yegbot

Top Tweeters in G7:
@yamatho2
@jndau11
@635darek
@iieglobal
@rotary
@sap
@girlguidesofcan
@walthercancerin
@mdcps
@usembassykenya

Top Tweeters in G8:
@scalarhumanity
@twoshotgurl
@kimdoylewille
@aljaim1
@sphero
@mrsoclassroom
@tdsb
@tdsb_stem
@kickstarter
@mindsharelearn

Top Tweeters in G9:
@usnewseducation
@who
@cityoftampa
@stonybrooku
@nsta
@coachhays64
@erindealey
@mstewartscience
@lindajoysinglet
@_adverbia

Top Tweeters in G10:
@wired
@spacedotcom
@un
@astrostarbright
@ava
@nike
@oprahmagazine
@ruarijm
@backyardband
@deptofdefense


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