#stem, Twitter, 7/3/2020 11:06:42 PM, 230196


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#stem_2020-07-03_07-02-25.xlsx
#stem_2020-07-03_07-02-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 03, 2020
Short Description:
#stem via NodeXL https://bit.ly/3itgs9v
@stem_ai
@femtech_
@s_akrati
@bahcesehir_k12
@bk_kocaeli
@hrfahmedabad
@enricomolinari
@primarystemchat
@stemdotorg
@dailystem

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

Description:
Description
The graph represents a network of 5,409 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, 03 July 2020 at 14:04 UTC.

The requested start date was Friday, 03 July 2020 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, 14-hour, 41-minute period from Wednesday, 01 July 2020 at 09:18 UTC to Friday, 03 July 2020 at 00:00 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 : 5409
Unique Edges : 3973
Edges With Duplicates : 7943
Total Edges : 11916
Number of Edge Types : 5
Mentions : 2508
Retweet : 3225
MentionsInRetweet : 4787
Tweet : 1272
Replies to : 124
Self-Loops : 1344
Reciprocated Vertex Pair Ratio : 0.0410356619443087
Reciprocated Edge Ratio : 0.0788362271234162
Connected Components : 927
Single-Vertex Connected Components : 351
Maximum Vertices in a Connected Component : 2665
Maximum Edges in a Connected Component : 7521
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.070757
Graph Density : 0.00021855011535672
Modularity : 0.532173
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 5,409 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, 03 July 2020 at 14:04 UTC.

The requested start date was Friday, 03 July 2020 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, 14-hour, 41-minute period from Wednesday, 01 July 2020 at 09:18 UTC to Friday, 03 July 2020 at 00:00 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:
[40] https://icecreamnstickyfingers.com/patriotic-sensory-bottle/
[10] https://hwcdn.libsyn.com/p/7/0/4/7045953b8e0ec88f/Jen_Swanson_Beastly_Bionics.mp3?c_id=76840010&cs_id=76840010&expiration=1593512379&hwt=2455602f62d084c4609994dff60088f6
[8] https://www.boorooandtiggertoo.com/osmo-little-genius-starter-kit/
[8] http://irvineia.wix.com/the-orlando-file
[7] http://prospersystems.biz/FinanceOptions.htm
[7] 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/
[6] https://www.stemazingltd.com/
[6] https://belouga.org/playlists/68a4b899-e4e0-4191-aa04-d5eff66d75b6
[6] https://www.youbionic.com/
[6] http://www.msn.com/en-us/money/careersandeducation/eric-and-wendy-schmidt-back-cambridge-university-effort-to-equip-researchers-with-ai-skills/ar-BB1668EY?ocid=st

Top URLs in Tweet in G1:
[8] http://irvineia.wix.com/the-orlando-file
[3] https://blog.tcea.org/free-computer-science-tools/
[3] https://www.groovylabinabox.com/5-stem-related-ways-to-celebrate-the-4th-of-july/
[2] https://twitter.com/piney_the/status/1278164646726447104
[2] https://www.computerweekly.com/news/252485492/Equity-in-Stem-education-more-important-than-ever-says-Parliamentary-group?utm_source=Paiger&utm_medium=Referral
[2] https://content-app.com/?action=leadgen&id=MjIyNiMjIyNodHRwczovL3d3dy5jb21wdXRlcndlZWtseS5jb20vbmV3cy8yNTI0ODU0OTIvRXF1aXR5LWluLVN0ZW0tZWR1Y2F0aW9uLW1vcmUtaW1wb3J0YW50LXRoYW4tZXZlci1zYXlzLVBhcmxpYW1lbnRhcnktZ3JvdXA_dXRtX3NvdXJjZT1QYWlnZXImdXRtX21lZGl1bT1SZWZlcnJhbA&is_product=0
[2] https://twitter.com/P_A_Livorati/status/1273232083872354305
[2] https://linktr.ee/thebadnewsb
[2] https://twitter.com/bahcesehir_k12/status/1278614806916988930
[2] https://wyse.engineering.illinois.edu/summer-camps/

Top URLs in Tweet in G2:
[7] 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/
[4] https://www.stemazingltd.com/
[4] https://www.youtube.com/channel/UCuQOZ8MxX0GZTR3loO2iGcw?view_as=subscriber
[3] https://cospaces.io/edu/simulations.html
[3] https://www.mckinsey.com/about-us/new-at-mckinsey-blog/what-does-it-take-to-get-more-women-into-tech
[2] https://carbuzz.com/news/chevy-built-a-nearly-complete-3d-printed-c8-corvette?utm_source=NCDMM
[2] Distribution
[2] List&utm_campaign=c8e35b3823-Wohlers
[2] Weekly
[2] |

Top URLs in Tweet in G3:
[8] https://hwcdn.libsyn.com/p/7/0/4/7045953b8e0ec88f/Jen_Swanson_Beastly_Bionics.mp3?c_id=76840010&cs_id=76840010&expiration=1593512379&hwt=2455602f62d084c4609994dff60088f6
[4] https://www.youtube.com/watch?v=FRfj495moBU&feature=youtu.be

[3] https://importedfun.com/
[3] https://www.srgtalent.com/career-advice?utm_source=Twitter&utm_medium=Social&utm_campaign=Careeradvice
[3] https://starfisheducation.com/9-best-picture-books-for-making-stem-into-steam/
[3] https://thekidshouldseethis.com/post/marawa-ibrahim-spinning-200-hula-hoops-science-video
[3] https://www.irishtimes.com/news/science/bt-young-scientist-technology-exhibition-to-go-virtual-in-2021-1.4293652
[3] https://medium.com/@ncz459/what-a-cardiothoracic-surgeon-sees-when-he-sees-george-floyd-e055d0637b18
[3] https://www.baystatebanner.com/2020/07/01/building-an-inclusive-stem-pipeline/
[3] https://c3d.io/

Top URLs in Tweet in G4:
[8] https://www.boorooandtiggertoo.com/osmo-little-genius-starter-kit/
[7] http://prospersystems.biz/FinanceOptions.htm
[6] https://www.youbionic.com/
[5] https://coruzant.com/appdev/why-quality-assurance-tester-is-an-exciting-career/
[4] https://www.nsf.gov/pubs/2020/nsf20542/nsf20542.htm
[4] https://www.suburban-mum.com/win-a-bundle-of-educational-toys-from-learning-resources/
[3] https://www.clickorlando.com/news/local/2020/06/10/meet-the-hip-hop-md-engineer-fuses-stem-education-with-love-for-music-and-its-amazing/
[3] https://www.youtube.com/channel/UCmx2cgAtdzPFfbK5uEU8LGw
[3] https://www.cientificolatino.com/gsmi
[3] https://careerlauncher.ca/internship/research-and-communications-intern/

Top URLs in Tweet in G5:
[1] https://twitter.com/BAUSTEM/status/1278661473762451457
[1] https://twitter.com/baustem/status/1278763934363910144

Top URLs in Tweet in G6:
[3] https://www.donorschoose.org/project/creatively-thinking-in-a-makerspace/4944753/?rf=page-dc-2020-06-project-teacher_7049443&challengeid=21606976
[3] http://dailystem.com/resources/
[3] http://www.browndoggadgets.com/
[2] https://woobox.com/dz7qa2/mo1eif
[2] https://solveintime.com/equity/
[2] https://facebook.com/browndoggadgets
[2] https://youtube.com/browndoggadgets
[2] https://www.twitch.tv:443/browndoggadgets
[2] https://woobox.com/dz7qa2/mo0ek6
[1] https://www.facebook.com/PitscoEducation/posts/10158522416598926

Top URLs in Tweet in G8:
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598-020-67211-2.pdf
[1] https://news.miami.edu/stories/2020/06/innovative-device-to-remotely-monitor-student-athletes-amid-the-pandemic.html
[1] https://www.faruv.com
[1] https://www.youtube.com/watch?v=O-ggNwuLI_o

[1] https://twitter.com/EssexIADS/status/890187559787036672
[1] https://www.nbcnews.com/know-your-value/feature/how-mareena-robinson-snowden-paving-way-women-stem-ncna1138201
[1] https://kstp.com/news/local-3m-employee-pushing-to-get-more-girls-excited-about-stem/5652447/
[1] https://embodied.com/embodied-stem-outreach-program
[1] https://www.adhesivesmag.com/articles/97869-m-young-scientist-challenge-announces-2020-national-finalists-and-state-merit-winners

Top URLs in Tweet in G9:
[4] https://www.gettingsmart.com/2020/06/artificial-intelligence-growth-in-many-sectors-in-light-of-a-pandemic/
[2] https://singlevoicesglobalchoices.wordpress.com/
[1] https://youtu.be/ynyxz6vJjh4
[1] http://www.forbes.com/sites/tomvanderark/2020/06/29/stop-calculating-and-start-teaching-computational-thinking/?utm_campaign=coschedule&utm_source=twitter&utm_medium=Getting_Smart&utm_content=Stop
[1] Calculating
[1] And
[1] Start
[1] Teaching
[1] Computational
[1] Thinking

Top URLs in Tweet in G10:
[3] https://www.stem.org.uk/cpd/473651/getting-started-stem-club-workshop
[3] https://www.stem.org.uk/cpd/473653/how-be-successful-and-thriving-stem-club-workshop
[2] https://anchor.fm/debp/episodes/Biology-in-the-workplace-efv818
[2] https://www.allaboutstem.co.uk/2019/12/free-online-courses-inspire-young-people-in-stem/
[2] https://collectionslibrary.crestawards.org
[1] https://twitter.com/nicolanturner/status/1278714965583704069
[1] https://us02web.zoom.us/meeting/register/tZUtcu2gqzkqGtxAqfgnLEc_VvbZBfJ57-R2
[1] https://www.stem.org.uk/stem-careers
[1] https://www.allaboutstem.co.uk/2020/07/home-school-learning-stem-steam-resources-collection-54/
[1] https://www.allaboutstem.co.uk/category/inspiration-station/

Top Domains
Top Domains in Tweet in Entire Graph:
[299] twitter.com
[116] youtube.com
[53] reddit.com
[43] co.uk
[40] icecreamnstickyfingers.com
[31] woobox.com
[30] linkedin.com
[30] wordpress.com
[29] pphccompass.com
[28] facebook.com

Top Domains in Tweet in G1:
[50] twitter.com
[12] instagram.com
[11] youtube.com
[8] wix.com
[7] linkedin.com
[6] co.uk
[5] dy.si
[5] careerarc.com
[4] facebook.com
[4] nsf.gov

Top Domains in Tweet in G2:
[14] twitter.com
[13] youtube.com
[11] org.uk
[7] calililiindies.com
[4] stemazingltd.com
[3] cospaces.io
[3] mckinsey.com
[3] pbs.org
[3] swe.org
[2] co.uk

Top Domains in Tweet in G3:
[53] reddit.com
[43] twitter.com
[29] pphccompass.com
[22] youtube.com
[9] vubblepop.com
[8] libsyn.com
[6] importedfun.com
[4] co.uk
[4] unrulysplats.com
[3] srgtalent.com

Top Domains in Tweet in G4:
[20] twitter.com
[19] careerlauncher.ca
[10] careerarc.com
[8] coruzant.com
[8] boorooandtiggertoo.com
[7] prospersystems.biz
[7] linkedin.com
[6] youtube.com
[6] youbionic.com
[5] eduporium.com

Top Domains in Tweet in G5:
[2] twitter.com

Top Domains in Tweet in G6:
[31] woobox.com
[7] twitter.com
[6] donorschoose.org
[4] dailystem.com
[4] browndoggadgets.com
[3] facebook.com
[3] youtube.com
[2] solveintime.com
[2] twitch.tv
[1] southernliving.com

Top Domains in Tweet in G8:
[2] nature.com
[1] miami.edu
[1] faruv.com
[1] youtube.com
[1] twitter.com
[1] nbcnews.com
[1] kstp.com
[1] embodied.com
[1] adhesivesmag.com

Top Domains in Tweet in G9:
[5] gettingsmart.com
[2] forbes.com
[2] wordpress.com
[1] youtu.be
[1] districtadministration.com
[1] belouga.org
[1] stemazing.org
[1] twitter.com
[1] scienceandentertainmentexchange.org
[1] youtube.com

Top Domains in Tweet in G10:
[8] org.uk
[6] twitter.com
[5] co.uk
[3] crestawards.org
[2] anchor.fm
[2] bit.ly
[1] zoom.us
[1] theguardian.com
[1] webitrent.com
[1] etsy.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3280] stem
[389] science
[191] stemeducation
[183] education
[181] steam
[131] edtech
[125] womeninstem
[117] technology
[105] engineering
[98] robotics



Top Hashtags in Tweet in G1:
[411] stem
[44] science
[34] steam
[32] stemeducation
[31] education
[18] engineering
[16] technology
[14] math
[11] edtech
[11] bahçeşehirkoleji

Top Hashtags in Tweet in G2:
[216] stem
[69] womeninstem
[29] science
[27] womenintech
[20] girlsinstem
[19] coding
[18] steam
[18] covid19
[15] tech
[14] engineering

Top Hashtags in Tweet in G3:
[411] stem
[100] science
[45] orionnetproject
[33] stemeducation
[31] snrtg
[29] jaminchavez
[27] technerdculture
[23] steam
[20] education
[20] whitenoise

Top Hashtags in Tweet in G4:
[202] stem
[28] job
[19] coding
[19] emploi
[19] stgm
[19] numérique
[19] recrutement
[17] technology
[16] science
[14] win

Top Hashtags in Tweet in G5:
[10] stem
[8] bahçeşehirkoleji
[3] stemgelecektir
[1] bahçeşehirkocaeli
[1] heranımdabahçeşehir

Top Hashtags in Tweet in G6:
[95] stem
[34] distancelearning
[12] makerspace
[8] parenting
[5] kispride
[5] remotelearning
[5] teachertwitter
[5] steam
[5] pbl
[4] edtech

Top Hashtags in Tweet in G7:
[39] stem
[39] stemeducation
[38] quiz
[38] contest
[36] happinessreservesfoundation
[32] robotics
[21] quiztime
[21] answer
[21] question
[8] solarsystem

Top Hashtags in Tweet in G8:
[48] stem
[32] ehealth
[31] marketing
[31] brand
[29] cx
[28] leadership
[28] esport
[28] edtech
[8] fintech
[5] medtech

Top Hashtags in Tweet in G9:
[38] stem
[19] primarystemchat
[7] ai
[7] k12
[6] edchat
[6] education
[5] steam
[4] artificialintelligence
[4] ai4all
[4] edtech

Top Hashtags in Tweet in G10:
[64] stem
[9] free
[9] online
[7] ks3
[7] ks4
[7] ks5
[6] crest
[5] steam
[3] stemathome
[3] stemlearning

Top Words
Top Words in Tweet in Entire Graph:
[3285] #stem
[604] stem
[426] #science
[404] students
[384] more
[323] science
[310] learning
[272] ve
[265] learn
[239] great

Top Words in Tweet in G1:
[411] #stem
[56] stem
[44] #science
[39] more
[36] science
[36] students
[34] #steam
[32] #stemeducation
[31] #education
[28] check

Top Words in Tweet in G2:
[216] #stem
[69] #womeninstem
[55] girls
[36] amazing
[34] women
[33] stem
[29] #science
[27] science
[27] #womenintech
[24] interested

Top Words in Tweet in G3:
[411] #stem
[100] #science
[65] science
[62] stem
[45] #orionnetproject
[44] students
[35] more
[35] check
[33] #stemeducation
[31] #snrtg

Top Words in Tweet in G4:
[203] #stem
[28] learning
[28] #job
[25] more
[21] virtual
[19] #coding
[19] young
[19] posted
[19] nouvelle
[19] offre

Top Words in Tweet in G5:
[156] ve
[155] stem
[154] bahçeşehir
[154] 15
[154] yıla
[154] yakındır
[154] uygulanan
[154] eğitimi
[154] öğrencilere
[154] yaparak

Top Words in Tweet in G6:
[95] #stem
[52] learn
[51] win
[49] code
[48] enter
[48] dash
[48] dot
[48] robots
[48] accessories
[48] wonderworkshop

Top Words in Tweet in G7:
[92] hrfahmedabad
[39] #stem
[39] #stemeducation
[38] #quiz
[38] #contest
[37] mercury
[36] #happinessreservesfoundation
[32] #robotics
[23] hello
[23] people

Top Words in Tweet in G8:
[73] enricomolinari
[48] #stem
[38] ty
[32] #ehealth
[31] fieraingenieria
[31] #marketing
[31] #brand
[29] #cx
[28] solid
[28] #leadership

Top Words in Tweet in G9:
[38] #stem
[21] kjpips
[19] #primarystemchat
[18] rachaellehr
[9] primarystemchat
[8] picture
[8] books
[8] more
[7] ponderingdan
[7] examples

Top Words in Tweet in G10:
[64] #stem
[38] stem
[21] free
[20] activities
[19] take
[17] mcstemhub
[16] july
[16] stemlearninguk
[16] stemteamhub_tp
[15] ideas

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[206] 15,yıla
[206] yıla,yakındır
[206] yakındır,uygulanan
[206] uygulanan,stem
[206] stem,eğitimi
[206] eğitimi,öğrencilere
[206] öğrencilere,yaparak
[206] yaparak,yaşayarak
[206] yaşayarak,öğrenme
[206] öğrenme,olanağı

Top Word Pairs in Tweet in G1:
[19] #stem,#stemeducation
[15] #stem,#steam
[11] #stem,#science
[11] 15,yıla
[11] yıla,yakındır
[11] yakındır,uygulanan
[11] uygulanan,stem
[11] stem,eğitimi
[11] eğitimi,öğrencilere
[11] öğrencilere,yaparak

Top Word Pairs in Tweet in G2:
[21] girls,interested
[20] interested,#stem
[20] #stem,told
[20] told,inherited
[20] inherited,male
[20] male,brain
[20] brain,dfla_official
[20] dfla_official,changing
[20] changing,showcasing
[19] lindiweem,girls

Top Word Pairs in Tweet in G3:
[68] #science,#stem
[31] #snrtg,#stem
[21] #jaminchavez,#orionnetproject
[20] #orionnetproject,#orionnetproject
[18] #stem,#stressrelief
[17] #stem,#stemeducation
[17] #technerdculture,#whitenoise
[14] #stressrelief,#technerdculture
[13] junior,einsteins
[12] united,nations

Top Word Pairs in Tweet in G4:
[19] #job,posted
[19] posted,nouvelle
[19] nouvelle,offre
[19] offre,d'#emploi
[19] d'#emploi,#stgm
[19] #stgm,#numérique
[19] #numérique,#recrutement
[13] first,time
[11] #stem,#stemeducation
[11] problem,solving

Top Word Pairs in Tweet in G5:
[154] 15,yıla
[154] yıla,yakındır
[154] yakındır,uygulanan
[154] uygulanan,stem
[154] stem,eğitimi
[154] eğitimi,öğrencilere
[154] öğrencilere,yaparak
[154] yaparak,yaşayarak
[154] yaşayarak,öğrenme
[154] öğrenme,olanağı

Top Word Pairs in Tweet in G6:
[48] enter,win
[48] win,dash
[48] dash,dot
[48] dot,robots
[48] robots,accessories
[48] accessories,wonderworkshop
[48] wonderworkshop,app
[48] app,learn
[48] learn,code
[48] code,challenges

Top Word Pairs in Tweet in G7:
[39] #stem,#stemeducation
[38] #quiz,#contest
[36] #contest,#happinessreservesfoundation
[33] #happinessreservesfoundation,hrfahmedabad
[32] #robotics,#stem
[31] #stemeducation,#quiz
[30] mercury,#robotics
[23] hello,people
[21] #answer,#question
[21] hrfahmedabad,hello

Top Word Pairs in Tweet in G8:
[31] ty,fieraingenieria
[31] fieraingenieria,enricomolinari
[31] enricomolinari,#ehealth
[28] solid,#leadership
[28] #leadership,ty
[28] #ehealth,#esport
[28] #esport,#brand
[28] #brand,#edtech
[28] #edtech,#marketing
[28] #marketing,#cx

Top Word Pairs in Tweet in G9:
[12] rachaellehr,kjpips
[9] primarystemchat,rachaellehr
[8] #stem,picture
[8] picture,books
[7] examples,#stem
[7] books,#primarystemchat
[6] ponderingdan,claireseldon_ed
[6] claireseldon_ed,lv2teachntravel
[6] lv2teachntravel,yeates_mark
[6] yeates_mark,bennewsome_

Top Word Pairs in Tweet in G10:
[14] take,look
[10] looking,ideas
[10] ideas,show
[10] show,students
[10] students,career
[10] career,#stem
[10] #stem,take
[10] look,free
[10] free,careers
[10] careers,posters

Top Replied-To
Top Replied-To in Entire Graph:
@hrfahmedabad
@sminaev2015
@imerinet
@rachaellehr
@kentuckytsa
@ups
@mrsyffury5
@tractab
@keirinjoyce
@wearerladies

Top Replied-To in G2:
@womenwholead2
@thetechiegirls
@lafemmeisobel
@ritaelise
@wearerladies

Top Replied-To in G3:
@sheril_
@adamrutherford

Top Replied-To in G4:
@ups
@kentuckytsa
@barntonmissre
@realcandaceo

Top Replied-To in G6:
@donorschoose
@5th_adventures
@mrs_starck
@jorgedoespbl

Top Replied-To in G7:
@hrfahmedabad

Top Replied-To in G9:
@imerinet
@rachaellehr
@mrsyffury5
@okgosandbox

Top Replied-To in G10:
@stemlearninguk

Top Mentioned
Top Mentioned in Entire Graph:
@bahcesehir_k12
@learnography
@wonderworkshop
@deathcab4callie
@blackgirlscode
@forgedonyx
@enricomolinari
@icsfblog
@hrfahmedabad
@aaberhe

Top Mentioned in G1:
@antiproton_com
@lazdamar
@gammadonna_
@calstatelanss
@thebadnewsb
@futurumcareers
@kondakor_inc

Top Mentioned in G2:
@lindiweem
@dfla_official
@newshour
@kentmedwaystem
@girlsplusdata
@calililiindies
@eu_robotics
@sciencemusofva
@newshourextra
@actuacanada

Top Mentioned in G3:
@bieaeducation
@youtube
@letstalkscience
@gadgetsgarcia
@jedliemagic
@girls4sdgs
@s4tp_bigideas
@dublincityfm
@sheffieldhigh
@buzzingscience

Top Mentioned in G4:
@playosmo
@cicaninternship
@coolestprojects
@littleboo_21
@palaeoiris
@cientificolatin
@eduporium
@mmm_academy
@youngstemleader
@mcamponovo

Top Mentioned in G5:
@bahcesehir_k12
@rize_bk
@benaykaragz
@bk_bodrum
@halkali_bah
@igdirbahcesehir
@hlttnslstn
@b
@ebrugultekin3
@erginebru1923

Top Mentioned in G6:
@wonderworkshop
@dailystem
@carlyandadam
@jbzoogr
@googleorg
@pitscoed
@tcea
@rosielivenlearn
@donorschoose
@mabycraft

Top Mentioned in G7:
@hrfahmedabad
@khushbu90495147
@satyapaljain_86
@sp_0033
@jain_dhawan
@emnishant
@dayalojha4
@deora_gunjan
@goldqueenie4
@iamankit315

Top Mentioned in G8:
@enricomolinari
@fieraingenieria
@mashable
@3m
@heinzvhoenen
@akwyz
@evankirstel
@tytocare
@uf
@embodiedinc

Top Mentioned in G9:
@kjpips
@rachaellehr
@primarystemchat
@ponderingdan
@getting_smart
@thestemazingpro
@claireseldon_ed
@lv2teachntravel
@yeates_mark
@bennewsome_

Top Mentioned in G10:
@stemteamhub_tp
@stemlearninguk
@mcstemhub
@allaboutstem
@stemambassadors
@gtaylorstem
@thewisecampaign
@crestawards
@stem_hubnmsey
@stmengineering

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@huskorkut
@monicasloves
@ejlazar
@renaissancefai
@chidambara09
@limportant_fr
@mhall55nine
@evankirstel

Top Tweeters in G1:
@renaissancefai
@iancpirvine
@antiproton_com
@microstocka
@lucy_at_home
@warriortilend
@swingtradebotuk
@thegenaboveme
@commoncorediva
@artmusiclife

Top Tweeters in G2:
@femtech_
@googleexpertuk
@jgionova
@marshacollier
@jacobussystems
@calililiindies
@zaidacastillo51
@womencodersbot
@newshour
@vice

Top Tweeters in G3:
@adunlea
@janib_19
@nbcdfw
@shannon91981
@chocolateonemse
@maperez324
@imported_fun
@bopinion
@thomaskuenzli
@garystager

Top Tweeters in G4:
@sectest9
@cybersecurityn8
@flipgrid
@hubofml
@scalarhumanity
@themissusp
@lushltd
@ujhunt
@youmakerobots
@littleboo_21

Top Tweeters in G5:
@dagozlem
@bkalanya
@s_surmelihindi
@erkencocukluk
@nukteteber
@ozgeeasln
@bahcesehir_k12
@akikolhamit
@tubakevserarda
@bahcesehir_sam

Top Tweeters in G6:
@designthinkbot
@newsweek
@teacher2teacher
@towngirl772
@scifryer2
@mraspinall
@sprintbaseb
@classtechtips
@charlesrandolp3
@dailystem

Top Tweeters in G7:
@toposant55
@sunitakatyal
@blessedkamal
@prachimana
@mohi1904
@karan875
@sanchitabhartiy
@wasimkh110
@cuteushakumari
@gauravp26479152

Top Tweeters in G8:
@chidambara09
@evankirstel
@mashable
@akwyz
@vivmilano
@shicooks
@gvalan
@caring_mobile
@2601manish
@yvesmulkers

Top Tweeters in G9:
@bar_zie
@forbes
@rdene915
@edchateu
@edutweetoz
@theipodteacher
@skymazef3
@getting_smart
@rachaellehr
@mrlosik

Top Tweeters in G10:
@sallyrmelb
@may_gun
@careersweek
@birdgirluk
@allaboutstem
@imascientist
@nhsuk
@thewisecampaign
@hanaayoob
@wizardingworld