#stem, Twitter, 3/12/2021 8:23:35 PM, 250527


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#stem_2021-03-12_07-27-22.xlsx
#stem_2021-03-12_07-27-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 12, 2021
Short Description:
#stem via NodeXL https://bit.ly/30EM2ti
@stem_ai
@femtech_
@womeninstemsa
@braincures
@b0tsci
@scienceweekuk
@nasa
@dailystem
@jenswanbooks
@stemlearninguk

Top hashtags:
#stem
#science
#womeninstem
#internationalwomensday
#iwd2021
#education
#stemeducation

Description:
Description
The graph represents a network of 8,477 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, 12 March 2021 at 15:41 UTC.

The requested start date was Friday, 12 March 2021 at 01:01 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, 6-hour, 53-minute period from Tuesday, 09 March 2021 at 18:07 UTC to Friday, 12 March 2021 at 01:01 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 : 8477
Unique Edges : 7146
Edges With Duplicates : 11723
Total Edges : 18869
Number of Edge Types : 5
Tweet : 1807
Retweet : 4916
MentionsInRetweet : 7861
Mentions : 4094
Replies to : 191
Self-Loops : 1907
Reciprocated Vertex Pair Ratio : 0.0378889100973468
Reciprocated Edge Ratio : 0.0730114942528736
Connected Components : 1522
Single-Vertex Connected Components : 526
Maximum Vertices in a Connected Component : 4169
Maximum Edges in a Connected Component : 12333
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.895691
Graph Density : 0.000151354777658649
Modularity : 0.551938
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 8,477 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, 12 March 2021 at 15:41 UTC.

The requested start date was Friday, 12 March 2021 at 01:01 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, 6-hour, 53-minute period from Tuesday, 09 March 2021 at 18:07 UTC to Friday, 12 March 2021 at 01:01 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".

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:
[34] https://sdtimes.com/ai/forrester-5-key-advances-driving-ai-2-0/
[20] https://www.instagram.com/accounts/login/
[20] https://mailchi.mp/numberella/newsletter
[17] https://www.canadianclassroom.com/?utm_source=Twitter&utm_medium=social&utm_campaign=Twitter
[17] https://www.bimathx.com
[16] https://www.youbionic.com/
[15] https://www.youtube.com/watch?v=BVXv0-1Rcc8&feature=youtu.be

[11] http://iconversations.biz/denisempulliam.aspx
[10] https://www.gofundme.com/f/help-me-abraham-change-stem-and-impact-thousands?sharetype=teams&member=9258182&rcid=r01-16153982101-f45ed893f1c0446d&pc=tw_co_campmgmt_w&utm_medium=social&utm_source=twitter&utm_campaign=p_lico+share-sheet
[10] https://www.donorschoose.org/project/early-finishers-for-eager-learners/5399312/?utm_source=dc&utm_medium=twitter&utm_campaign=teacherhub&utm_term=teacher_740071&rf=twitter-dc-2021-03-teacherhub-teacher_740071&challengeid=20983018&_branch_match_id=link-898331172286165061

Top URLs in Tweet in G1:
[34] https://sdtimes.com/ai/forrester-5-key-advances-driving-ai-2-0/
[16] https://www.youbionic.com/
[14] https://www.youtube.com/watch?v=BVXv0-1Rcc8&feature=youtu.be

[13] https://www.canadianclassroom.com/?utm_source=Twitter&utm_medium=social&utm_campaign=Twitter
[10] https://www.gofundme.com/f/help-me-abraham-change-stem-and-impact-thousands?sharetype=teams&member=9258182&rcid=r01-16153982101-f45ed893f1c0446d&pc=tw_co_campmgmt_w&utm_medium=social&utm_source=twitter&utm_campaign=p_lico+share-sheet
[8] https://bluestampengineering.com/summer/?utm_source=Mailchimp&utm_medium=email&utm_campaign=Summer_20_21&utm_content=March_9
[8] https://ther3cruit.co.uk/the-details-164/
[8] https://urldefense.com/v3/__https://www.capitalonecareers.com/?utm_source=CapitalOneCareers&utm_medium=Partner&utm_campaign=BlackWomenAI_RecruitingPartnerships__;!!EFVe01R3CjU!PR15ENsAtGVXFGTjyG-1_Bz4amJacb88LzvGYbbS02PJpa7xdgzsKGMdccO7r9alkUY1$
[7] https://directory.libsyn.com/episode/index/id/18123236
[6] https://aiworldschool.com/

Top URLs in Tweet in G2:
[11] http://iconversations.biz/denisempulliam.aspx
[6] https://www.rootsanalysis.com/reports/view_document/stem-cell-therapy-contract-manufacturing-market-2019-2030/271.html
[4] https://flexbooks.ck12.org/cbook/ck-12-interactive-middle-school-math-7-for-ccss/section/6.5/primary/lesson/surface-area-of-cubes-and-rectangular-prisms-4424737-msm7-ccss#x-ck12-ZmY1NTgzNWZlMThlZDE3NDA0YWI3YzkyMGZkYTE2MDQ.-av7
[4] https://learnography.wordpress.com/2021/03/10/toddlers-behavior-cerebellar-learnography-and-learning-attitudes/
[4] https://learnography.wordpress.com/2020/06/22/brainpage-school-can-finish-complete-education-from-k-1-to-masters-degree-at-the-age-of-20-years/
[3] https://www.mdrc.org/publication/bridging-school-work-divide
[3] https://interactives.ck12.org/simulations/chemistry/atom-builder/app/index.html
[3] https://www.fenews.co.uk/press-releases/64773-women-in-construction-week-are-apprenticeships-the-key-to-stem-diversity
[3] https://democracy-sokuhou.blog.jp/archives/28354189.html
[3] http://www.castillayleoneconomica.es/noticia/caixabank-y-microsoft-ib%C3%A9rica-reconocen-las-mejores-estudiantes-stem-de-espa%C3%B1

Top URLs in Tweet in G3:
[7] https://www.instagram.com/accounts/login/
[6] http://irvineia.wix.com/the-orlando-file
[3] https://www.rafflecopter.com/rafl/display/a195e820116/
[2] https://socalfieldtrips.com/15-paper-plate-steam-activities-for-kids/
[2] https://youtu.be/paK8ELwd-mk
[2] https://seagrant.whoi.edu/suggested-educational-resources-for-use-during-school-closures/webinars-noaa-live/#openhouses
[2] https://www.startuprad.io/blog/sciflow-helps-you-to-write-the-best-possible-research-paper/?utm_content=buffer2a7fa&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.etsy.com/listing/913954869/aqua-blue-glass-flower-stem-dodds-brooch?ref=listings_manager_grid
[2] https://www.amazon.com/Hunted-Predator-Planet-Book-ebook/dp/B082FRR7W9?utm_sq=gjph4cpq7z
[2] https://twitter.com/dailystem/status/1369758733665001475

Top URLs in Tweet in G4:
[6] https://docs.google.com/forms/d/e/1FAIpQLSeAUxuiNQ1hMaxhhFXkvNH-d6tycvL001ad2opKR3H7rumb-w/viewform?usp=send_form
[4] https://www.kirkusreviews.com/contest/steminism-sweepstakes/
[4] https://mailchi.mp/numberella/newsletter
[3] https://www.earthecho.org/ourecho-challenge
[2] https://twitter.com/TheAbSociety/status/1370028392628686861
[2] https://www.patreon.com/socratica
[2] https://twitter.com/socratica/status/1369822363701809154
[2] https://www.theguardian.com/education/2019/jan/17/sometimes-you-feel-alone-studying-at-university-with-a-disability
[2] https://twitter.com/csa_asc/status/1369717189759107080
[2] https://fromthemixedupfiles.com/stem-tuesday-natural-disasters-in-the-classroom/

Top URLs in Tweet in G5:
[5] https://www.britishscienceweek.org/plan-your-activities/activity-packs/
[4] https://www.trin.cam.ac.uk/news/professor-valerie-gibson-believe-in-yourself-have-a-positive-attitude-and-strive-for-quality-and-not-quantity/
[3] https://learn.twigeducation.com/l/272722/2021-02-25/ggygnc
[2] https://www.gfgfoundation.org.uk/case-studies/
[2] https://www.careerpilot.org.uk/job-sectors/stem
[2] https://www.youtube.com/watch?v=sJbhDsbfxMY&feature=youtu.be

[2] https://docs.google.com/forms/d/e/1FAIpQLSfImBc0fNHK3rUTIL5_M0HohBxmbujhnXyPdNwfAHL4Nehb5A/viewform?usp=sf_link
[1] https://www.youtube.com/watch?v=IEthqmD4yGQ

[1] https://bit.ly/36QuOMM
[1] https://www.youtube.com/playlist?list=PLKZ-Ko8eYRnp9hPCQXZFXLvkg49QwTnSK


Top URLs in Tweet in G7:
[4] https://www.praxismedhat.com/events/international-day-of-women-and-girls-in-science-2021
[3] https://www.nsta.org/types/journals
[3] https://www.itespresso.es/ametic-y-la-real-academia-de-ingenieria-se-unen-para-combatir-la-brecha-de-genero-en-stem-232364.html
[2] https://www.stemnola.com/register
[2] https://www.rrhhpress.com/mujer-y-trabajo/51781-ametic-y-la-real-academia-de-ingenieria-colaboran-para-reducir-la-brecha-de-genero-en-stem
[2] https://www.youtube.com/watch?v=r8wLyVVTWvg&feature=youtu.be

[1] https://www.sciencebuddies.org/blog/mario-day-stem?from=Newsletter
[1] https://www.youtube.com/playlist?list=PLvisPb8FuBbbiLp2yT0BD-SolHxs8naGg

[1] https://www.jpl.nasa.gov/edu/events/2021/3/5/celebrate-pi-day-with-nasa/#.YEqMsDooztI.twitter
[1] https://www.youtube.com/watch?v=6U45m_Xtyjk&feature=youtu.be


Top URLs in Tweet in G8:
[2] https://twitter.com/Athenafilmfest/status/1367943026581139461
[2] https://www.linkedin.com/in/nadiacalvino
[1] https://www.choice360.org/webinars/when-you-picture-a-scientist-who-do-you-see/?utm_source=Twitter&utm_medium=PQ_Post&utm_campaign=PQ_SCI_031121
[1] https://mailchi.mp/577ad848c2b9/black-girls-code-bitgive
[1] https://www.essence.com/articles/octavia-e-butler-mars-landing-perseverance-nasa/
[1] https://www.choice360.org/webinars/when-you-picture-a-scientist-who-do-you-see/
[1] https://donorbox.org/talend-supports-black-girls-code
[1] https://www.albasynchrotron.es/en/media/news/day-of-women-and-girls-in-science-a-vision-of-the-role-of-women-in-the-alba-synchrotron
[1] https://bit.ly/3qDoYFQ
[1] https://www.genstempodcast.com/episodes/genstem-19-virgin-hyperloop-ceo-josh-giegel?es_p=13412768

Top URLs in Tweet in G9:
[16] https://www.bimathx.com
[10] http://www.lectrify.it/products/oled
[3] https://youtu.be/Hv7UI9ImOYs
[3] https://twitter.com/Sebasualto/status/1369738938320052236
[2] https://urldefense.com/v3/__https://www.capitalonecareers.com/?utm_source=CapitalOneCareers&utm_medium=Partner&utm_campaign=BlackWomenAI_RecruitingPartnerships__;!!EFVe01R3CjU!PR15ENsAtGVXFGTjyG-1_Bz4amJacb88LzvGYbbS02PJpa7xdgzsKGMdccO7r9alkUY1$
[2] https://niagarafalls.zoom.us/meeting/register/tJAkc-ugrD4oH9Whl70ROUUR3-dAlwwk4m1u
[2] https://docs.google.com/forms/d/e/1FAIpQLSf0pJFOp4XoH7N1VMrhFRd34UvxE7eSG7ukWfRdFERHMjkftA/viewform?usp=send_form
[1] https://www.digitaltechnologieshub.edu.au/teachers/lesson-ideas/integrating-digital-technologies/humpback-whales-what-the-data-reveals
[1] https://adsei.org/2020/02/06/the-importance-of-scepticism/
[1] https://e2.eventcore.com/

Top URLs in Tweet in G10:
[1] https://twitter.com/UNSW/status/1369798007873359880
[1] https://twitter.com/_minecogob/status/1368832608575004678
[1] https://form.jotform.com/210414755882155?utm_campaign=NAF+Educator+PD&utm_medium=bitly&utm_source=Jotform
[1] https://twitter.com/mtpconnect_aus/status/1369416150266871809
[1] https://docs.google.com/presentation/d/e/2PACX-1vTBRYz0_hbLLNd2pzwj_sDSMFUFwb_zrvtfHGw7oxObf5n_uzUAxbXJO0N9PR2QxUxhpekiFwjCDHIx/pub?start=false&loop=false&delayms=3000
[1] https://twitter.com/HLtinkercad/status/1369654306757087233
[1] https://hlmodtech.com/tinkercad-airliner
[1] https://www.instagram.com/accounts/login/
[1] https://twitter.com/CSIRO/status/1369086460285050880
[1] https://twitter.com/UN4Youth/status/1367486001740980224

Top Domains
Top Domains in Tweet in Entire Graph:
[413] twitter.com
[99] youtube.com
[73] co.uk
[71] google.com
[56] linkedin.com
[44] org.uk
[40] bit.ly
[36] donorschoose.org
[34] sdtimes.com
[28] instagram.com

Top Domains in Tweet in G1:
[44] twitter.com
[34] sdtimes.com
[26] youtube.com
[21] co.uk
[16] youbionic.com
[13] canadianclassroom.com
[12] org.uk
[10] gofundme.com
[8] bluestampengineering.com
[8] urldefense.com

Top Domains in Tweet in G2:
[42] twitter.com
[14] vubblepop.com
[12] wordpress.com
[11] iconversations.biz
[8] ck12.org
[8] co.uk
[7] linkedin.com
[7] hive.blog
[6] rootsanalysis.com
[5] roboquu.com

Top Domains in Tweet in G3:
[64] twitter.com
[19] linkedin.com
[14] co.uk
[13] youtube.com
[8] instagram.com
[7] google.com
[7] careerarc.com
[6] amazon.com
[6] com.au
[6] dy.si

Top Domains in Tweet in G4:
[20] twitter.com
[7] google.com
[7] libsyn.com
[4] kirkusreviews.com
[4] mailchi.mp
[3] theguardian.com
[3] youtube.com
[3] earthecho.org
[3] makermaven.net
[3] blogspot.com

Top Domains in Tweet in G5:
[14] org.uk
[14] twitter.com
[9] britishscienceweek.org
[6] youtube.com
[5] ac.uk
[3] twigeducation.com
[3] google.com
[2] co.uk
[2] crestawards.org
[2] adobe.com

Top Domains in Tweet in G7:
[8] youtube.com
[5] nsta.org
[4] praxismedhat.com
[3] twitter.com
[3] stemnola.com
[3] itespresso.es
[2] rrhhpress.com
[2] sage-voices.com
[1] sciencebuddies.org
[1] nasa.gov

Top Domains in Tweet in G8:
[4] linkedin.com
[3] genstempodcast.com
[3] twitter.com
[2] choice360.org
[2] bit.ly
[2] eventbrite.com
[1] mailchi.mp
[1] essence.com
[1] donorbox.org
[1] albasynchrotron.es

Top Domains in Tweet in G9:
[16] bimathx.com
[10] twitter.com
[10] lectrify.it
[6] google.com
[4] youtu.be
[2] urldefense.com
[2] zoom.us
[2] com.au
[1] edu.au
[1] adsei.org

Top Domains in Tweet in G10:
[6] twitter.com
[1] jotform.com
[1] google.com
[1] hlmodtech.com
[1] instagram.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5198] stem
[392] science
[336] womeninstem
[250] internationalwomensday
[239] iwd2021
[222] education
[215] stemeducation
[211] engineering
[202] womenshistorymonth
[198] steam



Top Hashtags in Tweet in G1:
[720] stem
[257] womeninstem
[144] internationalwomensday
[128] iwd2021
[114] ai
[100] coding
[95] tech
[91] technology
[83] datascience
[79] 100daysofcode

Top Hashtags in Tweet in G2:
[508] stem
[57] science
[35] education
[34] stemeducation
[26] learning
[23] stemed
[23] edtech
[23] goals
[23] kids
[22] success

Top Hashtags in Tweet in G3:
[628] stem
[58] science
[31] engineering
[29] stemeducation
[28] education
[20] steam
[19] technology
[17] womenshistorymonth
[10] edtech
[10] research

Top Hashtags in Tweet in G4:
[201] stem
[33] scicomm
[23] science
[17] steam
[14] womeninstem
[13] engineering
[10] stemprofile
[10] kidlit
[10] robotics
[10] tech

Top Hashtags in Tweet in G5:
[209] stem
[62] bsw21
[45] britishscienceweek
[11] science
[10] britishscienceweek2021
[9] smashingstereotypes
[8] bsw2021
[7] crest
[7] teachers
[7] bigbangcompetition

Top Hashtags in Tweet in G6:
[194] geode
[1] twitch
[1] nvscicenter
[1] scicomm
[1] geology
[1] science
[1] scienceisfun
[1] stem
[1] nevada

Top Hashtags in Tweet in G7:
[57] stem
[18] scied
[16] nsta
[11] engage21
[6] sage
[5] womeninscience
[4] engineering
[4] sjbstem
[4] welocal
[4] sinkorfloat

Top Hashtags in Tweet in G8:
[56] stem
[9] 8m2021
[8] mujerstem
[7] womenshistorymonth
[7] podcast
[5] inroadsalumni
[5] 8msinlímites
[4] robotics
[4] internationalwomensday
[4] 8m

Top Hashtags in Tweet in G9:
[70] stem
[32] microbit
[14] steam
[10] stemeducation
[10] coding
[8] startup
[7] robot
[6] socent
[6] inspiration4contest
[6] datascience

Top Hashtags in Tweet in G10:
[29] stem
[7] rain
[4] science
[4] steam
[3] seedsfromspace
[2] adearte
[2] technology
[2] engineering
[2] mathematics
[2] careerswithstem

Top Words
Top Words in Tweet in Entire Graph:
[5199] #stem
[835] women
[722] students
[705] science
[654] stem
[626] more
[423] time
[398] day
[393] #science
[390] join

Top Words in Tweet in G1:
[720] #stem
[346] women
[257] #womeninstem
[158] #internationalwomensday
[148] day
[128] #iwd2021
[126] more
[114] #ai
[103] thank
[100] #coding

Top Words in Tweet in G2:
[509] #stem
[77] science
[74] students
[66] stem
[63] more
[57] #science
[51] school
[40] learning
[36] careers
[35] learn

Top Words in Tweet in G3:
[628] #stem
[73] more
[68] stem
[68] science
[58] #science
[57] students
[51] women
[41] learn
[38] learning
[35] today

Top Words in Tweet in G4:
[201] #stem
[37] offering
[33] #scicomm
[33] space
[32] grants
[31] csa_asc
[31] initiatives
[30] develop
[28] schools
[27] 12

Top Words in Tweet in G5:
[209] #stem
[101] scienceweekuk
[62] #bsw21
[47] science
[45] #britishscienceweek
[40] week
[37] learning
[33] great
[29] more
[25] activities

Top Words in Tweet in G6:
[195] jerma895
[194] fun
[194] time
[194] breaking
[194] #geode
[194] weekend
[194] #twitch
[194] jwbonde
[194] talked
[194] geodes

Top Words in Tweet in G7:
[57] #stem
[22] stem
[18] #scied
[17] 2021
[17] join
[17] mujeringenieria
[16] know
[16] ametic_es
[14] nsta
[14] event

Top Words in Tweet in G8:
[56] #stem
[17] blackgirlscode
[14] women
[14] ceo
[12] founder
[12] co
[11] carreras
[11] mujeres
[10] españa
[10] 30

Top Words in Tweet in G9:
[70] #stem
[42] bit
[33] micro
[32] #microbit
[24] march
[20] christinekdixon
[17] hands
[16] math
[16] check
[16] learn

Top Words in Tweet in G10:
[29] #stem
[12] world
[11] women
[11] great
[9] opportunity
[9] opportunities
[9] study
[8] future
[8] wsmllen
[8] sciencechiefau

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[195] fun,time
[195] time,breaking
[195] breaking,#geode
[195] #geode,weekend
[195] weekend,jerma895
[195] jerma895,#twitch
[195] #twitch,jwbonde
[195] jwbonde,talked
[195] talked,geodes
[195] geodes,form

Top Word Pairs in Tweet in G1:
[80] #iwd2021,#internationalwomensday
[65] joining,#iwd2021
[61] ibilola_amao,thank
[61] #internationalwomensday,#internationalwomensday2021
[56] #stem,#womeninstem
[44] artificial,intelligence
[39] #ai,#machinelearning
[37] women,artificial
[36] black,women
[34] forrester,key

Top Word Pairs in Tweet in G2:
[21] #goals,#success
[20] #learning,#kids
[20] #kids,#goals
[19] #science,#stem
[16] sister,mary
[16] mary,kenneth
[16] kenneth,keller
[16] keller,along
[16] along,being
[16] being,first

Top Word Pairs in Tweet in G3:
[19] #stem,#stemeducation
[18] learn,more
[17] #science,#stem
[15] #stem,#steam
[11] high,school
[11] #stem,#engineering
[10] women,#stem
[10] science,week
[9] #stem,#education
[9] #stem,#science

Top Word Pairs in Tweet in G4:
[31] offering,grants
[30] csa_asc,offering
[30] develop,space
[27] #stem,initiatives
[26] grants,profit
[26] profit,organizations
[26] organizations,schools
[26] schools,develop
[26] space,#stem
[26] initiatives,12

Top Word Pairs in Tweet in G5:
[21] science,week
[20] british,science
[16] #bsw21,#stem
[16] #stem,learning
[11] #stem,#bsw21
[10] scienceweekuk,#bsw21
[9] careers,#stem
[9] #stem,activities
[8] fantastic,sciencemuseum's
[8] sciencemuseum's,#stem

Top Word Pairs in Tweet in G6:
[194] fun,time
[194] time,breaking
[194] breaking,#geode
[194] #geode,weekend
[194] weekend,jerma895
[194] jerma895,#twitch
[194] #twitch,jwbonde
[194] jwbonde,talked
[194] talked,geodes
[194] geodes,form

Top Word Pairs in Tweet in G7:
[11] combatir,brecha
[11] much,know
[11] know,#nsta
[11] #nsta,#engage21
[11] #engage21,premier
[11] premier,#scied
[11] #scied,event
[11] event,2021
[11] 2021,something
[11] something,everyone

Top Word Pairs in Tweet in G8:
[11] carreras,#stem
[10] españa,30
[10] 30,estudiantes
[10] estudiantes,carreras
[10] #stem,mujeres
[9] josh,giegel
[8] nobel,prize
[8] dr,jennifer
[8] jennifer,doudna
[8] giegel,genstempodcast

Top Word Pairs in Tweet in G9:
[33] micro,bit
[16] math,check
[10] celebrate,launch
[10] launch,oled
[10] oled,accessory
[10] accessory,co
[10] co,ecvkfzv3us
[10] ecvkfzv3us,retweets
[10] retweets,#microbit
[10] #microbit,projects

Top Word Pairs in Tweet in G10:
[9] study,#stem
[8] world,opportunities
[7] great,opportunity
[7] opportunity,young
[7] young,indigenous
[7] indigenous,women
[7] women,study
[7] #stem,world
[7] opportunities,future
[7] future,jobs

Top Replied-To
Top Replied-To in Entire Graph:
@rachaellehr
@rayboyd007
@do_kinder
@scienceweekuk
@dgurdasani1
@marilynfleer
@rigg1991
@activate1m1b
@stemambassadors
@sjbsolihull

Top Replied-To in G1:
@marilynfleer
@gensocuk
@jessicaevenn
@harbrimah
@paula_piccard
@uwaterloo
@girlsincpnw
@vittoriabarbara
@encounteredu
@nillumbikyouth

Top Replied-To in G2:
@millionwmentors
@katejstam
@thepublicsquare
@musicwithschaub

Top Replied-To in G4:
@do_kinder
@dgurdasani1
@dpocroianu
@drsmpieber
@morimahmoudi
@changingstemm
@chemistryworld
@angryhacademic
@kidssolve
@mathsedideas

Top Replied-To in G5:
@scienceweekuk
@stemambassadors
@sjbsolihull
@scienceconnects
@csc_scitech
@kearsleyacademy
@stanthonyssch
@ourladyscp
@maryvalebham
@tashakacheri

Top Replied-To in G7:
@batonrouge
@ametic_es

Top Replied-To in G10:
@ifeoma_ugwuanyi
@joliboucher
@caseytechschool
@sarahinscience

Top Mentioned
Top Mentioned in Entire Graph:
@jerma895
@jwbonde
@sciencenevada
@scienceweekuk
@ibilola_amao
@blackwomeninai
@nasa
@earth2christine
@wef
@harbrimah

Top Mentioned in G1:
@ibilola_amao
@blackwomeninai
@harbrimah
@wef
@enricomolinari
@cyberstartusa
@stem_kasapna
@nicochan33
@lauriewallmark
@nasa

Top Mentioned in G2:
@letstalkscience
@learnography
@womenwhocode
@carsecor
@ot_fed
@ontariotech_u
@staoapso
@atlantabizwomen
@asollowayuk
@derbyuni

Top Mentioned in G3:
@4gstem
@eisclabdata
@almohobeen
@startuprad_io
@asx
@mindcloudman
@lemmiouta

Top Mentioned in G4:
@csa_asc
@academicparity
@ukri_ceo
@dailystem
@phdforum
@braincures
@ukri_news
@phdvoice
@drumeshprabhu
@500womensci

Top Mentioned in G5:
@scienceweekuk
@stemlearninguk
@surreylibraries
@sciencemuseum
@britsciassoc
@crestawards
@stemglasgow
@stemedscot
@eiscoscientific
@cambridge_uni

Top Mentioned in G6:
@jerma895
@jwbonde
@sciencenevada

Top Mentioned in G7:
@ametic_es
@nsta
@amigosing
@mujeringenieria
@youtube
@praxismedhat
@natlstemfunders
@stemnola
@rdene915
@nolanews

Top Mentioned in G8:
@blackgirlscode
@virginhyperloop
@genstempodcast
@inroads
@_minecogob
@pictureascifilm
@iamwill
@marchodosh
@sriramk
@aarthir

Top Mentioned in G9:
@christinekdixon
@bimathx
@browndoggadgets
@makeymakey
@ihubniagara
@lectrifyit
@microsoftedu
@dsbn
@wrenchey
@microbit101

Top Mentioned in G10:
@wsmllen
@sciencechiefau
@au
@womensciaust
@science_academy
@steam
@rkp_industries
@mveg001
@drjenrowland
@csiro

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@cybersec_feeds
@renaissancefai
@femtech_
@susanneleist
@serendipitysays
@evankirstel
@milenio
@gojira007x

Top Tweeters in G1:
@sectest9
@chidambara09
@cybersec_feeds
@femtech_
@milenio
@xaelbot
@codedailybot
@scheerenberger
@caracolradio
@cybersecurityn8

Top Tweeters in G2:
@rachelgriesmer
@viralvideovlogs
@hollowmanseries
@dataaugmented
@rom18184741
@tarouemonn
@designthinkbot
@artstrada
@bigchanthedon
@miluramalho

Top Tweeters in G3:
@renaissancefai
@willgriesmer
@deepgreendesign
@twoclassychics
@mopperwezen
@evertgdavelaar
@servuspecum
@therealgruffy
@newnameford
@towandaism

Top Tweeters in G4:
@googleexpertuk
@ignaciovalle3
@gordontredgold
@marshacollier
@lollydaskal
@drumeshprabhu
@mrtallerjerry
@academicchatter
@tristramwyatt
@npr

Top Tweeters in G5:
@google
@thebodycoach
@jharrison22
@nicolasadler
@granadareports
@abcmagazineuk
@john_stephens67
@staffslibraries
@bansteadrotary
@sciencemuseum

Top Tweeters in G6:
@derriskharlan64
@burger_chaser
@fiandrawr
@m00nremix
@apogeesys
@ironfistclown
@crystalblisters
@beebeeibuki
@nnyyxx_
@technotoastx

Top Tweeters in G7:
@nolanews
@eleconomistaes
@stem_nastics
@walkerdoug
@mh_retweeter
@jleube
@rrhhpress
@fyq_abel
@amigosing
@iste

Top Tweeters in G8:
@evankirstel
@amazingchevvolt
@anap1958
@gdorn1
@parrisharris
@elhectro2
@melsil
@marsha051
@sciam
@blackgirlscode

Top Tweeters in G9:
@socentlive
@humanre41270855
@shellterrell
@codervj
@blogmywiki
@myitmedia
@scas
@opensource_orgs
@microsoftedu
@wyldcdn

Top Tweeters in G10:
@nacchoaustralia
@mveg001
@womensciaust
@naomiharm
@kyriakoskyriac1
@nlesdca
@collettell
@aus_scienceweek
@giftedtawk
@csiro


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