#stem, Twitter, 2/8/2021 12:28:07 PM, 247302


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#stem_2021-02-05_07-27-22.xlsx
#stem_2021-02-05_07-27-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 08, 2021
Short Description:
#stem via NodeXL https://bit.ly/2YTzqxh
@stem_ai
@femtech_
@siemensstiftung
@un_women
@blackwomeninai
@b0tsci
@trinalfletcher
@education_24x7
@100daysof2020
@enricomolinari

Top hashtags:
#stem
#science
#steam
#blackhistorymonth
#education
#webinar
#stemeducation

Description:
Description
The graph represents a network of 7,559 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, 05 February 2021 at 15:39 UTC.

The requested start date was Friday, 05 February 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, 12-hour, 53-minute period from Monday, 01 February 2021 at 22:18 UTC to Thursday, 04 February 2021 at 11:12 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 : 7559
Unique Edges : 5861
Edges With Duplicates : 11706
Total Edges : 17567
Number of Edge Types : 5
Retweet : 5146
MentionsInRetweet : 7585
Tweet : 1671
Mentions : 3002
Replies to : 163
Self-Loops : 1727
Reciprocated Vertex Pair Ratio : 0.034666099532114
Reciprocated Edge Ratio : 0.0670092497430627
Connected Components : 1176
Single-Vertex Connected Components : 413
Maximum Vertices in a Connected Component : 3906
Maximum Edges in a Connected Component : 11388
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.835185
Graph Density : 0.000170310571917604
Modularity : 0.535057
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 7,559 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, 05 February 2021 at 15:39 UTC.

The requested start date was Friday, 05 February 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, 12-hour, 53-minute period from Monday, 01 February 2021 at 22:18 UTC to Thursday, 04 February 2021 at 11:12 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:
[44] https://storeybookreviews.com/2021/02/review-make-up-break-up/
[43] https://teespring.com/get-black-women-in-artificial?pid=227&cid=2664
[24] https://www.instagram.com/accounts/login/
[22] http://iconversations.biz/denisempulliam.aspx
[18] https://www.qtpi.in/
[14] https://www.twitch.tv/mrbogski
[12] https://www.youbionic.com/
[10] https://www.geeksforgeeks.org/extract-all-the-urls-from-the-webpage-using-python/
[10] https://www.stemkasapna.org/
[10] https://blog.qtlearn.in/qtkit/

Top URLs in Tweet in G1:
[39] https://teespring.com/get-black-women-in-artificial?pid=227&cid=2664
[17] https://www.qtpi.in/
[14] https://www.twitch.tv/mrbogski
[10] https://www.geeksforgeeks.org/extract-all-the-urls-from-the-webpage-using-python/
[10] https://www.instagram.com/accounts/login/
[9] https://www.stemkasapna.org/
[9] http://crosstalk.cell.com/blog/1000-inspiring-black-scientists-in-america
[8] https://aiquintessential.co.uk/academy/
[7] https://blog.qtlearn.in/qtkit/
[7] https://www.facebook.com/coding4kids.ph/photos/a.763693563760513/3372333776229799/

Top URLs in Tweet in G2:
[44] https://storeybookreviews.com/2021/02/review-make-up-break-up/
[22] http://iconversations.biz/denisempulliam.aspx
[4] https://catherinescareercorner.com/2020/09/13/7-ways-to-get-more-women-into-male-dominated-stem-careers/
[4] https://code.likeagirl.io/publish-your-existing-repo-to-your-github-pages-site-d2d6cfebc0de?source=friends_link&sk=7c091a92c6f8b38696d039a687a3c362
[4] https://yonkersfun.com/2020/11/17/neh-digital-humanities-national-or-regional-training-program-grants-deadline-march-2/
[3] https://www.thehindu.com/education/why-we-need-to-inspire-more-girls-to-aspire-for-careers-in-science-and-technology/article33702426.ece
[3] https://twitter.com/girlsinscience/status/1356377750370721796
[3] https://twitter.com/MHS_Science_/status/1356622446875533315
[3] https://www.abc.net.au/news/2021-02-03/richard-gill-school-combines-music-creativity-and-science/13113446?utm_source=abc_news_web&utm_medium=content_shared&utm_campaign=abc_news_web
[3] https://www.edtech.direct/

Top URLs in Tweet in G3:
[7] https://www.instagram.com/accounts/login/
[3] https://www.politico.eu/article/what-to-study-to-join-the-eu-bubble-careers-eu-university-studies-europe-parliament/
[2] https://www.bmj.com/content/371/bmj.m4904
[2] https://code.org/
[2] https://www.bilimokul.com/
[2] https://www.paigeandpaxton.com/
[2] https://twitter.com/aysa_mar_asmr/status/1355113930029473795
[2] https://www.entrepreneur.com/article/361570
[2] https://scholarsplayground.org/
[2] https://www.sars.org.uk/events/asia-pacific-branch-webinar-fundamentals-of-safety-integrity-level-sil-verification/

Top URLs in Tweet in G4:
[4] https://twitter.com/TinocoGRogelio/status/1356983775025111042
[3] https://www.youtube.com/c/siemensstiftung
[1] https://www.siemens-stiftung.org/en/media/news/the-project-design-thinking-in-stem-continues-in-mexico-and-peru/
[1] https://twitter.com/TinocoGRogelio/status/1356983775025111042?s=20
[1] https://twitter.com/tinocogrogelio/status/1356983775025111042
[1] https://twitter.com/educaunisabana/status/1356239263373864963

Top URLs in Tweet in G5:
[3] https://www.etsy.com/shop/chrissysparksart/
[3] https://paritymovement.org/workshop-registration/
[2] https://500queerscientists.com/rene-francolini/
[2] https://mailchi.mp/5392b033e61f/video-versatility
[2] https://twitter.com/girlsinscience/status/1356377750370721796
[2] https://twitter.com/GirlsInScience/status/1356377750370721796
[2] https://twitter.com/jvcdelaney/status/1356211562864922627
[2] https://docs.google.com/forms/d/e/1FAIpQLSeLXYZ2_6CJLLetQKSTNbhT7BNyvtZlhqufEFwA7_uKRlnaGw/viewform?usp=send_form
[1] https://www.linkedin.com/slink?code=esZ8NCP
[1] http://montclare.poly.edu/?p=3724

Top URLs in Tweet in G6:
[1] https://www.imperial.ac.uk/study/pg/fees-and-funding/scholarships/international-scholarship-collaborations/british-council-scholarships-for-women-in-stem/
[1] https://www.britishcouncil.org/study-work-abroad/in-uk/scholarship-women-stem
[1] https://www.womantoc.gr/men/article/ellinas-epistimonas-ksekina-ekpaidefsi-stem-sta-pomakoxoria-me-tin-ypostiriksi-tou-national-geographic

Top URLs in Tweet in G7:
[11] https://www.youbionic.com/
[5] https://www.mystemkits.com/
[4] https://www.schulichleaders.com/
[4] https://www.thestemusic.com/scholarship
[3] https://www.amazon.com/hz/wishlist/ls/1WG4V8SVEILKJ/ref=as_li_ss_tl?ref_=wl_share&linkCode=sl2&tag=thetickler0a-20&linkId=909a28405bdcdce32bfae91b8fd59748&language=en_US
[2] https://littlebinsforlittlehands.com/valentines-day-stem-activities-challenges-kids/
[2] https://www.commonsense.org/education/top-picks/steam-games-apps-and-sites
[2] https://twitter.com/stirlospace/status/1356386964681883648
[2] https://blog.definedlearning.com/blog/career-focused-projects-build-stem-skills-k-8-classroom/
[2] https://www.imperial.ac.uk/news/212293/imperial-hosts-international-scholarships-women-stem/

Top URLs in Tweet in G8:
[1] https://www.weforum.org/agenda/2020/02/seven-women-scientists-innovation-change-global?utm_source=twitter&utm_medium=social_scheduler&utm_term=Gender+Parity&utm_content=01/01/2021+07:00
[1] https://twitter.com/westernuSpace/status/1356290411204063239
[1] https://twitter.com/westernuSpace/status/1355274038915031044

Top URLs in Tweet in G9:
[2] https://www.youtube.com/playlist?list=PLOQ6zGmKDKKMZYhHFBVx6a386VwGMrox_

[2] https://thinkrobotics.in/
[1] https://steamsport.com/
[1] https://steamsport.com/donate-2
[1] https://www.northropgrumman.com/corporate-responsibility/corporate-citizenship/resources/
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DQNfaUycVAXo&q=EgS4SO-bGLfM9YAGIhkA8aeDS4NY-k4x1dBJTSEWWzeau_qgUX2MMgFy
[1] https://www.youtube.com/watch?v=WvTdNwyADZc&feature=youtu.be

[1] https://sloan.org/about/careers#tab-program-associate-dei-in-stem-higher-education
[1] https://twitter.com/krystlecobian/status/1357109963471003649
[1] https://twitter.com/mckennaj72/status/1356255989914361857

Top URLs in Tweet in G10:
[1] https://twitter.com/carlyandadam/status/1355911976996794371
[1] https://www.asbmb.org/minorityaffairs/timeline/
[1] https://science.sciencemag.org/content/371/6528/442?utm_campaign=SciMag&utm_source=JHubbard&utm_medium=Twitter
[1] https://www.youtube.com/watch?v=ZTRsiWa79rY&feature=youtu.be

[1] https://twitter.com/hypebeast/status/1356251077633564674
[1] http://dailystem.com/2021/02/02/stem-everyday-189-superhero-stem-from-dc-comics-feat-shari-matt-brady/
[1] https://us02web.zoom.us/meeting/register/tZwvcOChqTwrHN1hStBXWnGwRwxGb5bX-4rE?utm_source=Twitter&utm_medium=post&utm_source=Twitter&utm_medium=post
[1] https://twitter.com/VivifySTEM/status/1357109960354783234
[1] https://twitter.com/TETRIXrobotics/status/1356712378096828419

Top Domains
Top Domains in Tweet in Entire Graph:
[405] twitter.com
[91] youtube.com
[78] google.com
[57] co.uk
[48] linkedin.com
[44] storeybookreviews.com
[43] teespring.com
[35] instagram.com
[34] careerarc.com
[31] vubblepop.com

Top Domains in Tweet in G1:
[49] twitter.com
[39] teespring.com
[24] co.uk
[22] google.com
[19] wordpress.com
[17] qtpi.in
[16] robotlab.com
[15] youtube.com
[14] twitch.tv
[14] linkedin.com

Top Domains in Tweet in G2:
[44] storeybookreviews.com
[38] twitter.com
[24] iconversations.biz
[23] careerarc.com
[17] google.com
[9] co.uk
[8] com.au
[6] dy.si
[5] yonkersfun.com
[5] instyle.com

Top Domains in Tweet in G3:
[62] twitter.com
[14] youtube.com
[12] linkedin.com
[8] instagram.com
[6] adventuretowntoys.com
[5] co.uk
[5] google.com
[5] org.uk
[5] careerarc.com
[3] minimegeology.com

Top Domains in Tweet in G4:
[7] twitter.com
[3] youtube.com
[1] siemens-stiftung.org

Top Domains in Tweet in G5:
[12] twitter.com
[4] etsy.com
[4] google.com
[3] paritymovement.org
[2] linkedin.com
[2] 500queerscientists.com
[2] mailchi.mp
[1] poly.edu
[1] scicommforeveryone.com
[1] elifesciences.org

Top Domains in Tweet in G6:
[1] ac.uk
[1] britishcouncil.org
[1] womantoc.gr

Top Domains in Tweet in G7:
[11] youbionic.com
[10] twitter.com
[6] schulichleaders.com
[6] linquip.com
[5] mystemkits.com
[4] thestemusic.com
[3] definedlearning.com
[3] amazon.com
[3] youtube.com
[3] nasa.gov

Top Domains in Tweet in G8:
[2] twitter.com
[1] weforum.org

Top Domains in Tweet in G9:
[4] twitter.com
[3] youtube.com
[2] steamsport.com
[2] thinkrobotics.in
[1] northropgrumman.com
[1] google.com
[1] sloan.org
[1] com.au

Top Domains in Tweet in G10:
[4] twitter.com
[1] asbmb.org
[1] sciencemag.org
[1] youtube.com
[1] dailystem.com
[1] zoom.us

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5029] stem
[433] science
[285] steam
[282] blackhistorymonth
[275] education
[272] webinar
[266] stemeducation
[248] educación
[206] womeninstem
[198] engineering



Top Hashtags in Tweet in G1:
[721] stem
[137] womeninstem
[125] coding
[105] education
[83] 100daysofcode
[81] edtech
[72] steam
[68] ai
[68] science
[66] robotics

Top Hashtags in Tweet in G2:
[509] stem
[44] bookrelease
[44] romance
[39] science
[26] engineering
[24] blackhistorymonth
[21] education
[20] stemeducation
[20] steam
[20] beanengineer

Top Hashtags in Tweet in G3:
[484] stem
[43] stemeducation
[42] science
[34] steam
[34] education
[24] engineering
[21] blackhistorymonth
[17] learning
[12] math
[12] edtech

Top Hashtags in Tweet in G4:
[255] webinar
[242] educación
[16] stem
[3] designthinking
[1] creatividad
[1] innovación
[1] 21stcentury
[1] skills

Top Hashtags in Tweet in G5:
[82] stem
[31] scicomm
[18] womeninstem
[15] science
[14] etsy
[10] stemeducation
[8] outreach
[8] steam
[8] sciart
[7] virtual

Top Hashtags in Tweet in G6:
[181] stem
[1] womeninstem
[1] pomak
[1] stemeducation
[1] nationalgeographic

Top Hashtags in Tweet in G7:
[168] stem
[46] science
[36] engineering
[30] education
[26] technology
[24] junioreinsteins
[17] robot
[15] math
[15] space
[14] stemeducation

Top Hashtags in Tweet in G8:
[143] stem
[4] marchbreakcamp
[1] gender
[1] generationequality
[1] stemeducation
[1] purpleandproud
[1] womeninscience

Top Hashtags in Tweet in G9:
[78] stem
[29] robotics
[15] futureofwork
[14] edtech
[13] ai
[12] hsis
[11] fintech
[10] computing
[9] ar
[9] vr

Top Hashtags in Tweet in G10:
[67] stem
[17] vcec2021
[13] steam
[10] dcflashfacts
[8] primarystemchat
[8] architecture
[8] productdesign
[7] surfacetension
[7] chemistry
[5] designthinking

Top Words
Top Words in Tweet in Entire Graph:
[5030] #stem
[663] science
[646] stem
[560] students
[468] more
[433] #science
[402] women
[401] learning
[374] black
[332] design

Top Words in Tweet in G1:
[721] #stem
[184] women
[137] #womeninstem
[136] stem
[133] day
[125] #coding
[118] don
[111] black
[105] #education
[92] science

Top Words in Tweet in G2:
[509] #stem
[85] dmp
[68] students
[62] iconversations
[59] stem
[57] science
[55] make
[52] 2016
[50] more
[47] review

Top Words in Tweet in G3:
[484] #stem
[69] stem
[47] more
[44] science
[43] #stemeducation
[42] #science
[36] students
[34] #steam
[34] #education
[30] today

Top Words in Tweet in G4:
[257] promover
[255] #webinar
[255] creatividad
[255] innovación
[255] clase
[254] salón
[252] thinking
[249] design
[248] siemensstiftung
[241] #educación

Top Words in Tweet in G5:
[82] #stem
[31] #scicomm
[23] check
[21] science
[21] everyone
[18] #womeninstem
[17] shop
[17] start
[16] monday
[16] back

Top Words in Tweet in G6:
[184] britishcouncil
[181] #stem
[179] becas
[179] maestría
[179] áreas
[179] ciencias
[179] tecnología
[179] ingería
[179] matemáticas
[179] imperialcollege

Top Words in Tweet in G7:
[168] #stem
[47] science
[46] #science
[37] school
[36] month
[36] #engineering
[31] nasa
[30] #education
[29] top
[27] more

Top Words in Tweet in G8:
[143] #stem
[143] girls
[142] un_women
[140] let's
[140] speak
[140] against
[140] systematic
[140] barriers
[140] long
[140] standing

Top Words in Tweet in G9:
[78] #stem
[40] enricomolinari
[29] #robotics
[24] learning
[21] wef
[20] students
[15] important
[15] #futureofwork
[14] learn
[14] #edtech

Top Words in Tweet in G10:
[67] #stem
[27] childengineer
[27] dailystem
[24] learning
[24] today
[22] students
[18] hands
[17] culture
[17] #vcec2021
[13] #steam

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[256] creatividad,innovación
[255] promover,creatividad
[255] innovación,salón
[255] salón,clase
[249] clase,design
[249] design,thinking
[246] #webinar,siemensstiftung
[246] siemensstiftung,promover
[239] #educación,#webinar
[238] tinocogrogelio,#educación

Top Word Pairs in Tweet in G1:
[70] black,women
[66] artificial,intelligence
[55] bob,ulrich
[55] ulrich,target
[55] target,former
[55] former,ceo
[55] ceo,chairman
[55] chairman,believes
[55] believes,don
[55] don,money

Top Word Pairs in Tweet in G2:
[52] dmp,2016
[44] review,make
[44] make,break
[44] break,lily
[44] lily,menon
[44] menon,smenonbooks
[44] smenonbooks,#bookrelease
[44] #bookrelease,#romance
[44] #romance,#stem
[32] #stem,storeybookrev

Top Word Pairs in Tweet in G3:
[27] #stem,#stemeducation
[22] #stem,#steam
[12] learn,more
[11] #science,#stem
[10] #stem,make
[10] make,name
[10] name,3d
[10] 3d,challenge
[8] #steam,#stem
[8] #engineering,#stem

Top Word Pairs in Tweet in G4:
[255] creatividad,innovación
[254] promover,creatividad
[254] innovación,salón
[254] salón,clase
[249] clase,design
[249] design,thinking
[245] #webinar,siemensstiftung
[245] siemensstiftung,promover
[239] #educación,#webinar
[238] tinocogrogelio,#educación

Top Word Pairs in Tweet in G5:
[14] happy,monday
[14] monday,everyone
[14] everyone,week
[14] week,means
[14] means,beginning
[14] beginning,#etsy
[14] #etsy,shop
[14] shop,back
[14] back,very
[14] very,excited

Top Word Pairs in Tweet in G6:
[179] becas,maestría
[179] maestría,áreas
[179] áreas,#stem
[179] #stem,ciencias
[179] ciencias,tecnología
[179] tecnología,ingería
[179] ingería,matemáticas
[179] matemáticas,britishcouncil
[179] britishcouncil,imperialcollege
[178] zulmacucunuba,becas

Top Word Pairs in Tweet in G7:
[18] junior,einsteins
[16] #stem,#science
[15] online,telescopes
[14] learn,more
[14] top,pictures
[14] pictures,month
[14] month,jan
[14] jan,2021
[14] 2021,captured
[14] captured,processed

Top Word Pairs in Tweet in G8:
[140] let's,speak
[140] speak,against
[140] against,systematic
[140] systematic,barriers
[140] barriers,long
[140] long,standing
[140] standing,stereotypes
[140] stereotypes,continue
[140] continue,keep
[140] keep,girls

Top Word Pairs in Tweet in G9:
[13] intentional,learning
[13] learning,important
[13] important,skill
[13] skill,learn
[13] learn,#futureofwork
[13] #futureofwork,wef
[11] #robotics,#stem
[11] enricomolinari,intentional
[11] #hsis,#stem
[10] wef,enricomolinari

Top Word Pairs in Tweet in G10:
[12] #stem,culture
[12] #vcec2021,childengineer
[11] build,#stem
[10] #dcflashfacts,releases
[10] releases,today
[10] today,free
[10] free,copies
[10] copies,giveaway
[10] giveaway,enter
[10] enter,retweet

Top Replied-To
Top Replied-To in Entire Graph:
@rachaellehr
@deputygrocott
@elonmusk
@ekirkstem
@yiyasolutions
@meaganmcrawford
@brennabernardin
@asteamvillage
@sc_gssm
@thameswater

Top Replied-To in G1:
@emmalseddon
@womenintechchat
@brennabernardin
@asteamvillage
@sc_gssm
@nuffieldfound
@stemnola
@google
@educationweek

Top Replied-To in G2:
@relativemats
@rtlnieuws
@vvd
@thierrybaudet

Top Replied-To in G5:
@martinabodner
@drbommel
@academicchatter
@jeremyfarrar
@shannonorso
@changingstemm
@twovizthink
@3dancingfeet
@jonbaggs
@geodesicvoyager

Top Replied-To in G7:
@mftanyc
@stirlospace
@teacherscare101
@krazy_4_kinder
@einsteinkildare
@erstireland
@juniorlouth
@elonmusk
@georgiatech

Top Replied-To in G9:
@meaganmcrawford
@tapuyalasts
@thegalacticgal

Top Replied-To in G10:
@rachaellehr
@ekirkstem
@barberification
@catlin_tucker
@sarahhweirr
@spottedinsecond
@scientwins

Top Mentioned
Top Mentioned in Entire Graph:
@siemensstiftung
@tinocogrogelio
@britishcouncil
@imperialcollege
@zulmacucunuba
@un_women
@qtpiofficial
@tomhall
@blackwomeninai

Top Mentioned in G1:
@qtpiofficial
@blackwomeninai
@stem_kasapna
@phetsims
@stemettes
@nalindranim
@budengineering
@coding4kids_ph
@heroku
@dcartist

Top Mentioned in G2:
@iconversations
@smenonbooks
@storeybookrev
@blackhairsalons
@geertwilderspvv
@hydecareers
@qtpiofficial
@tomleightonakam
@makeymakey
@jpmorgan

Top Mentioned in G3:
@cessas_edu
@erinfhering
@krausecenter
@goflyyourkite
@fr_hossain
@ccarabuitm

Top Mentioned in G4:
@siemensstiftung
@tinocogrogelio
@geramonro05
@innovecmex
@seducedomex
@seb_edomex
@rikewahl
@officeclimate
@jilotepecsreb
@gustavo14974327

Top Mentioned in G5:
@thepurplelilac
@martinabodner
@girlsinscience
@thepeopleshubuk
@drumeshprabhu
@googleexpertuk
@christinafavre
@chaudr8
@plantswatch1
@wendyeslater

Top Mentioned in G6:
@britishcouncil
@imperialcollege
@zulmacucunuba
@hyduniv
@woman_toc
@insidenatgeo
@scico_
@vassosotiriou

Top Mentioned in G7:
@nasa
@slooh
@junioreinsteins
@elonmusk
@amazon
@schulichleaders
@girlsmoonshot
@jeffbezos
@beekks1
@jreinsteinmeath

Top Mentioned in G8:
@un_women
@drcrater
@westernu
@westernuspace
@wef

Top Mentioned in G9:
@enricomolinari
@wef
@en
@chris_calver
@vexroboticsuk
@lorelleespinosa
@sloanfoundation
@am_nunezphd
@catchar
@vexrobotics

Top Mentioned in G10:
@childengineer
@dailystem
@ekirkstem
@carlyandadam
@sciencemagazine
@kidtoyology
@sarahbettison
@sparkingstem
@tinkercad
@ouhsd_ce

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@sectest9
@m_m1941
@piyuanker12
@chidambara09
@cybersec_feeds
@renaissancefai
@united
@delta
@femtech_

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@femtech_
@xaelbot
@cipherequality
@codedailybot
@codegnuts
@100xcode
@thedeveloperbot
@calcaware

Top Tweeters in G2:
@jenkers_en
@marylschmidt
@authormichael57
@rtlnieuws
@beasbooknook
@jacqbiggar
@bookhoundsblog
@sassy_brit
@anjatracy
@corresponsables

Top Tweeters in G3:
@janniaragon
@deepgreendesign
@artstrada
@ijasonwu
@fred_bot_
@blocht574
@flyingeze
@andrewhumphrey
@samoskal
@usnehal

Top Tweeters in G4:
@sprintbaseb
@seducedomex
@macariogonzdiaz
@unisabana
@seceducacundi
@ceddevb
@tinocogrogelio
@cecilia37153316
@nadith_duran
@soniirios

Top Tweeters in G5:
@googleexpertuk
@ignaciovalle3
@marting8177
@nuclear94
@marshacollier
@drumeshprabhu
@academicchatter
@tristramwyatt
@wendyeslater
@laserhaas01

Top Tweeters in G6:
@mrculebra
@hydwatch
@oyerista
@luzrocorredor
@darlyka
@pdepily
@nanamgns
@svilardyq
@alejandrohtdo
@orlandaguirre

Top Tweeters in G7:
@americanair
@united
@delta
@zdnet
@phceojm
@jamaicaobserver
@ph_aedd
@jamaicagleaner
@2morrowknight
@thygeekgoddess

Top Tweeters in G8:
@fareedaasf
@piapaulette
@lekh27
@lesguer_lionel
@doorway2fandom
@scitechmachine
@enerphyschem
@tvfan00
@qualityisarul3
@katebaylon

Top Tweeters in G9:
@fintechna
@nicochan33
@shicooks
@rwang0
@caring_mobile
@fox6now
@fmfrancoise
@greentechdon
@robotconsumer
@diversity54

Top Tweeters in G10:
@designthinkbot
@3drenderbot
@masterguy141
@mathgril
@autarkh
@neodiycom
@rachaellehr
@dailystem
@jackyjane19
@chiefs


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