#stem, Twitter, 4/15/2022 11:25:41 PM, 274839


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#stem_2022-04-15_07-13-47.xlsx
#stem_2022-04-15_07-13-47.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 15, 2022
Short Description:
#stem via NodeXL https://bit.ly/36iZnhj
@stem_ai
@braincures
@b0tsci
@botfemale
@stemettes
@do_kinder
@jefferson_mfg
@eli_krumova
@rdene915
@factorynow_

Top hashtags:
#stem
#womeninstem
#science
#ai
#womenintech
#influence
#education
#edtech
#ml
#steam

Description:
Description
The graph represents a network of 7,404 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, 15 April 2022 at 14:24 UTC.

The requested start date was Friday, 15 April 2022 at 00:01 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, 9-hour, 52-minute period from Tuesday, 12 April 2022 at 14:08 UTC to Friday, 15 April 2022 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 : 7404
Unique Edges : 6289
Edges With Duplicates : 12215
Total Edges : 18504
Number of Edge Types : 5
MentionsInRetweet : 7793
Retweet : 4674
Tweet : 1816
Mentions : 4071
Replies to : 150
Self-Loops : 1958
Reciprocated Vertex Pair Ratio : 0.0413727760816928
Reciprocated Edge Ratio : 0.0794581479983825
Connected Components : 1205
Single-Vertex Connected Components : 454
Maximum Vertices in a Connected Component : 3983
Maximum Edges in a Connected Component : 12924
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.121925
Graph Density : 0.00018047204861609
Modularity : 0.508338
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,404 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, 15 April 2022 at 14:24 UTC.

The requested start date was Friday, 15 April 2022 at 00:01 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, 9-hour, 52-minute period from Tuesday, 12 April 2022 at 14:08 UTC to Friday, 15 April 2022 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:
[31] https://blog.tcea.org/make-science-interactive-periodic-table-elements/
[24] https://indico.cern.ch/event/861876/
[18] https://about.att.com/inside_connections_blog/2022/advancing-women-representation-in-stem.html?source=EBBZTw00000IFS00M&wtExtndSource=SallyEaves
[17] https://www.rdene915.com/
[17] https://classroom.google.com/c/MTc5Nzg1OTM0NTA5/m/MzkwNjU4NDA5ODcw/details
[16] https://www.nasa.gov/centers/marshall/news/releases/2022/nasa-s-angie-jackman-works-to-develop-rocket-that-will-bring-mars-samples-to-earth.html?utm_source=TWITTER&utm_medium=WomenNASA&utm_campaign=NASASocial&linkId=160758474
[16] https://twitter.com/i/spaces/1nAKEYWNQnkKL
[14] https://junioreinsteinsscienceclub.com/science-camps-list/
[14] https://blog.mathnasium.com/the-importance-of-stem-for-todays-children/?utm_source=fsm_hs&utm_medium=social&utm_campaign=brand&utm_content=home_office&utm_term=importance_stem
[12] https://stsci.edu/annual-reports

Top URLs in Tweet in G1:
[18] https://about.att.com/inside_connections_blog/2022/advancing-women-representation-in-stem.html?source=EBBZTw00000IFS00M&wtExtndSource=SallyEaves
[15] https://www.nasa.gov/centers/marshall/news/releases/2022/nasa-s-angie-jackman-works-to-develop-rocket-that-will-bring-mars-samples-to-earth.html?utm_source=TWITTER&utm_medium=WomenNASA&utm_campaign=NASASocial&linkId=160758474
[12] https://www.weforum.org/reports/the-future-of-jobs-report-2020
[11] https://stsci.edu/annual-reports
[8] https://www.linkedin.com/posts/martin-spencer-ai-roboticist_there-cannot-be-good-without-evil-the-struggle-activity-6917117784728465408-eyzY?utm_source=linkedin_share&utm_medium=member_desktop_web
[8] https://www.redbubble.com/i/long-sleeve-t-shirt/Her-Story-Ryoko-the-Scientist-by-openstudios/75625717.6I7YY
[8] https://www.eventbrite.com/e/wits-ireland-coffee-meetup-in-cork-city-april-2022-tickets-253970882747
[6] https://feminisminindia.com/2016/09/27/historic-indian-women-in-stem/
[6] https://twitter.com/i/spaces/1vAGRkMjRpkJl
[6] https://ide.codeskool.cc

Top URLs in Tweet in G2:
[14] https://junioreinsteinsscienceclub.com/science-camps-list/
[7] https://esti.my/2022/04/06/the-rise-of-lab-grown-meat/
[7] https://wfly.co/s8G6V
[5] https://us06web.zoom.us/meeting/register/tZYlcuytqD8sGNcnJ_atf_B7AABDjZG-rm4S
[5] https://robog.in/
[5] https://recursos-tpnet.es/landing/directivas-it-2022
[5] https://www.csats.psu.edu/
[5] https://www.firstclasscoders.co.uk/
[4] https://www.eschoolnews.com/2022/04/13/how-we-created-a-computer-science-curriculum-in-5-steps/?utm_content=bufferd6bac&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://tinyurl.com/y7annmad

Top URLs in Tweet in G3:
[3] https://www.linkedin.com/pulse/social-media-atanas-g-atanasov/
[1] https://www.science.org/doi/10.1126/science.abo3412?cookieSet=1
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41562-020-00937-1
[1] https://twitter.com/ScienceMagazine/status/1445652559511711750?s=20
[1] https://www.nature.com/articles/s41559-018-0747-4
[1] https://twitter.com/hvanspall/status/1415283976713998344?s=20
[1] https://www.researchgate.net/publication/336180341_Coming_out_the_closet_of_bullying
[1] https://www.telegraph.co.uk/news/2019/10/03/sexual-violence-harassment-cases-universities-treble-three-years/
[1] https://www.theguardian.com/commentisfree/2015/jun/13/tim-hunt-women-in-science-sexism
[1] https://womenyoushouldknow.net/sorry-but-male-geniuses-are-replaceable/

Top URLs in Tweet in G4:
[14] https://blog.mathnasium.com/the-importance-of-stem-for-todays-children/?utm_source=fsm_hs&utm_medium=social&utm_campaign=brand&utm_content=home_office&utm_term=importance_stem
[5] https://www.youtube.com/watch?list=PLEJj_kRMkRq71lR9GU7_N2JT9qDwMvUkL&v=khA7mfEOpuc&feature=youtu.be

[4] https://twitter.com/i/spaces/1nAKEYWNQnkKL
[4] http://irvineia.wix.com/the-orlando-file
[3] https://newtech.best/
[3] https://newtech.best/alexis-ohanian-reddit-co-founder-and-ceo-of-776.html
[3] https://app.best/download
[2] https://philanthropynewsdigest.org/news/national-air-and-space-museum-receives-25-million-gift-from-raytheon
[2] https://twitter.com/FremontCyril/status/1513992263210262529
[2] http://www.newmanu.edu/issp

Top URLs in Tweet in G5:
[2] https://www.mtdmfg.com/news/sheffield-forgemasters-launches-apprenticeship-recruitment-drive/
[1] https://www.mtdmfg.com/news/british-steel-recruiting-40-apprentices-in-scunthorpe-and-teesside/
[1] https://bit.ly/3qZjEj3

Top URLs in Tweet in G6:
[10] https://www.rdene915.com/
[8] https://blog.neolms.com/getting-started-with-learning-about-artificial-intelligence/
[4] https://www.stemedia.com/free
[3] https://www.bamradionetwork.com/user/rachelle-dene-poth/
[2] https://rdene915.com/
[2] https://www.bamradionetwork.com/genre/practical-pbl-strategies/
[2] https://www.events.buncee.com/?utm_source=twitter&utm_medium=social&utm_campaign=creativebeginnings
[2] https://twitter.com/kcollazo/status/1513884344032677888
[2] https://www.amazon.com/Jacie-Maslyk/e/B01E45MADG/ref=dp_byline_cont_pop_book_1
[2] https://blog.definedlearning.com/blog/project-based-learning-pd?utm_content=204140105&utm_medium=social&utm_source=twitter&hss_channel=tw-59541361

Top URLs in Tweet in G7:
[4] https://historyview.org/
[4] https://apply.workable.com/j/B50CE2A1AF
[3] https://myscienceboutique.com/product/science-is-my-life-womens-t-shirt/
[3] http://www.k12prospects.com/LP/A-B-Testing/Good-Better-Best-It-Is-All-About-An-Effective-A-B-Marketing-Test.html?utm_source=twitter&utm_medium=posting-image&utm_campaign=a-b-testing&utm_content=textlink
[3] https://steampoweredpoetry.com/i-found-a-seed/
[2] https://myscienceboutique.com/product/venus-planet-pattern-socks/
[2] https://myscienceboutique.com/product/jupiter-planet-pattern-socks/
[2] https://athenaeumpub.com/journal-of-neuro-and-oncology-research-editorial-board/
[2] https://www.rdene915.com/
[2] https://www.youtube.com/watch?v=Xy70P3F1XgQ&feature=youtu.be

Top URLs in Tweet in G8:
[5] http://www.scientix.eu/events/campaigns/sdc22/
[3] http://www.stemalliance.eu/ibm-skillsbuild-competition
[2] http://steamit.eun.org/steam-it-competitions-2022/
[2] https://twitter.com/Dilek3541/status/1513977420633853952
[1] https://teachwitheuropeana.eun.org/updates/europeana-competition-2022/
[1] http://www.scientix.eu/events/campaigns/sdc22
[1] http://www.scientix.eu/translation-service#:~:text=The
[1] translation
[1] service
[1] is

Top URLs in Tweet in G9:
[2] https://twitter.com/PhdCaps/status/1513545539866050562
[2] https://covidinfocommons.datascience.columbia.edu/events/april-2022-covid-information-commons-webinar-research-lightning-talks-and-qa
[2] https://terc.zoom.us/meeting/register/tZEsf-qprD8jHN1qyB9lzZjacrGSd1XoN1Pk
[1] https://twitter.com/NSFINCLUDESHub/status/1513544826498662400
[1] https://twitter.com/DEricSayers/status/1514587486579826688
[1] https://en.m.wikipedia.org/wiki/List_of_research_universities_in_the_United_States
[1] https://ncsesdata.nsf.gov/profiles/site?method=rankingbysource&ds=herd
[1] https://www.science.org/doi/10.1126/science.abe7151?cookieSet=1
[1] https://twitter.com/rd2435731376/status/1514308607235563521
[1] https://beta.nsf.gov/funding/opportunities/findable-accessible-interoperable-reusable-open-science-research-coordination

Top URLs in Tweet in G10:
[4] http://dailystem.com/resources/
[2] http://dailystem.com/2022/04/13/stem-everyday-224-nasa-stem-engagement-feat-michael-kincaid-and-alicia-baturoni-cortez/
[2] https://www.youtube.com/watch?v=9Cg4GNj28yA&feature=youtu.be

[2] https://www.vwelab.org/chattfab
[1] https://twitter.com/Symbaloo/status/1514302831888637959
[1] http://dailystem.com/news/
[1] https://www.cnbc.com/2022/04/10/how-amazon-plans-to-fix-its-massive-returns-problem.html
[1] https://www.linkedin.com/feed/update/urn:li:share:6920420971161997312
[1] https://www.youtube.com/watch?v=DszJtmuFN8Q

[1] https://tf.tntech.edu/machform/view.php?id=1221935

Top Domains
Top Domains in Tweet in Entire Graph:
[355] twitter.com
[106] youtube.com
[65] co.uk
[45] google.com
[42] linkedin.com
[39] redbubble.com
[31] tcea.org
[29] nasa.gov
[26] facebook.com
[24] cern.ch

Top Domains in Tweet in G1:
[61] twitter.com
[34] redbubble.com
[19] linkedin.com
[19] nasa.gov
[18] att.com
[13] facebook.com
[13] co.uk
[12] weforum.org
[11] stsci.edu
[10] medium.com

Top Domains in Tweet in G2:
[41] twitter.com
[15] youtube.com
[15] co.uk
[14] junioreinsteinsscienceclub.com
[10] eschoolnews.com
[10] minimegeology.com
[10] voicestorm.com
[9] linkedin.com
[8] tinyurl.com
[8] psu.edu

Top Domains in Tweet in G3:
[8] twitter.com
[4] linkedin.com
[3] nature.com
[3] youtube.com
[2] adatheshow.com
[1] science.org
[1] researchgate.net
[1] co.uk
[1] theguardian.com
[1] womenyoushouldknow.net

Top Domains in Tweet in G4:
[55] twitter.com
[17] youtube.com
[14] mathnasium.com
[13] co.uk
[6] careerarc.com
[6] newtech.best
[6] roboticahub.com
[4] facebook.com
[4] eventbrite.com
[4] wix.com

Top Domains in Tweet in G5:
[3] mtdmfg.com
[1] bit.ly

Top Domains in Tweet in G6:
[12] rdene915.com
[12] definedlearning.com
[10] twitter.com
[8] neolms.com
[5] bamradionetwork.com
[4] sammat.education
[4] stemedia.com
[3] amazon.com
[3] t.co
[2] eschoolnews.com

Top Domains in Tweet in G7:
[8] myscienceboutique.com
[6] historyview.org
[4] samlabs.com
[4] workable.com
[3] compuscholar.com
[3] twitter.com
[3] athenaeumpub.com
[3] k12prospects.com
[3] steampoweredpoetry.com
[2] ubc.ca

Top Domains in Tweet in G8:
[8] scientix.eu
[6] twitter.com
[5] newspacehub.co
[3] eun.org
[3] stemalliance.eu
[1] scienceinschool.org

Top Domains in Tweet in G9:
[8] twitter.com
[6] nsf.gov
[2] zintellect.com
[2] columbia.edu
[2] zoom.us
[1] wikipedia.org
[1] science.org
[1] videohall.com
[1] linkedin.com
[1] qualtrics.com

Top Domains in Tweet in G10:
[7] dailystem.com
[4] twitter.com
[3] youtube.com
[2] tntech.edu
[2] vwelab.org
[1] cnbc.com
[1] linkedin.com
[1] forbes.com
[1] stemecosystems.org
[1] zoom.us

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4890] stem
[532] womeninstem
[469] science
[453] ai
[352] womenintech
[348] influence
[319] education
[263] edtech
[243] ml
[240] steam



Top Hashtags in Tweet in G1:
[869] stem
[478] womeninstem
[408] ai
[344] influence
[330] womenintech
[239] ml
[233] iot
[197] girlswhocode
[170] tech
[148] coding

Top Hashtags in Tweet in G2:
[659] stem
[50] education
[43] science
[29] stemeducation
[28] teachers
[26] engineering
[25] steam
[25] leadership
[23] steminine
[20] students

Top Hashtags in Tweet in G3:
[44] stem
[5] scicomm
[5] rri
[4] bullying
[4] stemm
[4] women
[4] adasarmy
[3] inpst
[3] dhpsp
[3] crbiotech

Top Hashtags in Tweet in G4:
[536] stem
[45] science
[31] steam
[27] education
[25] stemeducation
[21] technology
[19] engineering
[13] edtech
[10] innovation
[10] learning

Top Hashtags in Tweet in G5:
[5] stem
[4] ukmfg
[2] stemscholarship
[1] apprenticeships

Top Hashtags in Tweet in G6:
[138] stem
[34] edtech
[32] education
[26] pbl
[19] edchat
[17] sel
[15] coding
[14] steam
[13] k12
[13] stemed

Top Hashtags in Tweet in G7:
[95] stem
[27] science
[21] scicomm
[15] k12
[13] students
[13] postdocs
[13] steam
[11] academictwitter
[10] edchat
[10] edtech

Top Hashtags in Tweet in G8:
[106] stem
[77] sdc22
[10] swatnetproject
[10] stemeducation
[9] teachers
[6] steamit_project
[5] space
[5] newspace
[5] astropreneurs
[5] spaceentrepreneurs

Top Hashtags in Tweet in G9:
[63] stem
[15] competes
[14] phd
[12] us
[9] engineering
[6] science
[5] uk
[5] canada
[5] phds
[5] data

Top Hashtags in Tweet in G10:
[61] stem
[7] stemeducation
[7] codebot
[4] steam
[4] stemclassrooms
[4] bett2022
[4] edtech
[4] fablab
[3] robotics
[3] wearewayne

Top Words
Top Words in Tweet in Entire Graph:
[4901] #stem
[821] stem
[678] students
[636] kred
[635] more
[532] #womeninstem
[521] science
[470] #science
[453] #ai
[391] 2022

Top Words in Tweet in G1:
[872] #stem
[632] kred
[478] #womeninstem
[408] #ai
[344] #influence
[330] #womenintech
[316] gave
[278] eli_krumova
[239] #ml
[237] #iot

Top Words in Tweet in G2:
[665] #stem
[128] more
[117] stem
[101] students
[72] 2022
[70] science
[69] school
[55] summer
[53] learning
[53] great

Top Words in Tweet in G3:
[44] #stem
[27] braincures
[19] ukri_ceo
[18] academicparity
[18] morimahmoudi
[17] proftimnoakes
[16] more
[14] jeremyfarrar
[12] 500womensci
[12] drumeshprabhu

Top Words in Tweet in G4:
[536] #stem
[104] stem
[82] more
[46] students
[45] #science
[45] learn
[34] science
[32] today
[31] #steam
[31] 2022

Top Words in Tweet in G5:
[210] sheffield
[210] forgemasters
[161] jefferson_mfg
[114] smr
[113] factorynow_
[113] recently
[113] awarded
[113] contract
[113] supply
[113] forgings

Top Words in Tweet in G6:
[139] #stem
[42] learning
[37] students
[34] #edtech
[32] #education
[26] #pbl
[23] webinar
[22] definedlearning
[21] join
[20] free

Top Words in Tweet in G7:
[95] #stem
[28] more
[27] #science
[26] april
[24] calling
[21] science
[21] #scicomm
[21] research
[20] 15
[19] 2022

Top Words in Tweet in G8:
[106] #stem
[95] stem
[82] scientix_eu
[77] #sdc22
[65] keşif
[64] 2022
[52] 00
[39] öğretmen
[37] izmir_ilmem
[31] discovery

Top Words in Tweet in G9:
[63] #stem
[35] nsf
[19] join
[18] vp
[17] national
[15] #competes
[15] act
[15] potus
[14] phdcaps
[14] #phd

Top Words in Tweet in G10:
[61] #stem
[28] dailystem
[17] today
[16] free
[15] learning
[15] resources
[14] more
[14] great
[14] kids
[14] stem

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[318] gave,kred
[318] kred,#influence
[240] #ai,#ml
[238] eli_krumova,gave
[211] sheffield,forgemasters
[189] #womenintech,#womeninstem
[185] #ml,#iot
[134] #stem,#steam
[133] learn,more
[115] #stem,#ai

Top Word Pairs in Tweet in G1:
[316] gave,kred
[316] kred,#influence
[236] #ai,#ml
[236] eli_krumova,gave
[186] #womenintech,#womeninstem
[185] #ml,#iot
[112] #stem,#ai
[109] #womeninstem,#womenintech
[88] #iot,#iiot
[85] #stem,#edtech

Top Word Pairs in Tweet in G2:
[29] summer,camps
[24] read,more
[22] learn,more
[22] #stem,#steminine
[21] #stem,#education
[20] #stemininesuccess,#leadership
[19] #steminine,#stemininesuccess
[17] high,school
[16] #leadership,#womeninstem
[16] #womeninstem,#womenleaders

Top Word Pairs in Tweet in G3:
[8] jeremyfarrar,michelle_cruk
[8] michelle_cruk,ukri_ceo
[8] david_colquhoun,angryhacademic
[8] angryhacademic,ukri_news
[8] ukri_news,ukri_ceo
[8] ukri_ceo,britishacademy_
[8] britishacademy_,thebhf
[8] thebhf,crukresearch
[8] crukresearch,guildhe
[8] guildhe,nihrresearch

Top Word Pairs in Tweet in G4:
[30] learn,more
[17] #stem,subjects
[16] #stem,#stemeducation
[16] marine,biologist
[16] interesting,demand
[16] demand,careers
[16] careers,rooted
[16] rooted,#stem
[16] subjects,visit
[16] visit,number

Top Word Pairs in Tweet in G5:
[210] sheffield,forgemasters
[113] forgemasters,recently
[113] recently,awarded
[113] awarded,contract
[113] contract,supply
[113] supply,forgings
[113] forgings,rolls
[113] rolls,royce's
[113] royce's,small
[113] small,modular

Top Word Pairs in Tweet in G6:
[13] april,21st
[13] #pbl,#stem
[12] free,virtual
[12] virtual,symposium
[10] #stem,#stemed
[9] #steam,#stem
[9] deeper,learning
[8] #sel,#edtech
[8] getting,started
[8] started,learning

Top Word Pairs in Tweet in G7:
[14] april,15
[13] calling,#stem
[13] #stem,#students
[13] #students,#postdocs
[13] #postdocs,applications
[13] applications,close
[13] close,friday
[13] friday,april
[13] 15,research
[13] research,presentations

Top Word Pairs in Tweet in G8:
[43] #stem,keşif
[33] 2022,stem
[28] keşif,haftasi
[28] öğretmen,buluşmalari
[27] discovery,campaign
[26] 13,14
[26] 14,nisan
[26] nisan,2022
[26] 2022,10
[26] 10,00

Top Word Pairs in Tweet in G9:
[14] #competes,act
[13] #stem,#phd
[13] green,card
[11] potus,vp
[11] vp,dorismatsui
[11] dorismatsui,alimayorkas
[11] alimayorkas,pabloreports
[11] pabloreports,important
[11] important,national
[11] national,interest

Top Word Pairs in Tweet in G10:
[8] resources,available
[8] fab,friday
[7] dailystem,hey
[7] hey,teachers
[7] teachers,know
[7] know,nasa
[7] nasa,great
[7] great,#stem
[7] #stem,resources
[7] available,including

Top Replied-To
Top Replied-To in Entire Graph:
@academicparity
@morimahmoudi
@david_colquhoun
@do_kinder
@kisd_cte
@mujeres_360
@turererichard
@pltworg
@mobilemindsofnj
@navisite

Top Replied-To in G1:
@placeprogramme
@davidnunez
@nasahubble
@red_dragon25
@sciencemagazine
@fabiolagianotti
@1stgscholars

Top Replied-To in G2:
@darth
@ssaisdssahs

Top Replied-To in G3:
@academicparity
@do_kinder
@morimahmoudi
@david_colquhoun
@reddit
@ruthlcarter
@jeremyfarrar
@naomioreskes
@braincures
@runelinding

Top Replied-To in G5:
@food4tnorthants

Top Replied-To in G6:
@misssgemm
@carlyandadam

Top Replied-To in G7:
@washingtonstem

Top Replied-To in G8:
@corlumem
@nasaartemis
@dueth2020

Top Replied-To in G9:
@senschumer
@david_j_bier
@phdcaps
@ailanational
@ckuck
@theh1bguy
@uscis
@johncornyn
@noahpinion
@reprokhanna

Top Replied-To in G10:
@mobilemindsofnj
@osln

Top Mentioned
Top Mentioned in Entire Graph:
@kred
@eli_krumova
@jefferson_mfg
@factorynow_
@scientix_eu
@corriemoreau
@larcilah
@drea_drby
@acdemery
@clairemeaders

Top Mentioned in G1:
@kred
@eli_krumova
@sallyeaves
@martinmocker
@mit_cisr
@evakrauss
@pega
@blackwomeninai
@m2mtechconnect
@stemettes

Top Mentioned in G2:
@jenlpaso
@apsitnatasha
@apsitrosalyn
@nisdjonesstem
@govtechnews
@stemlearninguk
@emilynbristow
@c_serio
@apsitfelisa
@apdwanjones

Top Mentioned in G3:
@braincures
@ukri_ceo
@proftimnoakes
@morimahmoudi
@academicparity
@jeremyfarrar
@500womensci
@ukri_news
@wellcometrust
@drumeshprabhu

Top Mentioned in G4:
@getmecoding
@mrluria
@rainbow_bricks
@buy1_best
@bbblobs_nft
@thendifrekeokon
@mariners27312
@hindscc

Top Mentioned in G5:
@jefferson_mfg
@factorynow_
@gilliansblinds
@systemsck
@ashleyrclark1
@smart_bn
@kettles2u
@kcbraidsbeads
@krasnayadolls
@knitclaire

Top Mentioned in G6:
@definedlearning
@wonderworkshop
@kcollazo
@sfltrojans
@rdene915
@drjaciemaslyk
@sphero
@neolms
@spheroedu
@makeymakey

Top Mentioned in G7:
@sacnas
@nativescientis1
@samlabs
@cnascience
@riepscor
@steampoweredpo1
@brownuniversity
@ubcacademicjobs
@rdene915
@poetweet4

Top Mentioned in G8:
@scientix_eu
@izmir_ilmem
@izmir_mem_arge
@scientixturkey
@eu_schoolnet
@izmireba
@ibm
@swatnetproject
@mucahityentur

Top Mentioned in G9:
@nsf
@vp
@potus
@phdcaps
@uscis
@dorismatsui
@alimayorkas
@pabloreports
@equalitywarrio5

Top Mentioned in G10:
@dailystem
@hopkintonhs
@100kin10
@stemecosystems
@teachingstem
@stemforsuccess
@mrscottbot
@firialabs
@stemedcoalition
@imagilabs

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@edinburghwatch
@marciojmsilva
@tickeron
@xaelbot
@codedailybot
@renaissancefai
@javascriptd
@lacuadrau
@animatorspal

Top Tweeters in G1:
@chidambara09
@xaelbot
@codedailybot
@javascriptd
@jfsebastian146
@fabriciosx
@hubofml
@lndontretweets
@botsecx
@calcaware

Top Tweeters in G2:
@renaissancefai
@robinsportsnews
@fox10phoenix
@nypost
@jamesvgingerich
@brucevh
@eutopean
@ajc
@nick_barnes
@sole24ore

Top Tweeters in G3:
@edinburghwatch
@guardian
@googleexpertuk
@marting8177
@shrewsmorris
@ignaciovalle3
@telegraph
@nicochan33
@herosmoraes
@marshacollier

Top Tweeters in G4:
@tickeron
@buy1_best
@monkey_viral
@talentedladies
@cgeclectics
@kanadianbest
@swingtradebotuk
@whatisbestnow
@amroli10
@besttld

Top Tweeters in G5:
@wadakashiho
@mgt_coull26
@petuniasforever
@rob_kimbell
@philiprichards5
@gilljames54
@timg33
@sileer
@johnbro13002328
@zombie_nun

Top Tweeters in G6:
@betterjobsearch
@rdene915
@buncee
@shirky17
@trab_bot
@getting_smart
@m_drez
@iste
@sphero
@dvusd

Top Tweeters in G7:
@hiringcare
@javageekbot
@ictevangelist
@p5tbot1
@bangarangbooks
@jedimasterroman
@pamlecky
@rondelle10_b
@scicommbot
@jc_james_clark

Top Tweeters in G8:
@ediazsan
@shenery2
@mcanosan
@bthaberankara
@erasmus_project
@fyq_abel
@euerasmusplus
@ibm
@educaand
@eu_schoolnet

Top Tweeters in G9:
@tsiser45
@noahpinion
@reginamichele5
@publichealthmap
@humboldtbunny
@kthlnhrzg
@johncornyn
@pabloreports
@ucc
@mssankumar

Top Tweeters in G10:
@icedtea17
@blkhwk0ps
@philshapiro
@waynetwpsuper
@imsouthern
@dailystem
@tcrossmd
@amazon
@hrce_ns
@atkauffman