#stem, Twitter, 1/14/2022 3:54:00 PM, 270017


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#stem_2022-01-14_07-13-48.xlsx
#stem_2022-01-14_07-13-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2022
Short Description:
#stem via NodeXL https://bit.ly/3GwcY1t
@stem_ai
@braincures
@b0tsci
@nature
@mackinmaker
@eli_krumova
@botfemale
@stemettes
@superteamup
@cudy_id

Top hashtags:
#stem
#womeninstem
#ai
#womenintech
#science
#influence
#steam
#coding
#iot
#edtech

Description:
Description
The graph represents a network of 7,359 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, 14 January 2022 at 15:28 UTC.

The requested start date was Friday, 14 January 2022 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, 10-hour, 55-minute period from Tuesday, 11 January 2022 at 14:05 UTC to Friday, 14 January 2022 at 01:00 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 : 7359
Unique Edges : 5960
Edges With Duplicates : 12710
Total Edges : 18670
Number of Edge Types : 5
Retweet : 4830
MentionsInRetweet : 7872
Mentions : 4111
Tweet : 1701
Replies to : 156
Self-Loops : 1782
Reciprocated Vertex Pair Ratio : 0.0375067750677507
Reciprocated Edge Ratio : 0.0723017448542472
Connected Components : 1166
Single-Vertex Connected Components : 441
Maximum Vertices in a Connected Component : 4024
Maximum Edges in a Connected Component : 13226
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 5.591953
Graph Density : 0.000176757857912685
Modularity : 0.484856
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,359 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, 14 January 2022 at 15:28 UTC.

The requested start date was Friday, 14 January 2022 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, 10-hour, 55-minute period from Tuesday, 11 January 2022 at 14:05 UTC to Friday, 14 January 2022 at 01:00 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://bellefever.com.au/pages/bundle-packs-offers-1?sca_ref=930784.lsJ4EN0g4g&sca_source=Best%20Deal
[20] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41416-021-01689-z
[19] https://www.rdene915.com/
[19] https://www.mariacmarshall.com/single-post/the-picture-book-buzz-interview-with-january-steam-team-members
[16] https://www.instagram.com/accounts/login/
[15] https://www.youtube.com/channel/UCET7EqKQIWUljX3mgNB8WSw
[13] https://docs.google.com/forms/d/e/1FAIpQLSdEsmrPDbwxfdY_pxZKmCI6ieIBwpKrCFyt1ckrwEQReDPQIA/viewform?usp=send_form
[12] https://coruzant.com/women-in-tech/transforming-barbie-models-into-real-women-in-stem-careers/
[12] https://twitter.com/i/spaces/1zqKVBDBzXwKB
[11] https://www.petoi.com/collections/robots

Top URLs in Tweet in G1:
[19] https://www.rdene915.com/
[19] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41416-021-01689-z
[15] https://www.youtube.com/channel/UCET7EqKQIWUljX3mgNB8WSw
[10] https://twitter.com/i/spaces/1zqKVBDBzXwKB
[9] https://www.youtube.com/watch?v=5Mqh3zf6l6o&feature=youtu.be

[9] https://historyview.org/
[6] https://www.redbubble.com/i/hat/Her-Story-v2-featuring-Ryoko-the-Scientist-by-openstudios/95069566.NJ288
[6] https://historyview.org/library/mlks-ebenezer-baptist-church/
[6] https://news.google.com/__i/rss/rd/articles/CBMiMGh0dHBzOi8vc3BlY3RydW0uaWVlZS5vcmcvbGFicmFkb3Itc3lzdGVtcy1yb2JvdNIBAA?oc=5
[5] https://coruzant.com/women-in-tech/transforming-barbie-models-into-real-women-in-stem-careers/

Top URLs in Tweet in G2:
[3] https://inspiringstem.zapnito.com/users/82499-martin-delahunty/posts/32728-women-in-tech-suffer-because-of-american-myth-of-meritocracy
[2] https://www.linkedin.com/pulse/harassment-academia-krzysztof-potempa/
[2] https://www.inspiringstem.org/posts/36639-how-to-encourage-more-girls-to-pursue-science-and-math-careers
[2] https://paritymovement.org/videos-of-stem-the-bullying-conference/
[2] https://www.bbc.co.uk/news/uk-england-cornwall-59897818
[1] http://fossilsandshit.com/the-opencon-saga-5-month-update/
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Ftrends%2Fneurosciences%2Fpdf%2FS0166-2236%2812%2900002-1.pdf&rc=0
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-020-02043-8
[1] https://www.nature.com/articles/d41586-018-05587-y
[1] https://russellgroup.ac.uk/media/5925/realising-our-potential-report_4-compressed.pdf

Top URLs in Tweet in G3:
[6] http://irvineia.wix.com/the-orlando-file
[5] https://www.instagram.com/accounts/login/
[3] https://darasa.co.ke/
[3] https://www.ebay.com/itm/373614084441
[2] https://www.seriousteachers.com/
[2] https://www.league.org/node/1428727
[2] https://www.njsacc.org/2022/01/the-million-girls-moonshot-january-quality-trainings-and-transformative-practices/
[2] https://playandgrow.com/learning-activities-play-ideas/static-electricity-magnetism-experiences/
[2] https://apps.apple.com/us/app/royelles-gaming-for-girls/id1524674005
[2] https://sci-flies.com/drosophila-flies-the-more-the-merrier/

Top URLs in Tweet in G4:
[4] http://dailystem.com/resources/
[1] https://www.playdoughtoplato.com/stem-project-straw-bridges/?epik=dj0yJnU9MHZhX3ZtNHlWcVpnQjdZdTR6VjRrQ001czhKV21acEwmcD0wJm49Z2M1MW1Ca1ozOHk1NWowZ2xPSTYwZyZ0PUFBQUFBR0hNbWtN
[1] https://www.mackin.com/hq/mackinmaker/
[1] https://www.youtube.com/watch?v=XjAcyTXRunY&feature=youtu.be

[1] https://www.techgirlz.org/techshop/3d-computer-modeling-and-animation-2/
[1] https://www.spacex.com/careers/
[1] https://www.detroitnews.com/story/life/wellness/2022/01/10/1st-us-surgeons-transplant-pig-heart-into-human-patient/9163447002/
[1] https://www.templatemaker.nl/en/

Top URLs in Tweet in G5:
[19] https://www.mariacmarshall.com/single-post/the-picture-book-buzz-interview-with-january-steam-team-members
[6] https://www.openculture.com/2022/01/how-to-ride-a-pterosaur-according-to-science.html
[6] https://www.publishersweekly.com/pw/by-topic/childrens/childrens-authors/article/88266-obituary-steve-jenkins.html
[5] https://coruzant.com/women-in-tech/transforming-barbie-models-into-real-women-in-stem-careers/
[4] https://fromthemixedupfiles.com/stem-tuesday-invasive-species-in-the-classroom/
[3] https://solveitforkids.com/podcast/episode-87-why-do-planes-make-a-sonic-boom
[2] https://www.edutopia.org/article/how-literature-can-enhance-math-and-science
[2] https://blog.scistarter.org/2021/12/the-top-21-citizen-science-projects-of-2021/
[2] https://www.daddymojo.net/2022/01/a-day-in-the-life-of-a-poo-a-gnu-and-you-is-a-go-to-stem-reference/?utm_campaign=a-day-in-the-life-of-a-poo-a-gnu-and-you-is-a-go-to-stem-reference&utm_medium=social_link&utm_source=missinglettr-twitter
[2] https://twitter.com/MrBeast/status/1480956062253596676

Top URLs in Tweet in G6:
[2] https://stemwomen.eu/6-mujeres-stem-que-estan-revolucionando-el-mundo/
[2] https://www.lavanguardia.com/economia/20220112/7980547/mujeres-tecnologia-suspenso-asignatura-futuro-mas-brillante-brl.html
[1] https://www.wisibilizalas.org/
[1] https://www.uoc.edu/portal/ca/news/actualitat/2021/270-STEM-genere-ocupacio.html
[1] http://girls4stem.es/#/principal
[1] https://portal.edu.gva.es/cefireambitctm/wp-content/uploads/sites/207/2021/05/5-UD-AVATARS-ROBOTICS.pdf
[1] https://portal.edu.gva.es/cefireambitctm/wp-content/uploads/sites/207/2021/05/5-UD-AVATARES-ROBOTICOS.pdf
[1] https://portal.edu.gva.es/cefireambitctm/va/materials-ambits-1r-eso/
[1] https://op.europa.eu/es/publication-detail/-/publication/058103b5-4da0-11ec-91ac-01aa75ed71a1?platform=hootsuite
[1] https://www.frontiersin.org/research-topics/27548/initiatives-to-raise-young-peoples-interest-and-participation-in-stem

Top URLs in Tweet in G7:
[2] http://ncsss.org/events/leadership-summit
[2] https://sammat.education/collections/sphero-indi
[1] https://www.donorschoose.org/project/our-students-can-makey-makey-anything/6048106/?challengeid=25171138
[1] 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
[1] https://www.amazon.com/hz/wishlist/ls/1WG4V8SVEILKJ?ref_=wl_share
[1] https://makeymakey.com/blogs/blog/introducing-new-plug-and-play-apps?utm_source=twitter&utm_campaign924Apps
[1] https://buncombeschools.org/cms/One.aspx?portalId=92531&pageId=10128659
[1] https://www.donorschoose.org/project/maker-space-engineering/5816972/?challengeid=21619335
[1] https://www.nisd.net/news/choose-your-future-nisd-magnet-school
[1] https://www.post-gazette.com/business/powersource/2021/12/31/airlines-zero-emissions-by-2050-cooking-oil/stories/202112310073

Top URLs in Tweet in G8:
[2] https://primarylibrary.crestawards.org/star-home-learning/63263936
[2] https://www.stem.org.uk/platform/activity/bfdaeff2-1d22-4538-8dfb-6b5f1c8097ef
[2] https://www.allaboutstem.co.uk/2021/11/zoom-preparing-for-british-science-week-2022/
[2] https://www.forbes.com/sites/aparnadhinakaran/2021/12/23/five-predictions-for-ai-in-2022/?ss=bigdata&sh=12aeff1349fe&utm_content=bufferf60ed&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.stem.org.uk/stem-ambassadors/schools-and-colleges
[1] https://www.stem.org.uk/commercial/catalyst-enrichment#OnlineMentoring
[1] https://www.stem.org.uk/sites/default/files/pages/downloads/Case
[1] Study
[1] GSK
[1] NO

Top URLs in Tweet in G9:
[4] https://www.aicra.org/aicrapost/stem-logic-understanding-stem-to-children-through-stem-toys/
[2] https://forms.office.com/pages/responsepage.aspx?id=k6wDItmLnEqAZPz6k_PQRUIvSA66rJ9OuPUoDWv_N61UNTBEUlFZQlo3QjkwN0VYUFFCRU9HVERSOC4u
[1] https://www.softbankrobotics.com/emea/en/pepper-and-nao-robots-education
[1] https://www.gujcost.co.in/
[1] https://www.linkedin.com/slink?code=eyJPf3q
[1] https://www.linkedin.com/slink?code=eFvbWA_M
[1] https://finance.yahoo.com/news/nonprofits-energy-companies-partner-promote-040000573.html
[1] http://news.stem.org/?read=https%3A%2F%2Fwww.3newsnow.com%2Fnews%2Flocal-news%2Fgalactic-quest-program-helps-kids-learn-stem-over-winter-break
[1] https://www.ecampusnews.com/2022/01/11/stem-spaces-are-the-new-center-of-campus/
[1] https://www.freepressjournal.in/education/edtech-startup-codingal-partners-with-stemorg

Top URLs in Tweet in G10:
[5] https://www.instagram.com/accounts/login/
[4] https://junioreinsteinsscienceclub.com/events/the-digestive-system-the-k-club-15th-january-1200pm-130pm/
[4] https://siliconrepublic.com/
[3] https://junioreinsteinsscienceclub.com/events/sunday-science-club-westgrove-hotel-16th-january-130pm-530pm/
[3] https://www.eventbrite.ie/e/tech-starter-bright-futures-in-technology-tickets-232192793897
[3] https://portal.btyoungscientist.com/central-statistics-office-stand/?utm_source=Twitter&utm_medium=organic&utm_campaign=BTYSTE
[2] https://www.junioreinsteinsscienceclub.com/
[2] https://junioreinsteinsscienceclub.com/science-clubs-list/
[2] https://importedfun.com/earth-science-w-real-fossils/
[2] https://importedfun.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[348] twitter.com
[121] google.com
[110] youtube.com
[68] redbubble.com
[50] linkedin.com
[43] co.uk
[42] com.au
[35] vubblepop.com
[27] nature.com
[25] historyview.org

Top Domains in Tweet in G1:
[86] google.com
[81] twitter.com
[66] redbubble.com
[42] youtube.com
[25] historyview.org
[25] linkedin.com
[20] nature.com
[19] rdene915.com
[12] facebook.com
[10] amazon.com

Top Domains in Tweet in G2:
[10] twitter.com
[5] youtube.com
[4] nature.com
[3] zapnito.com
[3] co.uk
[3] paritymovement.org
[2] linkedin.com
[2] nih.gov
[2] inspiringstem.org
[1] fossilsandshit.com

Top Domains in Tweet in G3:
[47] twitter.com
[14] youtube.com
[9] co.uk
[8] linkedin.com
[6] google.com
[6] wix.com
[6] minimegeology.com
[5] instagram.com
[5] clubztutoring.com
[4] roboticahub.com

Top Domains in Tweet in G4:
[4] dailystem.com
[1] playdoughtoplato.com
[1] mackin.com
[1] youtube.com
[1] techgirlz.org
[1] spacex.com
[1] detroitnews.com
[1] templatemaker.nl

Top Domains in Tweet in G5:
[19] mariacmarshall.com
[10] twitter.com
[6] openculture.com
[6] publishersweekly.com
[5] coruzant.com
[5] nsta.org
[5] eventscloud.com
[4] fromthemixedupfiles.com
[4] solveitforkids.com
[3] com.au

Top Domains in Tweet in G6:
[4] twitter.com
[3] gva.es
[2] stemwomen.eu
[2] lavanguardia.com
[1] wisibilizalas.org
[1] uoc.edu
[1] girls4stem.es
[1] europa.eu
[1] frontiersin.org
[1] mujeresingeniosas.es

Top Domains in Tweet in G7:
[6] donorschoose.org
[2] amazon.com
[2] ncsss.org
[2] sammat.education
[2] youtube.com
[1] makeymakey.com
[1] buncombeschools.org
[1] nisd.net
[1] post-gazette.com
[1] buckscountycouriertimes.com

Top Domains in Tweet in G8:
[12] org.uk
[6] crestawards.org
[6] twitter.com
[5] co.uk
[2] tinyurl.com
[2] forbes.com
[1] britishscienceassociation.org
[1] britishscienceweek.org
[1] ac.uk
[1] youtube.com

Top Domains in Tweet in G9:
[4] aicra.org
[2] linkedin.com
[2] office.com
[1] softbankrobotics.com
[1] co.in
[1] yahoo.com
[1] stem.org
[1] ecampusnews.com
[1] freepressjournal.in
[1] icims.com

Top Domains in Tweet in G10:
[18] junioreinsteinsscienceclub.com
[6] btyoungscientist.com
[5] twitter.com
[5] instagram.com
[5] siliconrepublic.com
[4] importedfun.com
[3] eventbrite.ie
[1] issuu.com
[1] vimeo.com
[1] laois-nationalist.ie

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5071] stem
[647] womeninstem
[542] ai
[515] womenintech
[510] science
[509] influence
[471] steam
[401] coding
[357] iot
[348] edtech



Top Hashtags in Tweet in G1:
[1360] stem
[585] womeninstem
[509] influence
[499] womenintech
[486] ai
[352] iot
[349] coding
[315] ml
[278] edtech
[258] tech

Top Hashtags in Tweet in G2:
[64] stem
[10] rri
[10] stemm
[10] scicomm
[8] womeninstem
[7] astrophotography
[6] researchculture
[6] stemtoo
[5] phdchat
[5] scipol

Top Hashtags in Tweet in G3:
[520] stem
[55] science
[30] stemeducation
[29] steam
[29] education
[18] math
[17] engineering
[14] school
[12] learning
[11] technology

Top Hashtags in Tweet in G4:
[282] stem
[235] steam
[230] makers
[15] geometry
[14] starwarsmath
[14] mtbos
[14] iteachmath
[14] mathisfun
[14] starwars
[14] maths

Top Hashtags in Tweet in G5:
[124] stem
[19] steam
[17] nasa
[12] stemtuesday
[11] scichat
[10] kidlit
[9] book
[9] mathrocks
[8] womeninstem
[8] scied

Top Hashtags in Tweet in G6:
[71] stem
[20] wisibilízalas
[14] cambioclimático
[14] brechagénero
[11] stemwomen
[7] retos
[6] objetivosstem
[6] cecv
[5] nonfiction
[4] womeninstem

Top Hashtags in Tweet in G7:
[70] stem
[16] steam
[15] coding
[13] stemeducation
[10] engineering
[9] edtech
[8] science
[7] teachertwitter
[7] rafmightyminds
[4] lego

Top Hashtags in Tweet in G8:
[103] stem
[36] datascientist
[18] crest
[10] bsw22
[7] stemresolutions
[6] stemeducation
[6] blackinternprog
[4] womeninstem
[4] eastofenglandprimarysciencefestival2022
[4] teamscience

Top Hashtags in Tweet in G9:
[45] stem
[9] uttarayan
[9] makarsankranti
[9] career
[9] future
[9] joy
[9] happiness
[5] robotics
[5] innovators
[4] وزارة_التعليم

Top Hashtags in Tweet in G10:
[86] stem
[58] btyste
[37] btyste2022
[24] junioreinsteins
[24] science
[20] kildare
[14] dublin
[13] meath
[12] westmeath
[12] louth

Top Words
Top Words in Tweet in Entire Graph:
[5079] #stem
[1018] kred
[927] students
[682] stem
[647] #womeninstem
[542] #ai
[515] #womenintech
[514] gave
[513] science
[512] #science

Top Words in Tweet in G1:
[1360] #stem
[1018] kred
[585] #womeninstem
[509] gave
[509] #influence
[499] #womenintech
[486] #ai
[426] eli_krumova
[365] #iot
[349] #coding

Top Words in Tweet in G2:
[64] #stem
[40] braincures
[30] proftimnoakes
[26] do_kinder
[26] academicparity
[24] jeremyfarrar
[23] reddit
[22] morimahmoudi
[21] ukri_ceo
[21] googleexpertuk

Top Words in Tweet in G3:
[520] #stem
[80] stem
[58] students
[55] #science
[51] more
[39] learn
[37] science
[30] #stemeducation
[29] #steam
[29] today

Top Words in Tweet in G4:
[282] #stem
[253] 3d
[249] paper
[245] way
[236] students
[235] #steam
[230] mackinmaker
[230] #makers
[229] cool
[229] introduce

Top Words in Tweet in G5:
[124] #stem
[29] nasa
[26] science
[24] books
[19] stem
[19] #steam
[19] 2022
[19] marietheresemlr
[18] species
[18] lauriewallmark

Top Words in Tweet in G6:
[77] #stem
[38] mujeres
[35] concurso
[29] 2022
[23] 35
[22] només
[21] os
[20] bienvenidas
[20] #wisibilízalas
[20] 6a

Top Words in Tweet in G7:
[70] #stem
[24] students
[20] help
[17] ozobot
[16] #steam
[15] #coding
[14] rts
[13] donorschoose
[13] #stemeducation
[13] makeymakey

Top Words in Tweet in G8:
[103] #stem
[41] experience
[36] #datascientist
[35] sector
[33] opportunity
[32] knowledge
[32] hands
[31] motivated
[31] seeking
[31] expand

Top Words in Tweet in G9:
[99] whoi
[56] tenure
[56] track
[52] hiring
[52] grow
[52] scientific
[52] staff
[52] 10
[52] hires
[52] seeking

Top Words in Tweet in G10:
[86] #stem
[68] btyste
[58] #btyste
[42] exhibition
[37] #btyste2022
[31] virtual
[27] 2022
[26] best
[26] science
[25] time

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[509] gave,kred
[507] kred,#influence
[388] eli_krumova,gave
[383] #stem,#steam
[313] #womenintech,#womeninstem
[303] #ai,#ml
[268] #ml,#iot
[237] introduce,students
[233] students,3d
[233] #steam,#makers

Top Word Pairs in Tweet in G1:
[509] gave,kred
[507] kred,#influence
[388] eli_krumova,gave
[306] #womenintech,#womeninstem
[302] #ai,#ml
[268] #ml,#iot
[177] #iot,#iiot
[165] #stem,#edtech
[149] #influence,#womenintech
[143] #womeninstem,#womenintech

Top Word Pairs in Tweet in G2:
[13] braincures,do_kinder
[9] #stem,#stemm
[8] jeremyfarrar,michelle_cruk
[8] michelle_cruk,ukri_ceo
[8] proftimnoakes,drumeshprabhu
[8] evidencebase_im,techscommit
[7] academicparity,proftimnoakes
[7] googleexpertuk,reddit
[7] morimahmoudi,academicparity
[7] sdgsactivists,marikasboros

Top Word Pairs in Tweet in G3:
[23] #stem,#steam
[18] #stem,#stemeducation
[15] #stem,#science
[15] #science,#stem
[13] learn,more
[10] 10,power
[8] #zenpilot,#aviation
[8] #aviation,#peacepilot
[8] #peacepilot,#stem
[8] #stem,#delaurentisfoundation

Top Word Pairs in Tweet in G4:
[233] #stem,#steam
[230] #steam,#makers
[229] cool,way
[229] way,introduce
[229] introduce,students
[229] students,3d
[229] 3d,paper
[229] paper,techniques
[229] techniques,#stem
[228] mackinmaker,cool

Top Word Pairs in Tweet in G5:
[16] #stem,#steam
[15] #stem,books
[13] books,miss
[13] miss,marietheresemlr
[13] marietheresemlr,abdopublishing
[13] abdopublishing,mlilleywriter
[13] mlilleywriter,dan
[13] dan,tavis
[12] mariamarshall_,#stem
[12] tavis,tilbu

Top Word Pairs in Tweet in G6:
[20] bienvenidas,os
[20] os,#wisibilízalas
[20] #wisibilízalas,6a
[20] 6a,edición
[20] edición,concurso
[20] concurso,internacional
[20] internacional,dirigido
[20] dirigido,centros
[20] centros,educativos
[20] educativos,rompe

Top Word Pairs in Tweet in G7:
[11] 3x,match
[9] left,3x
[9] match,pandaexpress
[9] pandaexpress,donorschoose
[9] donorschoose,help
[9] help,rts
[9] rts,appreciated
[9] appreciated,carlyandadam
[8] #stem,#stemeducation
[8] cpbrown1984,left

Top Word Pairs in Tweet in G8:
[31] motivated,#datascientist
[31] #datascientist,seeking
[31] seeking,opportunity
[31] opportunity,expand
[31] expand,knowledge
[31] knowledge,hands
[31] hands,experience
[31] experience,#stem
[31] #stem,sector
[30] hdr_uk,motivated

Top Word Pairs in Tweet in G9:
[56] tenure,track
[52] hiring,whoi
[52] whoi,grow
[52] grow,scientific
[52] scientific,tenure
[52] track,staff
[52] staff,10
[52] 10,hires
[52] hires,seeking
[52] seeking,candidates

Top Word Pairs in Tweet in G10:
[19] 58th,#btyste
[18] virtual,portal
[17] bt,young
[17] young,scientist
[17] eve,2022
[16] 2022,#btyste
[16] #btyste,taoiseach
[16] taoiseach,michealmartintd
[16] michealmartintd,long
[16] long,time

Top Replied-To
Top Replied-To in Entire Graph:
@do_kinder
@morimahmoudi
@chrisgibsonedu
@braincures
@profpbianchi
@evidencebase_im
@pltworg
@maggieleemchugh
@suzieboss
@inspirepassion

Top Replied-To in G1:
@chrisgibsonedu
@inspirepassion
@suzieboss
@maggieleemchugh
@cosmos_cyber
@idgtechtalk
@theiotpodcast
@avrohomg
@inclusivechange
@msmakecode

Top Replied-To in G2:
@do_kinder
@morimahmoudi
@braincures
@evidencebase_im
@nature
@royalsocbio
@rachaelpells
@drjaneholland
@dpocroianu
@jackiedohaney

Top Replied-To in G3:
@inventionleague

Top Replied-To in G4:
@llacrosse
@staffordmsd
@mackinmaker
@kevenrinaman

Top Replied-To in G5:
@lauriewallmark

Top Replied-To in G7:
@darcygrimesnc
@ozobot

Top Replied-To in G9:
@gujsciencecity
@stem

Top Replied-To in G10:
@simonharristd
@stemnuigalway
@iseultmangan
@csoireland

Top Mentioned
Top Mentioned in Entire Graph:
@kred
@eli_krumova
@mackinmaker
@techbytesorg
@btyste
@pdh_scitechnews
@whoi
@hdruklearning
@xiandob
@nsf

Top Mentioned in G1:
@kred
@eli_krumova
@techbytesorg
@pdh_scitechnews
@grandparobot
@m2mtechconnect
@hexabitzinc
@rdene915
@aimafidon
@stargeek13

Top Mentioned in G2:
@braincures
@proftimnoakes
@academicparity
@jeremyfarrar
@reddit
@ukri_ceo
@googleexpertuk
@morimahmoudi
@do_kinder
@drumeshprabhu

Top Mentioned in G3:
@ignite_casecomp
@sarahcrossmansu
@conceptavision
@getmecoding
@after_mouse
@glassaxis
@skyfoxlabs
@abilityanyware
@monika_aurumind
@stemdynamics_sa

Top Mentioned in G4:
@mackinmaker
@dailystem
@starwarsmath
@_fondal
@orcsgirls
@stemscopes
@techgirlzorg
@playdough2plato
@spacex
@ekuwah

Top Mentioned in G5:
@nasa
@marietheresemlr
@mariamarshall_
@lauriewallmark
@steamteambooks
@jenswanbooks
@mlilleywriter
@kidssolve
@abdopublishing
@tilbu

Top Mentioned in G6:
@wisibilizalas
@unesco
@stemwomeneurope
@odeecambra
@mujeresingenios
@womenbj
@cefireambitctem
@girls4stemvlc
@andreabeaty

Top Mentioned in G7:
@ozobot
@donorschoose
@makeymakey
@cpbrown1984
@pandaexpress
@carlyandadam
@alan
@nisd
@rafyouthengage
@spheroedu

Top Mentioned in G8:
@hdr_uk
@stemlearninguk
@crestawards
@eastangliaslp
@stemambassadors
@eduraeng
@allaboutstem
@legoeducation
@greatscishare
@scienceweekuk

Top Mentioned in G9:
@whoi
@infogujcost
@ashwaqtu9
@aicraindia
@dstgujarat
@matecenter
@indiadst
@stem
@vnehra
@jitu_vaghani

Top Mentioned in G10:
@btyste
@michealmartintd
@imported_fun
@btinireland
@simonharristd
@cwitirl
@jreinsteinmeath
@einsteinkildare
@junioreinsteins
@jesskellynt

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@marshawright
@cybersec_feeds
@chidambara09
@ejlazar
@piyuanker12
@tickeron
@monicasloves
@xaelbot
@huskorkut

Top Tweeters in G1:
@sectest9
@cybersec_feeds
@xaelbot
@renaissancefai
@codedailybot
@thedeveloperbot
@cybersecurityn8
@ipythonistabot
@thehill
@morolswediu

Top Tweeters in G2:
@marshawright
@googleexpertuk
@marting8177
@gordontredgold
@ignaciovalle3
@bbcnews
@lilachbullock
@marshacollier
@terryelaineh1
@drumeshprabhu

Top Tweeters in G3:
@tickeron
@discoverself
@attachmentmumma
@laurelworlds
@investor_feed
@cgeclectics
@mondkeyboy06
@harv056
@giovannaditroia
@nine_break

Top Tweeters in G4:
@syuironoitokuzu
@korytellers
@crust_dealer
@waynetwpsuper
@aliceleung
@rosepillay1
@msferreira_eng
@teacherglitter
@dailystem
@headzonkstudios

Top Tweeters in G5:
@ncte
@conversationuk
@openculture
@garym
@booksyalove
@scholastic
@divergentcio
@edutopia
@nasa
@melissacreate15

Top Tweeters in G6:
@lavanguardia
@newsneus
@abogadhillo
@nitamoriart
@edutilia
@moyariu
@ninihelen6
@escar_gm
@febles_armas
@mgg_2012

Top Tweeters in G7:
@united
@ricardo_ik_ahau
@bungobot1
@nplace1
@ynb
@openhousetwts
@craignewmark
@joeltelling
@notbatmanyet
@mezzopwr

Top Tweeters in G8:
@chidambara09
@lbc
@fidaisyg
@kidsbookbot
@drmonicacox
@munron43
@katyavdgk
@allaboutstem
@esrc
@nihrresearch

Top Tweeters in G9:
@fpjindia
@kolie_yola
@norbertpiske
@philcygnus
@anitamendeman
@fbb6cemv8xx20yg
@dpradhanbjp
@jitu_vaghani
@workacademic
@carole3912

Top Tweeters in G10:
@elizawallace27
@imported_fun
@scoopdaa
@dj_semantic
@qq1325
@astaines
@anapena35
@merrionstreet
@jesskellynt
@loftysnds