#stem, Twitter, 1/29/2021 4:07:45 PM, 246814


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#stem_2021-01-29_07-27-22.xlsx
#stem_2021-01-29_07-27-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 29, 2021
Short Description:
#stem via NodeXL https://bit.ly/2YsVNK2
@stem_ai
@femtech_
@jrflorentine
@enricomolinari
@nsf
@nsfincludeshub
@nasa
@kidssolve
@do_kinder
@marietmora

Top hashtags:
#stem
#stemeducation
#science
#steam
#education
#coding
#edtech
#microbit
#womeninstem
#robotics

Description:
Description
The graph represents a network of 7,701 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, 29 January 2021 at 15:40 UTC.

The requested start date was Friday, 29 January 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 6-day, 9-hour, 55-minute period from Friday, 22 January 2021 at 15:05 UTC to Friday, 29 January 2021 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 : 7701
Unique Edges : 6196
Edges With Duplicates : 11464
Total Edges : 17660
Number of Edge Types : 5
Retweet : 4832
MentionsInRetweet : 7178
Mentions : 3575
Tweet : 1904
Replies to : 171
Self-Loops : 1985
Reciprocated Vertex Pair Ratio : 0.041231564215739
Reciprocated Edge Ratio : 0.0791976840363937
Connected Components : 1316
Single-Vertex Connected Components : 498
Maximum Vertices in a Connected Component : 4018
Maximum Edges in a Connected Component : 12005
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.670254
Graph Density : 0.000163109193105297
Modularity : 0.526629
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 7,701 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, 29 January 2021 at 15:40 UTC.

The requested start date was Friday, 29 January 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 6-day, 9-hour, 55-minute period from Friday, 22 January 2021 at 15:05 UTC to Friday, 29 January 2021 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:
[30] https://mbxd2h.in/online/book-free-online-classes-for-kids?utm_source=Facebook&utm_medium=Social&utm_campaign=Organic%20-%20MBX%20D2H%20Demo&utm_term=Coding-For-Kids-21st-Century-Skills-Online-Coding-Classes-Live-one-on-one-class
[26] https://www.linkedin.com/slink?code=dYxGrec
[21] https://www.instagram.com/accounts/login/
[19] https://www-hollywoodreporter-com.cdn.ampproject.org/c/s/www.hollywoodreporter.com/amp/heat-vision/dcs-flash-facts-trailer-shows-superheroes-teaching-stem
[18] https://www.eventbrite.es/e/entradas-stemenred-136947988119
[16] http://iconversations.biz/denisempulliam.aspx
[13] https://www.facebook.com/coding4kids.ph
[12] https://www.science4us.com/elementary-physical-science/energy/heat-energy/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=8b62f639-55f7-4fc8-9d73-8f579a0f51b9&utm_campaign=2021-s4u-definitions
[11] https://www.youtube.com/watch?v=uzbVklWZAUc

[10] https://web.explorelearning.com/health-gizmos/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=407cfeb6-d1e4-4ea5-91ac-7c88ed671e02&utm_campaign=2021-Gizmos-Theme

Top URLs in Tweet in G1:
[7] https://www.canadianclassroom.com/?utm_source=Twitter&utm_medium=social&utm_campaign=Twitter
[6] https://www.facebook.com/coding4kids.ph
[6] https://twitter.com/SheCanCodeHQ/status/1354474258886496257
[6] https://us02web.zoom.us/meeting/register/tZMkcumqrDIpHdUDOmT6S6CCpmOYNcWXP1Fv
[5] https://hwcdn.libsyn.com/p/d/2/9/d292b64305bb880d/Lija_Fisher_Big_Foot.mp3?c_id=94281503&cs_id=94281503&expiration=1611936293&hwt=1d44435f967399cb9be3cf3b8345286e
[5] https://betterthanhuman.buzzsprout.com/603916/7386358-stupid-human-behaviors-and-the-science-on-why-we-do-them
[4] https://womenintech-forum.com/
[4] https://www.classrx.com
[3] https://hwcdn.libsyn.com/p/d/2/9/d292b64305bb880d/Lija_Fisher_Big_Foot.mp3?c_id=94281503&cs_id=94281503&expiration=1611936294&hwt=acff75a3facef1cbf25270d799de8c0e
[3] https://thepeopleshub.org/home

Top URLs in Tweet in G2:
[12] https://www.science4us.com/elementary-physical-science/energy/heat-energy/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=8b62f639-55f7-4fc8-9d73-8f579a0f51b9&utm_campaign=2021-s4u-definitions
[10] https://web.explorelearning.com/health-gizmos/?utm_source=hootsuite&utm_medium=twitter&utm_term=explorelearning&utm_content=407cfeb6-d1e4-4ea5-91ac-7c88ed671e02&utm_campaign=2021-Gizmos-Theme
[5] https://wakelet.com/wake/lV4jJvlnRF4gNuTc4e-vA
[4] http://news.fullerton.edu/2021/01/artificial-intelligence-research-to-improve-academic-performance-in-stem/
[4] https://www.energy.gov/STEM
[4] https://engagetheirminds.com/2021/01/27/would-you-rather-math-valentines-edition/
[4] https://twitch.tv/sciencestreams
[4] https://www.instagram.com/accounts/login/
[4] https://teradata.co/STEM
[3] https://spectrum.ieee.org/geek-life/hands-on/track-the-movement-of-the-milky-way-with-this-diy-radio-telescope

Top URLs in Tweet in G3:
[7] https://www.instagram.com/accounts/login/
[3] https://event.on24.com/wcc/r/2516989/319D78A2045B3F68DED7A8D5502184B2?partnerref=eatwitter
[3] https://www.simbrix.com/shop/simbrix-crafter-kit/
[3] https://www.etsy.com/listing/913954869/aqua-blue-glass-flower-stem-dodds-brooch?ref=listings_manager_grid
[3] https://www.etsy.com/listing/875479324/juliana-de-topaz-amber-rhinestones?ref=listings_manager_grid
[2] https://www.beccafarrelly.co.uk/ive-gone-started-code-club/
[2] https://www.portsanantonio.us/regional-tech-updates
[2] https://www.space.com/out-astronaut-project-possum-applications
[2] https://www.salon.com/2021/01/16/bosemans-black-panther-boosts-diversity-in-stem--a-black-engineers-take-on-inspiration_partner/
[2] https://www.youtube.com/watch?v=qECPIVNn0jw


Top URLs in Tweet in G4:
[28] https://mbxd2h.in/online/book-free-online-classes-for-kids?utm_source=Facebook&utm_medium=Social&utm_campaign=Organic%20-%20MBX%20D2H%20Demo&utm_term=Coding-For-Kids-21st-Century-Skills-Online-Coding-Classes-Live-one-on-one-class
[7] https://www.theedadvocate.org/7-benefits-of-stem-education/
[5] https://shop.tinkergen.com/all-bittle.html
[5] https://docs.google.com/forms/d/12z_rqIq01jqTNq4t9t60FPx78qr7mX2t7KSmMqU7eNY/edit
[5] https://www.xpressreg.net/register/fetc0121/attendee/reginfo.asp?sc=10027?utm_source=twitter&aban=&hkey=&iq=&vip=&tm=&smt=
[4] http://rv.vex.com
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=246273
[3] https://www.americanmodular.com/your-guide-to-effective-stem-classroom-design/
[3] https://www.youtube.com/watch?v=SGIeAm6NolQ

[2] https://www.youtube.com/watch?v=2RQwwegJFdg&feature=youtu.be


Top URLs in Tweet in G5:
[7] https://www.facebook.com/coding4kids.ph/photos/a.763693563760513/3372333776229799/
[4] https://www.facebook.com/coding4kids.ph
[4] https://www.hackerspacetech.com/attendance-logger/
[2] https://www.mowbot.com/
[2] https://www.instagram.com/p/CKm9OuJrzfG/
[2] https://www.instagram.com/p/CKWVdVDLYp9/
[2] https://www.instagram.com/p/CKWiLJCLBEf/
[2] https://www.instagram.com/p/CKkWA9YrBYA/
[2] https://www.wevolver.com/article/the-road-to-eindhovens-hybrid-quantum-computer
[2] https://www.techlearning.com/how-to/the-dos-and-donts-of-scholastic-esports-programs

Top URLs in Tweet in G6:
[5] https://edc.co1.qualtrics.com/jfe/form/SV_9N65sRxynXfHwTH
[5] https://www.includesnetwork.org/events/event-description?CalendarEventKey=7dbf0825-6636-4131-a041-79290de1c1db&CommunityKey=5e902dcd-362e-47be-a076-16bc71e2f038&Home=/events/event-description
[5] https://stemforall2021.videohall.com/
[4] https://www.forbes.com/sites/peterhigh/2021/01/15/top-ten-technology-stories-of-2020/?sh=466fe7871afd
[3] https://www.informalscience.org/news-views/sharpening-our-focus-equity-reflections-storybook-stem-project
[3] https://www.youtube.com/watch?v=rgqPMQj3G24&feature=youtu.be

[3] https://thehill.com/opinion/technology/534980-a-day-one-game-plan-for-stem-diversity
[3] https://my.nsta.org/event/nsta-web-seminar-series-topic-study-assessing-three-dimensional-learning-usin
[2] https://beta.nsf.gov/careers/openings/ehr/drl/drl-2020-1882
[2] https://beta.nsf.gov/careers/openings/ehr/drl/hrm-2020-1881

Top URLs in Tweet in G7:
[24] https://www.linkedin.com/slink?code=dYxGrec
[7] https://www.eventbrite.com/e/steam-saturdays-coding-with-the-foos-grades-1-3-registration-137720755487
[7] https://www.raspberrypi.org/documentation/pico/getting-started/
[7] https://hackspace.raspberrypi.org/?fbclid=IwAR1Rj9ZTsw_1EIx5Dj4rYB2_415uV-oEn6DuZ7KtXoTWaiVokW8H3ytzNyo
[5] https://www.blackwomeninai.com/membership
[5] https://www.twitch.tv/mrbogski
[5] https://mailchi.mp/thedatalab/the-data-lab-january21-newsletter
[5] https://learnography.wordpress.com/2019/11/29/transfer-of-motor-knowledge-makes-strong-brainpage-modules-in-the-working-circuits-of-students-brain/
[5] https://learnography.wordpress.com/2020/11/30/laws-of-learnodynamics/
[4] https://teespring.com/get-black-women-in-artificial?pid=227&cid=2664

Top URLs in Tweet in G8:
[1] https://sloan.org/about/careers#tab-program-associate-dei-in-stem-higher-education
[1] https://500womenscientists.org/program-details
[1] https://fiu.qualtrics.com/jfe/form/SV_bkLxzkPg7OOYjRj
[1] https://twitter.com/lorelleespinosa/status/1354544223043940355

Top URLs in Tweet in G9:
[4] https://www.asla.org/uploadedFiles/CMS/Government_Affairs/ASLATransitionDocument2020.pdf
[3] https://wallethub.com/edu/best-worst-metro-areas-for-stem-professionals/9200/
[2] https://www.collegemagazine.com/10-stem-fields-of-the-future/
[2] https://www.juniorastronaut.space/nanonaut
[2] https://knackapp.substack.com/p/90-of-us-stem-potential-is-wasted
[2] https://www.europeanschoolnetacademy.eu/courses/course-v1:Aerospace+InClass+2021/about
[2] https://www.mdpi.com/2227-7390/9/3/236
[1] https://www.flipcause.com/secure/cause_pdetails/MTAxMzg5
[1] https://twitter.com/MDA_space/status/1354501553294606342
[1] https://cdn.vox-cdn.com/uploads/chorus_asset/file/22246670/Fact_Sheet__America_s_Citizenship_Act_of_2021.pdf

Top URLs in Tweet in G10:
[2] https://www.conkers3.com/twin-petes-investing-podcast-no-40/
[1] https://www.piworld.co.uk/2021/01/28/sthree-stem-full-year-2020-analyst-presentation-25-1-21/

Top Domains
Top Domains in Tweet in Entire Graph:
[411] twitter.com
[141] youtube.com
[61] google.com
[59] linkedin.com
[42] co.uk
[41] facebook.com
[34] instagram.com
[30] mbxd2h.in
[30] careerarc.com
[29] amazon.com

Top Domains in Tweet in G1:
[53] twitter.com
[20] libsyn.com
[11] youtube.com
[10] co.uk
[8] zoom.us
[7] canadianclassroom.com
[7] google.com
[6] facebook.com
[6] buzzsprout.com
[4] womenintech-forum.com

Top Domains in Tweet in G2:
[70] twitter.com
[23] youtube.com
[22] careerarc.com
[15] linkedin.com
[12] science4us.com
[10] explorelearning.com
[5] facebook.com
[5] wakelet.com
[4] fullerton.edu
[4] energy.gov

Top Domains in Tweet in G3:
[63] twitter.com
[17] youtube.com
[10] linkedin.com
[9] instagram.com
[8] etsy.com
[8] careerarc.com
[7] google.com
[6] co.uk
[5] interestingengineering.com
[5] linquip.com

Top Domains in Tweet in G4:
[28] mbxd2h.in
[20] youtube.com
[11] robotlab.com
[10] twitter.com
[10] google.com
[10] inelearninglab.com
[8] vex.com
[7] theedadvocate.org
[5] tinkergen.com
[5] xpressreg.net

Top Domains in Tweet in G5:
[12] facebook.com
[9] eduporium.com
[8] instagram.com
[6] wevolver.com
[6] hackerspacetech.com
[2] mowbot.com
[2] techlearning.com
[2] smartbrief.com
[2] google.com
[2] dozuki.com

Top Domains in Tweet in G6:
[6] videohall.com
[5] qualtrics.com
[5] includesnetwork.org
[5] informalscience.org
[4] nsf.gov
[4] thehill.com
[4] forbes.com
[4] twitter.com
[3] youtube.com
[3] nsta.org

Top Domains in Tweet in G7:
[24] linkedin.com
[19] raspberrypi.org
[15] wordpress.com
[8] twitter.com
[7] google.com
[7] eventbrite.com
[6] blackwomeninai.com
[6] razorpay.com
[5] twitch.tv
[5] mailchi.mp

Top Domains in Tweet in G8:
[1] sloan.org
[1] 500womenscientists.org
[1] qualtrics.com
[1] twitter.com

Top Domains in Tweet in G9:
[8] twitter.com
[4] juniorastronaut.space
[4] asla.org
[3] youtube.com
[3] wallethub.com
[2] iste.org
[2] collegemagazine.com
[2] substack.com
[2] europeanschoolnetacademy.eu
[2] ulalaunch.com

Top Domains in Tweet in G10:
[2] conkers3.com
[1] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5339] stem
[501] stemeducation
[320] science
[309] steam
[297] education
[258] coding
[215] edtech
[198] microbit
[196] womeninstem
[189] robotics



Top Hashtags in Tweet in G1:
[441] stem
[129] womeninstem
[56] coding
[42] steam
[39] stemeducation
[37] science
[37] womenintech
[32] engineering
[31] spacemoms
[30] girlswhocode

Top Hashtags in Tweet in G2:
[654] stem
[52] primarystemchat
[36] science
[34] education
[28] edtech
[26] stemeducation
[25] steam
[22] beanengineer
[22] edapp
[21] math

Top Hashtags in Tweet in G3:
[576] stem
[53] science
[46] steam
[45] education
[40] stemeducation
[29] engineering
[19] math
[16] robotics
[15] learning
[14] edtech

Top Hashtags in Tweet in G4:
[293] stem
[92] edtech
[73] codingforkids
[72] coding
[67] education
[36] robotics
[27] k12
[26] stemeducation
[25] codingisfun
[22] ai

Top Hashtags in Tweet in G5:
[286] stem
[212] stemeducation
[189] microbit
[58] steam
[58] maker
[55] makered
[48] steameducation
[46] coding
[36] robotics
[20] robot

Top Hashtags in Tweet in G6:
[118] stem
[60] reu
[14] education
[12] learning
[12] analytics
[12] research
[10] nsf
[7] regeneronsts
[7] stemeducation
[6] nsta

Top Hashtags in Tweet in G7:
[172] stem
[121] 100daysofcode
[95] python
[72] bwiai
[52] ai
[50] recipes
[44] tech
[44] robotics
[42] science
[41] coding

Top Hashtags in Tweet in G8:
[159] stem
[144] dei
[12] stemm
[12] hbcus
[1] fieldstation
[1] marinelab
[1] hbcu

Top Hashtags in Tweet in G9:
[93] stem
[11] stemeducation
[8] space
[7] stemita
[7] spacehour
[6] science
[6] aerospacemooc
[6] rockethour
[6] buildbackbetter
[5] steam

Top Hashtags in Tweet in G10:
[6] stem
[2] twinpetesinvesting
[2] video
[2] podcast
[2] isa
[2] millionaire
[2] slp
[2] mining
[2] etfs
[2] av

Top Words
Top Words in Tweet in Entire Graph:
[5338] #stem
[825] stem
[743] students
[580] more
[501] #stemeducation
[480] science
[401] today
[397] learn
[396] women
[375] free

Top Words in Tweet in G1:
[442] #stem
[148] women
[129] #womeninstem
[80] stem
[76] more
[57] working
[57] join
[56] #coding
[49] event
[49] great

Top Words in Tweet in G2:
[654] #stem
[126] students
[84] stem
[73] technology
[66] science
[60] learning
[54] more
[52] #primarystemchat
[50] education
[48] use

Top Words in Tweet in G3:
[576] #stem
[101] stem
[69] more
[53] #science
[53] students
[46] #steam
[46] science
[45] #education
[42] today
[40] #stemeducation

Top Words in Tweet in G4:
[290] #stem
[98] enricomolinari
[92] #edtech
[81] students
[73] #codingforkids
[72] #coding
[71] free
[67] #education
[51] book
[50] class

Top Words in Tweet in G5:
[286] #stem
[212] #stemeducation
[189] #microbit
[164] experimenting
[164] simple
[164] paper
[164] robots
[164] one
[164] ticklish
[163] jrflorentine

Top Words in Tweet in G6:
[119] nsf
[118] #stem
[73] research
[71] feb
[68] apply
[64] natural
[61] summer
[60] #reu
[59] undergrads
[59] 10th

Top Words in Tweet in G7:
[172] #stem
[121] #100daysofcode
[95] #python
[83] day
[78] knowledge
[74] days
[73] blackwomeninai
[72] #bwiai
[72] code
[68] 100

Top Words in Tweet in G8:
[159] #stem
[144] hiring
[144] sloanfoundation
[144] looking
[144] career
[144] #dei
[143] lorelleespinosa
[143] early
[143] scholar
[143] type

Top Words in Tweet in G9:
[93] #stem
[29] nasa
[23] space
[15] students
[15] stem
[14] science
[12] part
[12] education
[11] mission
[11] available

Top Words in Tweet in G10:
[6] #stem
[5] wheeliedealer
[4] sthree
[4] analyst
[4] presentation
[4] given
[4] 25
[4] 21
[4] chartering
[4] path

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[343] #stem,#stemeducation
[170] simple,paper
[166] experimenting,simple
[166] paper,robots
[166] robots,one
[166] one,ticklish
[166] ticklish,#microbit
[166] #microbit,#stem
[165] jrflorentine,experimenting
[161] #stem,#steam

Top Word Pairs in Tweet in G1:
[40] big,foot
[31] liftoff,#spacemoms
[31] #spacemoms,available
[31] available,hope
[31] hope,moving
[31] moving,true
[31] true,story
[31] story,working
[31] working,mom
[31] mom,rocket

Top Word Pairs in Tweet in G2:
[44] technology,#stem
[19] #stem,education
[19] weather,changes
[19] changes,use
[19] use,around
[19] around,build
[19] build,strong
[19] strong,foundation
[19] foundation,science
[19] science,students

Top Word Pairs in Tweet in G3:
[30] #stem,#steam
[23] #stem,#stemeducation
[23] learn,more
[13] #stem,#education
[11] #steam,#stem
[9] #stem,#science
[8] #science,#stem
[7] gt,gt
[7] computer,science
[7] #cafyir,#stem

Top Word Pairs in Tweet in G4:
[41] free,class
[40] book,free
[40] wef,enricomolinari
[31] class,visit
[25] world's,highly
[25] highly,educated
[25] educated,migrants
[25] migrants,come
[25] come,#education
[25] #education,wef

Top Word Pairs in Tweet in G5:
[212] #stem,#stemeducation
[164] experimenting,simple
[164] simple,paper
[164] paper,robots
[164] robots,one
[164] one,ticklish
[164] ticklish,#microbit
[164] #microbit,#stem
[163] jrflorentine,experimenting
[49] #maker,#makered

Top Word Pairs in Tweet in G6:
[59] undergrads,apply
[59] apply,feb
[59] feb,10th
[59] 10th,spend
[59] spend,summer
[59] summer,smithsonian
[59] smithsonian,nmnh's
[59] nmnh's,nsf
[59] nsf,#reu
[59] #reu,site

Top Word Pairs in Tweet in G7:
[68] 100,days
[67] #100daysofcode,#bwiai
[59] days,code
[50] code,day
[50] #recipes,#100daysofcode
[36] #bwiai,#python
[33] #tech,#robotics
[32] #python,#tech
[32] knowledge,transfer
[27] #education,#science

Top Word Pairs in Tweet in G8:
[144] #dei,#stem
[143] lorelleespinosa,hiring
[143] hiring,sloanfoundation
[143] sloanfoundation,looking
[143] looking,early
[143] early,career
[143] career,scholar
[143] scholar,type
[143] type,focused
[143] focused,#dei

Top Word Pairs in Tweet in G9:
[10] #stem,#stemeducation
[7] michela,muñoz
[7] muñoz,ingeniera
[7] ingeniera,primera
[7] primera,#stemita
[7] #stemita,anima
[7] anima,zambullirnos
[7] zambullirnos,ciencias
[7] explorer,maybe
[7] maybe,pioneer

Top Word Pairs in Tweet in G10:
[4] #stem,sthree
[4] sthree,analyst
[4] analyst,presentation
[4] presentation,given
[4] given,25
[4] 25,21
[4] 21,chartering
[4] chartering,path
[4] path,become
[4] become,#1

Top Replied-To
Top Replied-To in Entire Graph:
@amsti4all
@seabornleees
@cass_lowry
@carriepresley15
@stemspark
@chiaracorazzawf
@mlegats
@sc_gssm
@nasa
@teradata

Top Replied-To in G1:
@stemspark
@jeremyfarrar
@plantswatch1
@twovizthink
@citycollegeny
@thepeopleshubuk
@dbetteracademia
@favioladadis
@rvmiddle
@girlsplusdata

Top Replied-To in G2:
@cass_lowry
@teradata
@laurenboebert
@phillips66co
@jayflores2032
@hexbug
@raffeduteach
@katygartside
@shaneabell
@rmckean

Top Replied-To in G4:
@mlegats
@idesignsol
@nanimo
@fetc
@femalequotient

Top Replied-To in G5:
@strawbees
@common

Top Replied-To in G6:
@sc_gssm
@frankamari2
@brookebaldwin
@brikeilarcnn

Top Replied-To in G7:
@raspberry_pi
@firialabs
@scholastic

Top Replied-To in G8:
@lorelleespinosa

Top Replied-To in G9:
@nasa
@ivankatrump
@jimbridenstine
@azedfoundation
@nasawatch
@ncatsuaggies
@microsurgeonbot

Top Replied-To in G10:
@wheeliedealer

Top Mentioned
Top Mentioned in Entire Graph:
@jrflorentine
@sloanfoundation
@lorelleespinosa
@nsf
@blackwomeninai
@qtpiofficial
@enricomolinari
@smithsonian
@nmnh
@lizaleutians

Top Mentioned in G1:
@spacemomsmovie
@kidssolve
@amandagteach
@shawnapandya
@googleexpertuk
@mirandacosgrove
@betterthanhuma1
@jenswanbooks
@cbsunstoppable
@thepeopleshubuk

Top Mentioned in G2:
@cass_lowry
@youtube
@kcollazo
@uazmedphx
@womeninstemau
@explorelearning
@stemedmagazine
@hydecareers
@saccoorg
@mwimpennys

Top Mentioned in G3:
@sincyscience
@_beccafarrelly
@northeaststate
@stonewallgaztte
@sarahcarstrat
@deldigiknow
@microduino
@girls4science
@getmecoding

Top Mentioned in G4:
@enricomolinari
@wef
@mindboxindia
@stemoogle
@dailystem
@fetc
@vexrobotics
@inelearninglab
@sallyeaves
@idesignsol

Top Mentioned in G5:
@jrflorentine
@robives
@coding4kids_ph
@steamtechsam
@browndoggadgets
@kevsmac
@wevolverapp
@eduporium
@hulafrogathome
@hackerspacetech

Top Mentioned in G6:
@nsf
@smithsonian
@nmnh
@lizaleutians
@informalscience
@usgs
@uspto
@first2network
@stem_core
@nsfincludeshub

Top Mentioned in G7:
@blackwomeninai
@qtpiofficial
@learnography
@ceo_aisoma
@tnmoc
@stemoogle
@infyfoundation
@firialabs
@raspberry_pi
@zeid_factor

Top Mentioned in G8:
@sloanfoundation
@lorelleespinosa
@anjalikumar6
@trinalfletcher
@dmbeckerr

Top Mentioned in G9:
@nasa
@airbusfdn
@esa
@whitehouse
@joebiden
@usembassymadrid
@vp
@worldspaceclub
@iste
@vernierst

Top Mentioned in G10:
@tamzinpiworld
@dianaepatterson
@wheeliedealer
@slarratt1
@marben100
@marxnd
@sholdsworth1963
@griff479
@efgbricklayer
@fei5al

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@dichristine
@edinburghwatch
@bella623
@ejlazar
@sahelhkj
@chidambara09
@jamesroy
@renaissancefai
@indiegametrends

Top Tweeters in G1:
@ejlazar
@femtech_
@googleexpertuk
@ignaciovalle3
@marting8177
@lilachbullock
@marshacollier
@drumeshprabhu
@womencodersbot
@andytoronto

Top Tweeters in G2:
@sincerelyessie
@washingtonpost
@jamesvgingerich
@fred_bot_
@franzrusso
@eco1start
@sesiegler
@dave_dsg
@sophiarahming1
@rdene915

Top Tweeters in G3:
@renaissancefai
@jenkers_en
@nicoleschoice1
@cgeclectics
@genejm29
@microstocka
@flyingeze
@andrewhumphrey
@pdog119
@minglemediatv

Top Tweeters in G4:
@chidambara09
@evankirstel
@ssxman2
@nicochan33
@vivmilano
@lollydaskal
@rwang0
@gvalan
@hubofml
@jacobussystems

Top Tweeters in G5:
@sectest9
@dataaugmented
@k7al_l3afta
@ewasr
@aspeed
@btkrth
@kobldexe
@horzaedeo
@mykalwane
@cocktailrent

Top Tweeters in G6:
@thehill
@cnn
@rosario_strano
@joe4rialtousd
@vxjoe
@sciencenews
@frankamari2
@rodneyrohde
@boisestate
@americanbeetles

Top Tweeters in G7:
@indiegametrends
@xaelbot
@codedailybot
@codegnuts
@cybersecurityn8
@100xcode
@llnuxbot
@thedeveloperbot
@calcaware
@andrewmorrisuk

Top Tweeters in G8:
@caldwellsaysido
@ayirpelle
@drjlmooreiii
@hernandez_a
@daminesper
@sjogrensforum
@blancavnyc
@superkash
@marybethgasman
@phibetakappa

Top Tweeters in G9:
@ermm1
@lord_curzon
@wfryer
@nasawatch
@ufstemcell
@kapurmalvika
@moyariu
@juanmacofren
@nasa
@lieberrian

Top Tweeters in G10:
@financialtimes
@japantimes
@wheeliedealer
@keithmccullough
@my21_oracle
@efgbricklayer
@bbcbusiness
@thebubblebubble
@proactive_uk
@asibiza1