#stem, Twitter, 1/22/2021 7:02:11 PM, 246245


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#stem_2021-01-22_07-27-22.xlsx
#stem_2021-01-22_07-27-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 22, 2021
Short Description:
#stem via NodeXL https://bit.ly/3o9VkXw
@stem_ai
@femtech_
@carolynbfraiser
@carriepresley15
@junioreinsteins
@indiedevprobot
@nasa
@in_stemm
@suncemore1
@nsf

Top hashtags:
#stem
#science
#education
#coding
#ai
#edtech
#stemeducation
#steam
#engineering
#robotics

Description:
Description
The graph represents a network of 6,962 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, 22 January 2021 at 15:40 UTC.

The requested start date was Friday, 22 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 2-day, 8-hour, 33-minute period from Tuesday, 19 January 2021 at 16:27 UTC to Friday, 22 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 : 6962
Unique Edges : 5486
Edges With Duplicates : 11373
Total Edges : 16859
Number of Edge Types : 5
Retweet : 4836
MentionsInRetweet : 6936
Mentions : 3155
Tweet : 1753
Replies to : 179
Self-Loops : 1824
Reciprocated Vertex Pair Ratio : 0.0444703143189756
Reciprocated Edge Ratio : 0.0851538118591173
Connected Components : 1097
Single-Vertex Connected Components : 441
Maximum Vertices in a Connected Component : 3946
Maximum Edges in a Connected Component : 12127
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.145545
Graph Density : 0.000185132903428264
Modularity : 0.50894
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 6,962 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, 22 January 2021 at 15:40 UTC.

The requested start date was Friday, 22 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 2-day, 8-hour, 33-minute period from Tuesday, 19 January 2021 at 16:27 UTC to Friday, 22 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:
[59] https://www.blackwomeninai.com/membership
[40] https://www.linkedin.com/slink?code=dYxGrec
[35] 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
[27] https://www.raspberrypi.org/documentation/pico/getting-started/
[27] https://hackspace.raspberrypi.org/?fbclid=IwAR1Rj9ZTsw_1EIx5Dj4rYB2_415uV-oEn6DuZ7KtXoTWaiVokW8H3ytzNyo
[26] http://iconversations.biz/denisempulliam.aspx
[19] https://www.hackster.io/ybryan3/hexabitz-ir-theremin-6c96b0
[19] https://packard.csod.com/ux/ats/careersite/1/home/requisition/59?c=packard
[18] https://teespring.com/steminist-new?pr=STEM15
[16] https://www.facebook.com/coding4kids.ph

Top URLs in Tweet in G1:
[10] 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
[9] 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
[6] http://gage.500womenscientists.org/?utm_source=twitter&utm_medium=social&utm_campaign=gage_launch
[5] https://www.mondaysciencepodcast.com/
[4] https://www.kiiitv.com/article/news/education/stem-bus-visiting-the-coastal-bend/503-053ad05e-a919-434e-af34-a10cc3042096
[4] https://www.tes.com/teaching-resource/phonics-set-2-special-friends-read-write-inc-ay-ee-igh-ow-oo-ar-or-air-ir-ou-oy-12290464
[4] https://japan.cnet.com/article/35092978/
[4] https://tutors.clubztutoring.com/fremont/fremont-math-tutoring/
[4] https://tutors.clubztutoring.com/indy/indy-math-tutoring/
[4] https://tutors.clubztutoring.com/palm-desert/palm-desert-math-tutoring/

Top URLs in Tweet in G2:
[56] https://www.blackwomeninai.com/membership
[38] https://www.linkedin.com/slink?code=dYxGrec
[35] 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
[27] https://www.raspberrypi.org/documentation/pico/getting-started/
[27] https://hackspace.raspberrypi.org/?fbclid=IwAR1Rj9ZTsw_1EIx5Dj4rYB2_415uV-oEn6DuZ7KtXoTWaiVokW8H3ytzNyo
[19] https://www.hackster.io/ybryan3/hexabitz-ir-theremin-6c96b0
[16] https://teespring.com/steminist-new?pr=STEM15
[14] https://www.youtube.com/watch?v=DnYA3QuMk7g&feature=youtu.be

[12] https://magpi.raspberrypi.org/articles/raspberry-pi-pico-microcontroller-specifications-features-and-rp2040
[9] https://www.youshouldknowcode.com/programming/python_fundamentals/variables_input.php

Top URLs in Tweet in G3:
[8] https://www.facebook.com/coding4kids.ph
[5] https://www.google.com/amp/s/fortune.com/2021/01/11/women-workforce-technology-industry-careers-mentorship-sponsorship-pipeline/amp/
[5] https://www.cosmeticsdesign.com/Article/2021/01/18/OLAY-seeking-to-up-number-of-women-in-STEM-delivers-science-in-a-box-to-school-kids?utm_source=copyright&utm_medium=OnSite&utm_campaign=copyright
[5] https://www.scientificamerican.com/article/we-need-stem-mentors-who-can-reduce-bias-and-fight-stereotypes/
[3] http://paper.li/e-1467642561
[3] http://stemeducation.news
[3] https://www.eventbrite.com/e/steamcoders-machine-learning-grades-4-8-registration-137720296113
[3] https://www.youtube.com/watch?v=wNcrkPn_pa4&feature=youtu.be

[3] https://youtu.be/GhWao2bYY0U
[3] https://www.mckinsey.com/about-us/new-at-mckinsey-blog/what-does-it-take-to-get-more-women-into-tech

Top URLs in Tweet in G4:
[5] https://www.instagram.com/accounts/login/
[5] https://www.simbrix.com/shop/simbrix-crafter-kit/
[4] https://sciencemadefun.net/blog/cheese-please/
[3] http://manassaspark.mlmontessori.com/montessori-schedule-a-tour
[2] https://teespring.com/mathcs
[2] https://teespring.com/mathcs?pid=2
[2] https://www.utcsouthdurham.org/
[2] https://linktr.ee/kimsuedunn
[2] https://twitter.com/michelledonelan/status/1352268481954242560
[2] https://docs.google.com/forms/d/e/1FAIpQLSdBjaNxQl25IZFlw6rK163jJNB13CxqsTjXWsxS87J5aYbMNg/viewform

Top URLs in Tweet in G5:
[5] http://www.junioreinsteinsscienceclub.com
[4] https://www.mckinsey.com/featured-insights/coronavirus-leading-through-the-crisis/charting-the-path-to-the-next-normal/around-the-world-theres-a-big-disconnect-around-employee-skill-building?cid=other-soc-twi-mip-mck-oth---&sid=4289709059&linkId=106596353
[2] https://urly.it/39x7q
[2] https://junioreinsteinsscienceclub.com/
[2] https://www.timeshighereducation.com/news/lgbtq-scientists-harassed-and-marginalised-says-study
[1] https://www.weforum.org/agenda/2020/02/seven-women-scientists-innovation-change-global
[1] https://www.junioreinsteinsscienceclub.com/
[1] https://womeninstem.org.au/futureyou/
[1] https://www.thegist.edu.au/families/why-stem-matters/benefits-for-stem/
[1] https://internet2.edu/community/case-study-esports/

Top URLs in Tweet in G6:
[5] https://stemettes.org/explore/
[4] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fcreatureark1%2F%3Fview_public_for%3D171217886622853
[4] https://learningforsustainabilityscotland.org/connectingclassrooms/what-is-connecting-classrooms/
[3] https://www.dywdg.co.uk/news/87/63/Bang-Goes-DG-2021-moves-to-You-Tube/
[2] https://twitter.com/Stemettes/status/1350142254955044864
[2] https://thestemhub.org.uk/index.php/stem-today
[2] https://zeenews.india.com/science/curious-about-how-sunrise-and-sunset-will-look-from-space-well-feast-your-eyes-here-2336239.html/?utm_source=contentstudio.io&utm_medium=referral
[2] https://primarylibrary.crestawards.org/superstar-home-learning/63241423
[2] https://www.portsmouthhigh.co.uk/news/2021/01/osmosis-comes-to-life-in-kitchens-at-home-during-year-9-science-lessons
[1] https://stemettes.org/

Top URLs in Tweet in G8:
[4] https://tutors.clubztutoring.com/naperville/naperville-math-tutoring/
[3] http://dailystem.com/resources/
[3] https://www.moneytalksnews.com/slideshows/the-10-best-cities-for-diversity-in-stem-jobs/
[2] https://www.youtube.com/watch?v=saPi-MyJ4VE&feature=youtu.be

[2] http://dailystem.com/news/
[2] https://www.fizzicseducation.com.au/articles/gamechangers-and-changemakers/
[2] https://twitter.com/DMACCNews/status/1350524557191487490
[2] https://iowastem.org/Scale-Up
[1] https://www.unrulysplats.com/webinars/incorporate-coding-into-special-education?utm_source=Twitter&utm_medium=post
[1] https://www.unrulysplats.com/lesson-plans/morse-code-activity-pack?utm_source=twitter&utm_medium=post

Top URLs in Tweet in G10:
[8] https://www.amazon.com/3dmate?maas=maas_adg_FAF856B58D1430D0FAE36220925B6C30_afap_abs&ref_=aa_maas
[7] https://www.xpressreg.net/register/fetc0121/attendee/reginfo.asp?sc=10027?utm_source=twitter&aban=&hkey=&iq=&vip=&tm=&smt=
[3] https://www.xpressreg.net/register/fetc0121/start.asp?sc=10027?utm_source=twitter&utm_medium=Social&utm_campaign=tw-social&utm_term=fetc-2021&utm_content=44197
[3] https://www.iste.org/explore/learning-during-covid-19/nasa-keeps-stem-lessons-going-home?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[2] https://www.bostontechmom.com/the-2021-outlook-for-stem-programs/
[2] https://www.mtu.edu/news/stories/2021/january/mtu-students-shoot-for-the-moon-and-win.html
[2] http://www.nasa.gov/press-release/nasas-aerospace-safety-advisory-panel-releases-2020-annual-report
[2] https://www.youtube.com/watch?v=_X8Ra606dAc&feature=youtu.be

[1] https://www.cosmeticsdesign.com/Article/2021/01/18/OLAY-seeking-to-up-number-of-women-in-STEM-delivers-science-in-a-box-to-school-kids?utm_source=copyright&utm_medium=OnSite&utm_campaign=copyright
[1] https://www.wishpond.com/lp/2602139/entries/193822195/reference?utm_content=bufferfa728&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top Domains
Top Domains in Tweet in Entire Graph:
[426] twitter.com
[130] youtube.com
[78] linkedin.com
[67] raspberrypi.org
[60] blackwomeninai.com
[50] google.com
[46] co.uk
[42] facebook.com
[36] iconversations.biz
[35] mbxd2h.in

Top Domains in Tweet in G1:
[64] twitter.com
[30] vubblepop.com
[23] careerarc.com
[23] youtube.com
[16] clubztutoring.com
[14] robotlab.com
[12] explorelearning.com
[11] linkedin.com
[10] science4us.com
[8] etsy.com

Top Domains in Tweet in G2:
[67] raspberrypi.org
[57] blackwomeninai.com
[39] linkedin.com
[35] mbxd2h.in
[27] youtube.com
[22] twitter.com
[19] hackster.io
[17] facebook.com
[16] teespring.com
[14] wordpress.com

Top Domains in Tweet in G3:
[49] twitter.com
[10] linkedin.com
[8] facebook.com
[8] youtube.com
[6] google.com
[6] scientificamerican.com
[5] cosmeticsdesign.com
[5] mckinsey.com
[4] instagram.com
[4] theellaproject.com

Top Domains in Tweet in G4:
[62] twitter.com
[14] youtube.com
[8] google.com
[6] instagram.com
[5] simbrix.com
[4] linkedin.com
[4] teespring.com
[4] facebook.com
[4] sciencemadefun.net
[4] linquip.com

Top Domains in Tweet in G5:
[8] junioreinsteinsscienceclub.com
[4] mckinsey.com
[4] twitter.com
[4] google.com
[3] timeshighereducation.com
[2] urly.it
[1] weforum.org
[1] org.au
[1] edu.au
[1] internet2.edu

Top Domains in Tweet in G6:
[14] co.uk
[11] twitter.com
[7] org.uk
[7] crestawards.org
[6] stemettes.org
[4] facebook.com
[4] learningforsustainabilityscotland.org
[3] google.com
[3] innovationnewsnetwork.com
[2] india.com

Top Domains in Tweet in G8:
[7] twitter.com
[7] com.au
[6] youtube.com
[5] dailystem.com
[4] clubztutoring.com
[3] unrulysplats.com
[3] moneytalksnews.com
[2] iowastem.org
[1] fcoe.org
[1] afterschoolalliance.org

Top Domains in Tweet in G10:
[10] xpressreg.net
[8] amazon.com
[5] twitter.com
[4] nasa.gov
[4] iste.org
[3] youtube.com
[3] com.au
[2] bostontechmom.com
[2] mtu.edu
[2] nsf.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4941] stem
[429] science
[294] education
[283] coding
[264] ai
[246] edtech
[240] stemeducation
[224] steam
[205] engineering
[190] robotics



Top Hashtags in Tweet in G1:
[607] stem
[60] science
[53] edtech
[42] stemed
[38] stemeducation
[37] steam
[25] edchat
[24] smartvideo
[22] onlinelearning
[22] math

Top Hashtags in Tweet in G2:
[459] stem
[223] coding
[178] ai
[147] 100daysofcode
[141] artificialintelligence
[108] robotics
[104] edtech
[101] education
[91] codingforkids
[89] machinelearning

Top Hashtags in Tweet in G3:
[414] stem
[100] womeninstem
[55] womenintech
[43] engineering
[36] science
[34] tech
[34] girlswhocode
[32] diversity
[32] womenwhocode
[28] cybersecurity

Top Hashtags in Tweet in G4:
[516] stem
[64] science
[41] education
[34] stemeducation
[30] steam
[23] math
[17] engineering
[16] space
[13] technology
[13] physics

Top Hashtags in Tweet in G5:
[108] stem
[48] junioreinsteins
[37] science
[36] franchise
[32] franchiseopportunity
[32] beyourownboss
[29] futureofwork
[26] supportlocal
[26] lookforlocal
[21] fintech

Top Hashtags in Tweet in G6:
[151] stem
[47] februaryexplore
[23] support
[22] resources
[22] funding
[19] crest
[15] clpl
[12] womeninstem
[11] science
[11] teachers

Top Hashtags in Tweet in G7:
[73] stem
[52] iwsgpit
[40] pb
[30] c
[17] ad
[15] cb
[11] nf
[11] mg
[6] humor
[3] lyrical

Top Hashtags in Tweet in G8:
[96] stem
[21] steam
[11] vanmeter
[9] dailystem
[7] edtech
[6] unrulyeducators
[6] engineering
[5] math
[5] futurereadylibs
[5] tlchat

Top Hashtags in Tweet in G9:
[132] girlswhocode
[132] stem
[132] womenwhocode

Top Hashtags in Tweet in G10:
[87] stem
[24] education
[14] engineering
[11] stemeducation
[11] vexgo
[10] science
[10] vexatfetc
[10] edtech
[10] free
[9] stemed

Top Words
Top Words in Tweet in Entire Graph:
[4924] #stem
[705] more
[699] stem
[656] students
[562] science
[448] women
[441] today
[435] join
[429] #science
[426] learn

Top Words in Tweet in G1:
[605] #stem
[115] students
[81] science
[66] stem
[60] #science
[58] more
[58] join
[53] #edtech
[52] year
[50] work

Top Words in Tweet in G2:
[438] #stem
[223] #coding
[178] #ai
[147] #100daysofcode
[141] #artificialintelligence
[108] #robotics
[104] today
[104] #edtech
[101] #education
[94] learn

Top Words in Tweet in G3:
[421] #stem
[149] women
[100] #womeninstem
[86] more
[82] stem
[55] #womenintech
[54] join
[53] science
[47] today
[43] girls

Top Words in Tweet in G4:
[516] #stem
[69] stem
[65] more
[64] #science
[54] students
[52] science
[41] #education
[40] learn
[35] learning
[34] #stemeducation

Top Words in Tweet in G5:
[108] #stem
[91] science
[68] school
[53] junior
[53] einsteins
[49] business
[48] #junioreinsteins
[42] create
[41] enricomolinari
[38] creating

Top Words in Tweet in G6:
[151] #stem
[93] stemettes
[65] free
[47] #februaryexplore
[46] open
[46] sessions
[44] applications
[44] invite
[42] exploring
[39] teachers

Top Words in Tweet in G7:
[73] #stem
[62] magical
[53] year
[52] #iwsgpit
[52] eats
[52] walk
[51] life
[51] old
[48] matrix
[48] heroes

Top Words in Tweet in G8:
[96] #stem
[21] #steam
[20] dailystem
[17] today
[17] tinkercad
[16] provide
[14] stem
[14] kids
[14] ss
[13] love

Top Words in Tweet in G9:
[132] need
[132] more
[132] women
[132] creating
[132] tech
[132] content
[132] #girlswhocode
[132] #stem
[132] #womenwhocode
[131] carriepresley15

Top Words in Tweet in G10:
[87] #stem
[31] guide
[30] easy
[27] students
[24] #education
[23] nasastem
[22] robotics
[21] miss
[20] iste
[17] great

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[150] #stem,#womenwhocode
[147] more,women
[146] need,more
[144] #girlswhocode,#stem
[140] women,creating
[140] creating,tech
[140] tech,content
[140] content,#girlswhocode
[139] carriepresley15,need
[117] #stem,#steam

Top Word Pairs in Tweet in G1:
[31] #science,#stem
[30] ht,letstalkscience
[30] #stem,#stemed
[21] #stem,#steam
[21] #stemed,#stemeducation
[20] teach,students
[20] #stemeducation,#smartvideo
[17] human,body
[16] weather,changes
[16] changes,use

Top Word Pairs in Tweet in G2:
[57] #100daysofcode,#bwiai
[56] become,member
[56] member,today
[56] today,membership
[56] membership,open
[56] open,#100daysofcode
[56] #bwiai,#artificialintelligence
[54] blackwomeninai,become
[54] #artificialintelligence,#c
[51] free,class

Top Word Pairs in Tweet in G3:
[28] #stem,#womeninstem
[26] #womenintech,#stem
[23] women,#stem
[19] learn,more
[19] below,#stem
[19] #stem,#tech
[19] women,stem
[18] #stem,careers
[18] #stem,#diversity
[17] alice,cyberspace

Top Word Pairs in Tweet in G4:
[20] #stem,#stemeducation
[16] learn,more
[16] #math,#stem
[15] #stem,#science
[14] #stem,#steam
[9] #stem,#education
[8] #steam,#stem
[7] #science,#stem
[7] more,information
[7] #education,#stem

Top Word Pairs in Tweet in G5:
[53] junior,einsteins
[38] creating,business
[38] business,owners
[36] owners,create
[36] create,jobs
[36] science,camps
[36] camps,science
[36] science,parties
[35] parties,school
[33] school,#science

Top Word Pairs in Tweet in G6:
[44] applications,open
[43] #februaryexplore,free
[42] stemettes,invite
[42] invite,#februaryexplore
[42] free,sessions
[42] sessions,exploring
[42] exploring,#stem
[37] stemettes,applications
[25] transportgovuk,stemettes
[25] #stem,career

Top Word Pairs in Tweet in G7:
[51] year,old
[48] matrix,heroes
[48] jack,eats
[48] eats,gen
[48] gen,mod
[48] mod,seed
[46] nikkivogel1,matrix
[44] heroes,instead
[44] instead,trading
[44] trading,family

Top Word Pairs in Tweet in G8:
[17] #stem,#steam
[11] notes,feature
[10] ok,discovered
[10] discovered,tinkercad
[10] tinkercad,notes
[10] feature,ss
[10] ss,label
[10] label,blueprints
[10] blueprints,ts
[10] ts,provide

Top Word Pairs in Tweet in G9:
[132] need,more
[132] more,women
[132] women,creating
[132] creating,tech
[132] tech,content
[132] content,#girlswhocode
[132] #girlswhocode,#stem
[132] #stem,#womenwhocode
[131] carriepresley15,need

Top Word Pairs in Tweet in G10:
[16] miss,live
[16] live,#stem
[16] #stem,chat
[16] chat,steelers
[16] steelers,quarterback
[16] quarterback,josh_dobbs1
[16] josh_dobbs1,space_station
[16] space_station,astronauts
[16] astronauts,catch
[16] catch,replay

Top Replied-To
Top Replied-To in Entire Graph:
@rachaellehr
@millionwmentors
@kilsheelanns
@swetalk
@codefiworks
@deloitteus
@iraideia
@guildofmakers
@summerokibe
@wheeliedealer

Top Replied-To in G1:
@mrsboone757
@spencer_ross02
@palatinehs
@dinomanschatz

Top Replied-To in G2:
@codefiworks
@raspberry_pi
@marthajez
@bernardrand
@bitsboxkids
@pete_codes

Top Replied-To in G3:
@millionwmentors
@swetalk
@deloitteus
@robotsmarts
@younglablehigh
@olayskin
@mwm_md
@beatgr
@thetechiegirls
@lindakekelis

Top Replied-To in G5:
@womeninstemau
@stemscotland
@stemlearninguk
@stemsouthwest_
@society4science
@inspiringstem_n
@stemettes
@wise_ypb
@teachingstem
@stemedcoalition

Top Replied-To in G7:
@sassy_searra

Top Replied-To in G8:
@christinekdixon
@mrsdlloyd
@noblelocal_sd
@beach5girl
@dailystem
@sciowa
@stemagogy
@lisamlove1996

Top Mentioned
Top Mentioned in Entire Graph:
@carriepresley15
@stemettes
@realcolinmac
@blackwomeninai
@hexabitzinc
@qtpiofficial
@stemoogle
@mindboxindia
@lindseybhobson
@nikkivogel1

Top Mentioned in G1:
@letstalkscience
@nsf
@explorelearning
@spotify
@nytimeslearning
@gdgmenorca
@500womensci
@besdakikadamat1
@mondayscience_
@qtpiofficial

Top Mentioned in G2:
@blackwomeninai
@realcolinmac
@hexabitzinc
@stemoogle
@mindboxindia
@qtpiofficial
@ceo_aisoma
@paula_piccard
@learnography
@forbes

Top Mentioned in G3:
@worldspaceclub
@nasa
@stemettes
@ipfconline1
@psb_dc
@andi_staub
@haro
@njcybersecurity
@qnet_worldwide
@ac3_news

Top Mentioned in G4:
@stembuck1
@versatechtoday
@gridopolis
@tartrobotics
@wrohellas
@messybloguk
@lifeisnow1234
@briarhillsch
@sciencemill
@anjuliahooja

Top Mentioned in G5:
@enricomolinari
@mckinsey
@lindagrass0
@wef
@wikipedia
@ciolookmagazine
@timeshighered
@heinzvhoenen
@stemsouthwest_
@un

Top Mentioned in G6:
@stemettes
@transportgovuk
@crestawards
@lfsscotland
@stemambassadors
@stemlearninguk
@globalgoals
@crestnorthwest
@allaboutstem
@stemhub_se

Top Mentioned in G7:
@lindseybhobson
@nikkivogel1
@michellehenrie
@kimthekindagood
@melissa_trempe
@john_zeleznik
@carolynbfraiser
@becca_dupuis
@kcpwriter
@ramquistwrites

Top Mentioned in G8:
@dailystem
@tinkercad
@vanmeterschools
@valperez_steam
@shannonmmiller
@tracyfergusonvm
@sphero
@iowastem
@reneewellssteam
@afterschool4all

Top Mentioned in G9:
@carriepresley15

Top Mentioned in G10:
@nasastem
@iste
@space_station
@fetc
@josh_dobbs1
@jorgedoespbl
@vexrobotics
@style_rk
@nasa
@gregoryjbarber

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@chidambara09
@renaissancefai
@indiegametrends
@independent
@szilviade_
@aaroncuddeback
@femtech_
@evankirstel

Top Tweeters in G1:
@renaissancefai
@geegeebythesea
@viralvideovlogs
@hdmcardenadenis
@gadflyquebec
@dwnews
@muhammadaalhel1
@amazonin
@corresponsables
@kathylslaughter

Top Tweeters in G2:
@sectest9
@chidambara09
@aaroncuddeback
@thehill
@xaelbot
@codedailybot
@codegnuts
@cybersecurityn8
@tess_blue815
@100xcode

Top Tweeters in G3:
@cybersec_feeds
@femtech_
@googleexpertuk
@economictimes
@nytimes
@womencodersbot
@jrehnj
@morpheusbeing
@craigmatsuda
@applertweet

Top Tweeters in G4:
@dcarsoncpa
@fred_bot_
@niecyisms
@couponterri
@mangeles_hm
@eyda40382969
@microstocka
@mommytalkshow
@desalinationnow
@samoskal

Top Tweeters in G5:
@evankirstel
@fintechna
@ssxman2
@trippbraden
@marshacollier
@mashable
@akwyz
@shicooks
@caring_mobile
@drferdowsi

Top Tweeters in G6:
@aprilpreston_
@sawdasays
@raestimr
@woodlandtrust
@elias_me_em
@john_stephens67
@esa
@coletteweston
@carlaschroder
@stemettes

Top Tweeters in G7:
@emmakaufmann
@john_zeleznik
@writerlad
@pepperdaphoenix
@xmoonlilyx
@nuritgreenfinch
@marcyrockwell
@csmallswright
@jenseggio
@thelingolee

Top Tweeters in G8:
@laloalcaraz
@shannonmmiller
@mraspinall
@lorijeansmith13
@ritawirtz
@joe4rialtousd
@erik_youngman
@vxjoe
@lego_group
@dailystem

Top Tweeters in G9:
@reach2sanket
@diversity54
@charlyaztec
@kevinrj
@craignicol
@davidpich
@fharper
@tarasis
@bestcloud85
@sadiq_sensei

Top Tweeters in G10:
@planespotiscool
@caa_official
@bar_zie
@dudette9t9
@betterjobsearch
@rdene915
@rogeliogalvn2
@dhumpachika
@education_24x7
@buncee


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