#stem, Twitter, 11/20/2020 8:20:38 PM, 241950


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#stem_2020-11-20_07-27-22.xlsx
#stem_2020-11-20_07-27-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 20, 2020
Short Description:
#stem via NodeXL https://bit.ly/3pLTKNq
@stem_ai
@femtech_
@thestemvillage
@nasa
@dailystem
@womeninstemsa
@rachaellehr
@kidssolve
@academicchatter
@outinstem

Top hashtags:
#stem
#lgbtqstemday
#science
#education
#lgbtq
#steam
#womeninstem
#stemeducation
#تعليم_جده

Description:
Description
The graph represents a network of 8,023 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, 20 November 2020 at 15:44 UTC.

The requested start date was Friday, 20 November 2020 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, 7-hour, 19-minute period from Tuesday, 17 November 2020 at 17:41 UTC to Friday, 20 November 2020 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 : 8023
Unique Edges : 6331
Edges With Duplicates : 10329
Total Edges : 16660
Number of Edge Types : 5
Tweet : 1937
Retweet : 4350
MentionsInRetweet : 6333
Mentions : 3865
Replies to : 175
Self-Loops : 2009
Reciprocated Vertex Pair Ratio : 0.0479741763134461
Reciprocated Edge Ratio : 0.0915560276155072
Connected Components : 1528
Single-Vertex Connected Components : 611
Maximum Vertices in a Connected Component : 3808
Maximum Edges in a Connected Component : 10233
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.08189
Graph Density : 0.000146285363262992
Modularity : 0.54641
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 8,023 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, 20 November 2020 at 15:44 UTC.

The requested start date was Friday, 20 November 2020 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, 7-hour, 19-minute period from Tuesday, 17 November 2020 at 17:41 UTC to Friday, 20 November 2020 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:
[27] https://www.instagram.com/accounts/login/
[27] https://www.expandspacestudies.org/membership
[18] http://iconversations.biz/denisempulliam.aspx
[14] https://www.youtube.com/watch?v=kG6H-1EnnZQ

[12] https://thiswestcoastmommy.com/canadian-association-girls-in-science-membership/
[11] http://www.amazon.com/Tangram-Zoo-Word-Puzzles-Too/dp/1470124777/
[10] https://www.creatorbot.co/schools
[10] https://www.thestar.com/news/canada/2020/11/16/how-an-indigenous-land-based-learning-approach-to-stem-could-help-students-across-canada.html
[10] http://www.futura.com.hr/nastavili-smo-s-gostujucim-radionicama-robotike-i-programiranja-bez-ekrana/
[9] http://iconversations.biz/DeniseMPulliam.aspx

Top URLs in Tweet in G1:
[7] https://www.instagram.com/accounts/login/
[6] https://thankateacher.educando.org/
[4] https://www.thestar.com/news/canada/2020/11/16/how-an-indigenous-land-based-learning-approach-to-stem-could-help-students-across-canada.html
[4] https://sciencemadefun.net/blog/gemstones-&-crystals-galore/
[3] https://cessas.co/novedades/coderz-amazon-cyber-robotics-challenge/
[3] https://contest.edventures.com/
[2] https://www.surveymonkey.com/r/8GWP997
[2] https://twitter.com/16keller1/status/1328851560634396674
[2] https://myeblox.com/
[2] https://prideinstem.org/lgbtstemday/

Top URLs in Tweet in G2:
[18] http://iconversations.biz/denisempulliam.aspx
[9] http://iconversations.biz/DeniseMPulliam.aspx
[8] https://www.edutopia.org/article/how-help-students-see-themselves-mathematicians?fbclid=IwAR03_IDzYEYMW-zTEc5u2nb3qTSmw-D7IJ77h8_MFvACAojBHMxFC0klZas
[8] https://www.ibm.com/support/pages/how-do-i-create-star-schema
[6] https://en.wikipedia.org/wiki/Angela_Merkel
[4] http://www.momalwaysfindsout.com/intelino-smart-train/
[4] https://www.thestar.com/news/canada/2020/11/16/how-an-indigenous-land-based-learning-approach-to-stem-could-help-students-across-canada.html
[4] https://www.theguardian.com/education/2020/nov/18/gay-men-degree-science-technology-engineering-maths-stem-heterosexual-bachelors-study
[4] https://www.instyle.com/hair/hair-products-tools/best-curly-hair-products
[4] https://medium.com/the-atlantic/the-secret-to-germanys-covid-19-success-angela-merkel-is-a-scientist-fd211dc5106

Top URLs in Tweet in G3:
[18] https://www.expandspacestudies.org/membership
[6] https://coruzant.com/opinion/creating-space-for-new-ideas/
[5] https://www.instagram.com/accounts/login/
[5] https://www.mariacmarshall.com/single-post/the-picture-book-buzz-november-steam-team-books
[4] https://www.expandspacestudies.org/10yearpledge
[4] https://twitter.com/camawise/status/1329036081581481984
[4] https://www.youtube.com/watch?v=ScH7eATOULw&feature=youtu.be

[3] https://www.forbes.com/sites/robdube/2020/11/18/how-this-former-white-house-advisor-is-leading-more-women-and-minorities-into-tech/?sh=cf4de4c2a065
[3] https://twitter.com/millerjm86/status/1328765642372042753
[3] https://www.beckershospitalreview.com/healthcare-information-technology/5-female-cios-share-their-advice-for-young-women-in-stem.html

Top URLs in Tweet in G4:
[10] http://www.futura.com.hr/nastavili-smo-s-gostujucim-radionicama-robotike-i-programiranja-bez-ekrana/
[8] https://www.creatorbot.co/schools
[8] https://newsroom.ibm.com/2020-11-17-IBM-Makes-Education-Hiring-More-Inclusive-Worldwide-with-P-TECH-Model-Expanding-Across-28-Countries?fbclid=IwAR352nFo2gpcmAVO27yp6oEkTJpLOiEsWhK8C30CuPEEBB0jhZqdJs2408U
[7] https://twitter.com/WomenWhoCode/status/1328655401261395969
[7] https://firstclasscoders.co.uk/
[6] https://www.instagram.com/accounts/login/
[6] https://twitter.com/cateheroman/status/1329030636741533698
[5] https://learnography.wordpress.com/2019/11/18/brainpage-of-knowledge-transfer-writes-the-goal-sketch-and-draft-of-working-motor-pathways-for-high-performing-students/
[5] https://www.amazon.com/WelcometoXoviion/dp/B07ZWNPHNR
[5] https://hvullc.com/

Top URLs in Tweet in G5:
[2] https://www.facebook.com/WolverhamptonToday/posts/3517551721626097
[1] https://twitter.com/doc_cvfinch/status/1329027002851074050
[1] https://edu.rsc.org/maths-skills-for-chemistry-teaching-live-online-course/4012386.article?utm_content=organic&utm_source=twitter&utm_medium=social&utm_campaign=mkt-dir-edu
[1] https://forms.office.com/Pages/ResponsePage.aspx?id=sAafLmkWiUWHiRCgaTTcYdJ1uXD_fuRFjBnCNB5q1ThUMEozQVhPUURVMzI0QlpaMDBNNlZOOVA1Vi4u
[1] https://twitter.com/seerymk/status/1328367298420363264
[1] https://www.eventbrite.co.uk/e/saturday-stem-spectacular-tickets-126207362619
[1] https://twitter.com/astro_r01/status/1329078329446596616
[1] https://twitter.com/notsoscify/status/1328981564974358528
[1] https://www.rsc.org/new-perspectives/talent/inclusion-and-diversity/resources/lgbt-toolkit
[1] https://elpaiscontufuturo.com/ponentes/enrique-lin-shiao/

Top URLs in Tweet in G6:
[3] https://prideinstem.org/lgbtstemday/
[3] https://prideinstem.org/lgbtstemday/lgbtq-stem-day-events/
[2] https://www.openaccessgovernment.org/lgbtq-people-in-stem/98054/
[2] https://twitter.com/DrEMBahnson/status/1329098996443467779
[2] https://twitter.com/QueersInScience/status/1327057211332259840
[1] https://www.eventbrite.com/e/from-the-bench-to-consulting-tickets-127398190417?utm_source=eventbrite&utm_medium=email&utm_campaign=post_publish&utm_content=shortLinkNewEmail&fbclid=IwAR2zD7m_PgbnXZnWv0sLqYpzP8WF26mMqGR7KHKfv-TYsePxauQfp2RV1ZI
[1] https://www.eventbrite.com/e/from-the-bench-to-consulting-tickets-127398190417?utm_source=eventbrite&utm_medium=email&utm_campaign=post_publish&utm_content=shortLinkNewEmail
[1] https://twitter.com/nationalpostdoc/status/1328440224129671168
[1] https://twitter.com/EuroTechUA/status/1328669712386056193
[1] https://twitter.com/thestemvillage/status/1328967486159671297

Top URLs in Tweet in G7:
[1] https://us02web.zoom.us/j/9516696096

Top URLs in Tweet in G8:
[3] https://hwcdn.libsyn.com/p/8/9/2/89270da29e27894b/Diana_Fontaine.mp3?c_id=87566696&cs_id=87566696&expiration=1604881705&hwt=1b81a68ee91a788a3e5c88c9f916b0fb
[3] https://woobox.com/po9zrr/n42zbp
[3] https://www.youtube.com/watch?v=4mIrwtbeipg

[3] https://twitter.com/2020DebutCrew/status/1328800051972325376
[2] https://hwcdn.libsyn.com/p/3/a/7/3a722e43392c54d2/Anthony_hazlet.mp3?c_id=88664078&cs_id=88664078&expiration=1605889154&hwt=eea20dfe529cc80cf70c4d30f9209c2d
[2] https://solveitforkids.com/podcast/episode-27-how-do-you-build-a-flying-car
[2] https://twitter.com/aef_program/status/1329059234747740163
[2] https://woobox.com/po9zrr/n448hd
[2] https://woobox.com/po9zrr/n47dfw
[2] https://www.horsetalk.co.nz/2020/11/11/domesticated-horses-predators-research/

Top URLs in Tweet in G9:
[4] https://seerih-innovations.org/enquiringscience4all/downloads/
[3] https://blogs.surrey.ac.uk/vice-chancellor/2020/11/19/speech-first-annual-daphne-jackson-day-celebration-online-welcome-remarks-18-november-2020/
[2] https://www.smartstems.org/online-content-register-your-interest/
[1] https://twitter.com/NTLT_ScienceLP/status/1328388775542743041
[1] https://www.awesomecareerbooks.com/shop
[1] https://twitter.com/DaphneJacksonTr/status/1329137866421755904
[1] https://twitter.com/wrbdb/status/1328956597490638850
[1] https://twitter.com/G_Untracht/status/1329114438830612480
[1] https://www.stem.org.uk/cpd/481836/how-be-successful-and-thriving-stem-club-workshop
[1] https://www.ted.com/talks/israel_kalman_how_to_win_the_war_against_bullying

Top URLs in Tweet in G10:
[3] https://youtu.be/GhWao2bYY0U
[2] https://energy.arizona.edu/indige-fewss-professional-seminar-series-native-voices-stem
[2] https://www.youtube.com/watch?v=AhLdEUPJAnk&feature=youtu.be

[2] https://usasciencefestival.org/inspire-educators-workshops-virtual-registration/
[2] https://twitter.com/USAScienceFest/status/1328733029880139776
[2] https://twitter.com/margrethjalm/status/1328370146155573253
[1] https://twitter.com/UCLAMEng/status/1328784535241191424
[1] https://bit.ly/38hcQ7Q
[1] https://www.researchinsociety.org
[1] https://www.usajobs.gov/GetJob/ViewDetails/581649500

Top Domains
Top Domains in Tweet in Entire Graph:
[605] twitter.com
[150] youtube.com
[54] co.uk
[49] linkedin.com
[42] amazon.com
[36] instagram.com
[36] vubblepop.com
[33] expandspacestudies.org
[29] facebook.com
[29] zoom.us

Top Domains in Tweet in G1:
[113] twitter.com
[20] youtube.com
[14] linkedin.com
[7] instagram.com
[6] educando.org
[5] amazon.com
[5] co.uk
[5] edventures.com
[4] thestar.com
[4] forbes.com

Top Domains in Tweet in G2:
[51] twitter.com
[27] iconversations.biz
[12] linkedin.com
[11] definedlearning.com
[11] yonkersfun.com
[9] co.uk
[9] eduporium.com
[9] ibm.com
[8] edutopia.org
[8] youtube.com

Top Domains in Tweet in G3:
[47] twitter.com
[22] expandspacestudies.org
[15] youtube.com
[9] coruzant.com
[8] forbes.com
[6] google.com
[6] sbfprize.org
[5] instagram.com
[5] mariacmarshall.com
[4] stemettes.org

Top Domains in Tweet in G4:
[39] twitter.com
[36] vubblepop.com
[16] youtube.com
[16] amazon.com
[16] wordpress.com
[10] instagram.com
[10] com.hr
[9] robotlab.com
[8] creatorbot.co
[8] ibm.com

Top Domains in Tweet in G5:
[4] twitter.com
[2] rsc.org
[2] facebook.com
[1] office.com
[1] co.uk
[1] elpaiscontufuturo.com

Top Domains in Tweet in G6:
[13] twitter.com
[7] prideinstem.org
[2] eventbrite.com
[2] openaccessgovernment.org
[1] org.au
[1] fairplaytalks.com
[1] fal.cn

Top Domains in Tweet in G7:
[1] zoom.us

Top Domains in Tweet in G8:
[27] woobox.com
[21] libsyn.com
[15] twitter.com
[6] youtube.com
[3] sciencebuddies.org
[2] techrepublic.com
[2] solveitforkids.com
[2] co.nz
[1] teacherspayteachers.com
[1] soraapp.com

Top Domains in Tweet in G9:
[4] twitter.com
[4] seerih-innovations.org
[3] ac.uk
[2] smartstems.org
[1] awesomecareerbooks.com
[1] org.uk
[1] ted.com

Top Domains in Tweet in G10:
[10] twitter.com
[3] youtu.be
[2] arizona.edu
[2] youtube.com
[2] usasciencefestival.org
[1] bit.ly
[1] researchinsociety.org
[1] usajobs.gov
[1] nsf.gov
[1] unm.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5461] stem
[393] lgbtqstemday
[358] science
[298] education
[294] lgbtq
[292] steam
[264] womeninstem
[236] stemeducation
[156] تعليم_جده
[153] engineering



Top Hashtags in Tweet in G1:
[714] stem
[73] science
[60] education
[50] stemeducation
[37] steam
[28] engineering
[28] math
[16] lgbtqstemday
[14] learning
[13] school

Top Hashtags in Tweet in G2:
[591] stem
[66] science
[33] education
[31] stemeducation
[24] steam
[18] diversity
[18] teachers
[17] students
[16] math
[15] coding

Top Hashtags in Tweet in G3:
[390] stem
[120] womeninstem
[37] girlsinstem
[33] womenintech
[31] steam
[25] science
[22] engineering
[21] tech
[19] 10yearpledge
[16] stemeducation

Top Hashtags in Tweet in G4:
[392] stem
[95] robotics
[68] ai
[58] education
[57] coding
[55] robots
[54] science
[52] womeninstem
[52] edtech
[49] 100daysofcode

Top Hashtags in Tweet in G5:
[180] stem
[168] lgbtqstemday
[158] lgbtq
[16] lgbt
[9] lgbtqstemday20
[6] ecologist
[6] entomologist
[6] microbiologist
[4] prideinstem
[3] rscmembership

Top Hashtags in Tweet in G6:
[130] stem
[89] lgbtq
[73] lgbtqstemday
[62] lgbtstemday
[10] lgbtqia
[9] diversity
[9] polarpride
[6] lgbtqstemday20
[5] professional
[5] lgbtqstem

Top Hashtags in Tweet in G7:
[156] تعليم_جده
[144] stem
[1] تعليم_جدة

Top Hashtags in Tweet in G8:
[136] stem
[36] distancelearning
[27] win
[25] giveaway
[25] steam
[12] podcast
[7] scicomm
[7] stemeducation
[5] engineering
[5] virtuallearning

Top Hashtags in Tweet in G9:
[30] stem
[7] daphnejacksonday
[6] engineering
[5] primaryscience
[4] myjob
[3] lgbtq
[3] prisci
[3] myjourney
[3] lgbtqstemday
[2] lgbtstemday

Top Hashtags in Tweet in G10:
[72] stem
[17] whatarecibomeanstome
[15] native
[12] careers
[7] ai
[5] indigenous
[4] womeninstem
[4] fews
[4] female
[4] thoughtleaders

Top Words
Top Words in Tweet in Entire Graph:
[5462] #stem
[918] stem
[748] students
[676] science
[640] more
[484] today
[466] happy
[443] work
[429] learning
[393] #lgbtqstemday

Top Words in Tweet in G1:
[714] #stem
[102] stem
[85] students
[75] more
[73] #science
[67] science
[59] #education
[56] today
[53] learning
[50] #stemeducation

Top Words in Tweet in G2:
[592] #stem
[88] stem
[88] students
[74] dmp
[66] #science
[66] iconversations
[59] learning
[58] more
[57] science
[48] today

Top Words in Tweet in G3:
[390] #stem
[120] #womeninstem
[94] women
[69] more
[66] science
[62] stem
[49] join
[46] aaas
[43] check
[43] need

Top Words in Tweet in G4:
[392] #stem
[95] #robotics
[71] learning
[68] #ai
[58] #education
[57] #coding
[55] #robots
[54] #science
[52] #womeninstem
[52] #edtech

Top Words in Tweet in G5:
[180] #stem
[180] happy
[168] #lgbtqstemday
[168] study
[166] thestemvillage
[166] everyone
[162] hi
[158] #lgbtq
[158] stem
[156] work

Top Words in Tweet in G6:
[130] #stem
[89] #lgbtq
[80] happy
[73] #lgbtqstemday
[62] #lgbtstemday
[54] day
[52] fields
[52] re
[51] community
[50] proud

Top Words in Tweet in G7:
[183] و
[157] في
[156] #تعليم_جده
[154] moe_jdh
[148] ملتقى
[148] الأول
[144] #stem
[144] على
[143] الافتراضي
[143] العالمية

Top Words in Tweet in G8:
[136] #stem
[39] enter
[39] learning
[37] learn
[37] time
[36] #distancelearning
[35] jenswanbooks
[35] challenges
[34] robots
[34] wonderworkshop

Top Words in Tweet in G9:
[30] #stem
[11] school
[11] enquiring
[11] science
[11] logos
[10] today
[9] great
[8] time
[8] download
[8] enquiry

Top Words in Tweet in G10:
[72] #stem
[20] speak
[18] college
[17] #whatarecibomeanstome
[17] story
[17] familiar
[17] many
[17] girl
[17] physics
[17] classes

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[225] happy,#lgbtqstemday
[178] #stem,#steam
[176] work,#stem
[168] #lgbtqstemday,everyone
[166] thestemvillage,happy
[165] everyone,re
[165] re,#lgbtq
[165] #lgbtq,work
[165] #stem,study
[165] study,stem

Top Word Pairs in Tweet in G1:
[30] #stem,#stemeducation
[20] learn,more
[19] #stem,#steam
[17] #science,#stem
[15] #stem,#education
[12] #stem,#science
[12] science,technology
[11] #ハチャメチャ声優ユニット,#stem
[11] 2020,11
[11] 11,13

Top Word Pairs in Tweet in G2:
[26] dmp,2019
[25] #stem,#stemeducation
[24] sexual,minorities
[22] know,women
[22] women,racial
[22] racial,minorities
[22] minorities,underrepresented
[22] underrepresented,#stem
[22] #stem,sexual
[21] sansoneecon,know

Top Word Pairs in Tweet in G3:
[26] announce,2021
[26] 2021,aaas
[26] aaas,subaru
[26] subaru,sb
[26] sb,prize
[26] prize,excellence
[26] excellence,science
[25] women,#stem
[25] science,books
[25] books,finalists

Top Word Pairs in Tweet in G4:
[50] #ai,#robotics
[37] #iot,#5g
[36] #learntocode,building
[36] building,robot
[36] robot,mt
[36] mt,segundoatdell
[36] segundoatdell,petoicamp
[36] petoicamp,#robots
[36] #robots,#100daysofcode
[36] #100daysofcode,#iot

Top Word Pairs in Tweet in G5:
[166] happy,#lgbtqstemday
[153] thestemvillage,happy
[152] #lgbtqstemday,everyone
[152] everyone,re
[152] re,#lgbtq
[152] #lgbtq,work
[152] work,#stem
[152] #stem,study
[152] study,stem
[152] stem,subject

Top Word Pairs in Tweet in G6:
[51] happy,#lgbtstemday
[47] #stem,fields
[45] #lgbtq,community
[45] community,#stem
[45] fields,re
[45] re,proud
[43] outinstem,happy
[33] #lgbtstemday,#lgbtqstemday
[30] #lgbtqstemday,#lgbtq
[30] proud,one

Top Word Pairs in Tweet in G7:
[143] ملتقى,#stem
[143] #stem,الافتراضي
[143] الافتراضي,الأول
[142] قبل,قليل
[142] قليل,في
[142] في,افتتاح
[142] افتتاح,فعاليات
[142] فعاليات,ملتقى
[142] الأول,مدير
[142] مدير,عام

Top Word Pairs in Tweet in G8:
[33] enter,win
[33] win,dash
[33] dash,dot
[33] dot,robots
[33] robots,accessories
[33] accessories,wonderworkshop
[33] wonderworkshop,app
[33] app,learn
[33] learn,code
[33] code,challenges

Top Word Pairs in Tweet in G9:
[11] enquiring,science
[11] science,logos
[8] enquiry,types
[8] logos,right
[6] calling,secondary
[6] secondary,schools
[6] schools,doing
[6] doing,wed
[6] wed,2nd
[6] 2nd,dec

Top Word Pairs in Tweet in G10:
[17] #whatarecibomeanstome,story
[17] story,familiar
[17] familiar,many
[17] many,college
[17] college,girl
[17] girl,#stem
[17] #stem,physics
[17] physics,classes
[17] classes,felt
[16] tbeckaa,#whatarecibomeanstome

Top Replied-To
Top Replied-To in Entire Graph:
@microsoftedu
@thestemvillage
@drjoscience
@guildofmakers
@iric_umontreal
@coltranewebb
@pltworg
@nasa
@dailystem
@fimorrison2

Top Replied-To in G1:
@greatlbparents
@girls4science

Top Replied-To in G2:
@nasa
@nwtresearch
@nasa_langley
@jeffmunroetdsb
@tikuros89
@bethaerospace
@beckgreener
@proctergamble
@805conservative
@eduporium

Top Replied-To in G3:
@iric_umontreal
@drjoscience
@fimorrison2
@womeesa
@marni_landry
@longislandprek
@richpitts
@lindseydahl1
@maggielauart
@montgomerycoll

Top Replied-To in G4:
@anankemag
@sbowenedu
@ralexjimenez
@codegnuts
@drrambio
@esadealumni

Top Replied-To in G5:
@thestemvillage
@kalicea_phd

Top Replied-To in G6:
@poppy_northcutt
@theasmr1

Top Replied-To in G8:
@dailystem

Top Replied-To in G9:
@drjoscience
@ri_science
@madeinbritaingb
@dgurdasani1

Top Replied-To in G10:
@unm
@riceu_stem

Top Mentioned
Top Mentioned in Entire Graph:
@thestemvillage
@moe_jdh
@iconversations
@dailystem
@segundoatdell
@petoicamp
@outinstem
@letstalkscience
@microsoftedu
@nasa

Top Mentioned in G1:
@eassery
@cessas_edu
@greenourplanet2
@ceo_aisoma
@amzy0_
@getmecoding
@stem_canada

Top Mentioned in G2:
@iconversations
@nasa
@sansoneecon
@plo
@ibm
@blantonbulldogs
@foundinyonkers
@ptechnetwork
@usairforce
@databotusa

Top Mentioned in G3:
@dailystem
@aaassubaruprize
@stemettes
@aaas
@expandspace
@wsu_noel_schulz
@bryanneleeming
@pictureascifilm
@girlswhocode
@wsmagazine

Top Mentioned in G4:
@segundoatdell
@petoicamp
@letstalkscience
@glengilmore
@learnography
@lindagrass0
@ciolookmagazine
@eu_robotics
@drtoshia11
@futuradubrovnik

Top Mentioned in G5:
@thestemvillage
@roysocchem
@notsoscify
@ashkanose
@stemresponsewlv
@whizzpopbangmag
@scottshanks01
@ukaeaofficial
@doc_cvfinch
@outinstem

Top Mentioned in G6:
@outinstem
@lgbtstemday
@prideinstem
@queersinscience
@pridepolar
@lgbtstem
@thestemvillage
@ayeshatulloch
@inetnyc
@museumsvictoria

Top Mentioned in G7:
@moe_jdh
@emadbinhimd

Top Mentioned in G8:
@jenswanbooks
@wonderworkshop
@kidssolve
@kid
@jedliemagic
@tinkercad
@society4science
@timathrocks
@sciencebuddies
@nsta

Top Mentioned in G9:
@uomseerih
@glazgow
@pstt_whyhow
@kortum
@ntlt_sciencelp
@kulvinderj
@uomscieng
@pstt
@greatscishare
@uniofsurreyvc

Top Mentioned in G10:
@nsf
@tbeckaa
@kimtallbear
@nativehydro
@riceuniversity
@riceu_stem
@arisimpacts
@informalscience
@aparnadhinak
@usasciencefest

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@bella623
@javascriptd
@chidambara09
@cybersec_feeds
@aaroncuddeback
@iartg
@szilviade_
@femtech_

Top Tweeters in G1:
@eraser
@mtnbvan
@andrewheslop
@einpresswirepr
@shaymoneyyyy
@wfryer
@samoskal
@sylviedahl
@cepymenews
@itsjordainbruh_

Top Tweeters in G2:
@cowboyscifibot
@thehill
@guardian
@coolsussex
@lorion
@wsj
@macdrap50
@v2aggie2
@guardianus
@iconversations

Top Tweeters in G3:
@femtech_
@nerdyflow
@gabrielconstans
@suntastic77
@forbes
@academicchatter
@pagilchrist
@shellykramer
@cypriande
@att

Top Tweeters in G4:
@sectest9
@javascriptd
@chidambara09
@cybersec_feeds
@aaroncuddeback
@xaelbot
@businessinsider
@codedailybot
@walmart
@hautahbuhgee

Top Tweeters in G5:
@jesusovv
@hereismyspout
@shoumyoushohmyo
@jamrosa17
@frozentreasure
@ase
@rmorley74
@antnikkii
@immabiolog
@giliwayadoraine

Top Tweeters in G6:
@entwistletx
@lgbtqplusbot
@quixoticgeek
@pinknews
@sigilux
@milkat_c
@fairviewsue
@tiger
@uq_news
@stonewallgaztte

Top Tweeters in G7:
@moe_jdh_18_1042
@abohatim3
@jeddahnews11
@moe_jdh_18_1022
@moe_jdh_18_1066
@alsarhschool
@moe_jdh_18_1006
@flksch
@moe_jdh_18_1075
@moe_jdh_18_1065

Top Tweeters in G8:
@melissatippie
@bethkazv
@reviewsmall
@3drenderbot
@adriansalter315
@m_older
@techrepublic
@mathgril
@govols111
@margaretimecs

Top Tweeters in G9:
@glasgow_watch
@realscientists
@timeshighered
@hrw
@proftimnoakes
@reddit
@seis_matters
@gorskon
@marikasboros
@truthsayerodet1

Top Tweeters in G10:
@dataaugmented
@betterjobsearch
@paleophile
@ljvillanueva
@_janh11
@urbanastronyc
@pbosque1
@blackstembot
@mapmakerdavid
@bishopnaomi