#stem, Twitter, 4/10/2020 6:54:53 PM, 224757


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#stem_2020-04-10_06-48-28.xlsx
#stem_2020-04-10_06-48-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 10, 2020
Short Description:
#stem via NodeXL https://bit.ly/2xnzbR9
@stem_ai
@femtech_
@dailystem
@school_foster
@wonderworkshop
@codedailybot
@safg_oakland
@enricomolinari
@theiet
@stemalliance_eu

Top hashtags:
#stem
#science
#steam
#edtech
#education
#mathematics
#learning
#stemeducation

Description:
Description
The graph represents a network of 5,412 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, 10 April 2020 at 13:50 UTC.

The requested start date was Friday, 10 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 11-hour, 7-minute period from Wednesday, 08 April 2020 at 12:52 UTC to Friday, 10 April 2020 at 00:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 5412
Unique Edges : 6974
Edges With Duplicates : 1660
Total Edges : 8634
Number of Edge Types : 4
MentionsInRetweet : 4991
Mentions : 2310
Tweet : 1209
Replies to : 124
Self-Loops : 1209
Reciprocated Vertex Pair Ratio : 0.0434511758293101
Reciprocated Edge Ratio : 0.0832835820895522
Connected Components : 935
Single-Vertex Connected Components : 354
Maximum Vertices in a Connected Component : 2637
Maximum Edges in a Connected Component : 5317
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 6.157406
Graph Density : 0.000228791286753613
Modularity : 0.749763
NodeXL Version : 1.0.1.430
Data Import : The graph represents a network of 5,412 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, 10 April 2020 at 13:50 UTC.

The requested start date was Friday, 10 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 11-hour, 7-minute period from Wednesday, 08 April 2020 at 12:52 UTC to Friday, 10 April 2020 at 00:00 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #stem
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[29] https://clicktotweet.com/fnDu7+
[11] https://www.youtube.com/watch?v=ilwMM-CEO6w&feature=youtu.be

[11] https://www.stemsouthwest.ie
[10] https://www.tes.com/news/3-tips-teaching-maths-eyfs
[10] http://irvineia.wix.com/the-orlando-file
[9] https://www.teckedin.com/
[9] https://ruyafoundation.org/en/2016/10/3962/
[9] http://dailystem.com/resources/
[9] https://phet.colorado.edu/
[9] https://www.onlinecareerfair.org/stem

Top URLs in Tweet in G1:
[29] https://clicktotweet.com/fnDu7+
[5] https://encounteredu.com/live-lessons/fsc-fieldworklive-2020
[4] https://resources.popfizz.io/virtual-events.html
[4] https://www.icerobotics.in/
[4] https://www.iceducation.ca/
[3] https://twitter.com/WonderWorkshop/status/1246218462566981635
[3] https://www.techgirlz.org/covid-19/
[3] http://hwcdn.libsyn.com/p/9/e/4/9e4bf4a2519d4195/Laurie_Wallmark_Numbers.mp3?c_id=68627870&cs_id=68627870&expiration=1586255344&hwt=3ae49ae8139b5481274a021dd08f2836
[3] https://wrohellas.gr/%CF%87%CE%BF%CF%81%CE%B5%CF%8D%CE%BF%CE%BD%CF%84%CE%B1%CF%82-%CF%84%CE%B7%CE%BD-%CE%AC%CE%BD%CE%BF%CE%B9%CE%BE%CE%B7-%CE%B5%CE%BC%CF%80%CE%BD%CE%B5%CF%85%CF%83%CF%84%CE%B5%CE%AF%CF%84%CE%B5/
[3] https://www.westorg.org/2020-04-21-webinar-sleep

Top URLs in Tweet in G2:
[10] http://irvineia.wix.com/the-orlando-file
[3] http://www.nas.edu/arl?utm_source=twitter&utm_medium=Social&utm_campaign=APRIL
[2] https://sites.google.com/view/themissingtiger/home
[2] https://betakit.com/canadian-advanced-technology-alliance-urges-feds-to-release-backlogged-sred-funding/
[2] https://twitter.com/EnginePassion/status/1248207898490163200
[2] https://advances.sciencemag.org/content/6/15/eaay5324
[2] https://www.youtube.com/watch?v=jo-aPEH7pIo

[2] https://www.norcocollege.edu/news/Pages/STEM-Guest-Speaker-Series-Nicholas-DiPatrizio.aspx
[2] https://hopefullynothinggoesboom.com/
[2] https://www.healthdirect.gov.au/relaxation

Top URLs in Tweet in G3:
[5] https://engage.bah.com/Article/Redirect/78b5b73f-dc9e-48c3-b76a-ea479c2d97ef?uc=30185&g=1812523f-9d8a-47f1-8a65-4d600aa35a48&f=136601
[5] https://www.livescience.com/amazing-women-in-math-and-science.html
[3] https://ggstem.wordpress.com/
[3] https://twitter.com/jackdraws/status/1247890395024879624?s=21
[3] https://www.collegian.psu.edu/news/campus/article_659b790c-77a7-11ea-a019-774cfaa338c2.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[3] https://kids.frontiersin.org/article/10.3389/frym.2020.00037
[3] https://www.mckinsey.com/about-us/new-at-mckinsey-blog/what-does-it-take-to-get-more-women-into-tech
[3] https://www.yahoo.com/lifestyle/engineers-hope-to-solve-ventilator-shortage-with-breast-pumps-220210835.html
[3] https://register.gotowebinar.com/register/3587462755800402443?source=Twitter
[3] https://stemettes.org/onlineevents/

Top URLs in Tweet in G4:
[7] http://dailystem.com/resources/
[4] https://vaei.vai.org/science2020/
[2] http://dailystem.com/news/
[2] https://twitter.com/dailystem/status/1247871887184666626
[1] https://www.facebook.com/HomeEdConnect/videos/543455523026146/?vh=e&d=n
[1] https://twitter.com/askmyclass/status/1247677863349735424
[1] https://www.youtube.com/watch?v=KgZ7JtmOgHI&feature=youtu.be

[1] https://www.1mwis.com/campaign
[1] https://twitter.com/engineeringvids/status/1247860481164849152
[1] https://twitter.com/engineeringvids/status/1248108047286693888

Top URLs in Tweet in G5:
[6] https://www.youtube.com/user/forerunner00
[1] https://twitter.com/enricomolinari/status/1248278496960380931
[1] https://www.tytoonline.com/
[1] https://www.youtube.com/watch?v=sie6udmUJ7s&feature=youtu.be


Top URLs in Tweet in G6:
[7] https://www.imagineersteam.com/blog/encouraging-steam-at-home
[6] https://www.stemteachersclub.com/stem-teacher-summit-2020?ref=https%3A%2F%2Fwww.stemteachersclub.com%2Fa%2F24209%2FcnEQLKBT
[5] https://view.flodesk.com/pages/5e80944cee06f00026d53094
[2] https://twitter.com/SAFG_Oakland/status/1247942331421954049
[1] https://twitter.com/SAFG_Oakland/status/1248361265417687040
[1] https://okt.to/wTWgFG
[1] https://www.mathforamerica.org/model/impact/getting-students-color-hooked-stem-is-matter-perception?utm_content=bufferc6b85&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[1] https://www.mathforamerica.org/learn-more?utm_content=bufferc0671&utm_medium=social&utm_source=twitter.com&utm_campaign=EdSurgeBuffer
[1] https://flipgrid.com/bedcbccc
[1] https://twitter.com/VanderbiltCSO/status/1248038918924140544

Top URLs in Tweet in G7:
[4] https://www.allaboutstem.co.uk/category/inspiration-station/
[2] https://www.buzzsprout.com/854536
[1] http://theiet.org/look-at-me-now
[1] https://www.hayleyloren.com/coaching/
[1] https://www.etsy.com/uk/shop/PlantletCulture
[1] https://www.allaboutstem.co.uk/2019/12/free-online-courses-inspire-young-people-in-stem/
[1] http://bit.ly/JrLearnMore
[1] http://bit.ly/JrRegister
[1] https://education.theiet.org/first-lego-league-programmes/fll-jr-discovery/
[1] https://lancasteronline.com/features/ways-to-keep-your-kids-occupied-from-finding-a-pen/article_8c39be90-7061-11ea-8dde-23ed14288ad2.html?fbclid=IwAR2SyU3JAOPfpwnWE62zdkVfl1uwa5nFnrVfKXFyAIgXE8aeTiP1E8hjyMs

Top URLs in Tweet in G8:
[7] https://www.teckedin.com/
[4] https://steempeak.com/hive-163521/@remlaps/curating-the-internet-science-and-technology-digest-for-april-9-2020
[2] https://s6.goeshow.com/lrp_fetc/annual/2021/Request_for_proposal.cfm
[1] https://www.linkedin.com/pulse/setting-stage-my-journey-quantum-computing-universe-morozova-buss
[1] https://steempeak.com/hive-163521/@remlaps/curating-the-internet-science-and-technology-digest-for-april-8-2020
[1] https://www.linkedin.com/slink?code=e7JSYMH
[1] https://www.linkedin.com/slink?code=erT4aJC
[1] https://youtu.be/mLPiG3_o5hM?linkId=84245101
[1] https://twitter.com/cyedldrtx23/status/1248245658345025537
[1] https://cyber.nj.gov/alerts-advisories/vpn-bypass-vulnerability-affects-apple-ios

Top URLs in Tweet in G9:
[4] https://fromthemixedupfiles.com/2020/04/new-stem-book-release-interview-with-author-karla-valenti-and-a-giveaway/
[3] https://karlavalenti.com/books/
[3] https://www.curiouscitydpw.com/2020/04/06/play-like-an-animal/
[2] https://fromthemixedupfiles.com/2020/04/stem-tuesday-earth-day-50th-anniversary-celebration-book-list/
[1] https://twitter.com/KV_Writes/status/1245874803619307522
[1] https://twitter.com/STEMSpark/status/1248261778795941890
[1] https://www.stemspark.co/post/interview-with-a-stem-author-kirsten-w-lawson
[1] https://www.stemspark.co/shop
[1] https://www.michelleschaub.com/dream-big
[1] https://twitter.com/mixedupfiles/status/1247879082290950144

Top URLs in Tweet in G10:
[6] https://youtu.be/Kv0uXADAVtI
[3] https://portal.edu.gva.es/cefireambitctm/va/2020/04/06/emergencia-climatica/
[2] https://icse.eu/materials/
[2] https://twitter.com/asturias4steam/status/1247874298020274177
[2] http://www.stemalliance.eu/dell-policyhack
[2] http://www.scientix.eu/events/campaigns/sdc20
[1] https://intef.es/formacion-y-colaboracion/otros-proyectos/
[1] http://stem-pd-net.eu/en/ready-to-use-guide/
[1] https://cospaces-edu.teachable.com/p/cospaces-edu-course
[1] https://twitter.com/anivarGatisereT/status/1247809768430768133

Top Domains
Top Domains in Tweet in Entire Graph:
[339] twitter.com
[161] youtube.com
[45] co.uk
[31] instagram.com
[29] clicktotweet.com
[25] linkedin.com
[23] facebook.com
[19] vubblepop.com
[18] nasa.gov
[17] com.au

Top Domains in Tweet in G1:
[39] twitter.com
[29] clicktotweet.com
[13] youtube.com
[11] careerarc.com
[9] robotlab.com
[8] woobox.com
[6] co.uk
[5] encounteredu.com
[5] eduporium.com
[4] instagram.com

Top Domains in Tweet in G2:
[42] twitter.com
[20] youtube.com
[16] instagram.com
[11] linkedin.com
[10] wix.com
[5] careerarc.com
[4] facebook.com
[4] google.com
[4] co.uk
[3] nas.edu

Top Domains in Tweet in G3:
[30] twitter.com
[7] bah.com
[7] nasa.gov
[6] coruzant.com
[5] livescience.com
[5] gotowebinar.com
[5] sparkfuneducation.com
[4] mckinsey.com
[3] wordpress.com
[3] psu.edu

Top Domains in Tweet in G4:
[9] dailystem.com
[8] twitter.com
[4] vai.org
[2] facebook.com
[2] youtube.com
[1] 1mwis.com
[1] belouga.org
[1] howlifeunfolds.com

Top Domains in Tweet in G5:
[7] youtube.com
[1] twitter.com
[1] tytoonline.com

Top Domains in Tweet in G6:
[10] twitter.com
[7] imagineersteam.com
[7] stemteachersclub.com
[5] flodesk.com
[2] mathforamerica.org
[1] okt.to
[1] flipgrid.com
[1] fablevisionlearning.com
[1] iblnews.org
[1] youtube.com

Top Domains in Tweet in G7:
[6] twitter.com
[5] co.uk
[3] theiet.org
[2] buzzsprout.com
[2] bit.ly
[1] hayleyloren.com
[1] etsy.com
[1] lancasteronline.com
[1] org.uk
[1] tweetedtimes.com

Top Domains in Tweet in G8:
[7] teckedin.com
[5] steempeak.com
[3] linkedin.com
[2] goeshow.com
[1] youtu.be
[1] twitter.com
[1] nj.gov

Top Domains in Tweet in G9:
[11] twitter.com
[6] fromthemixedupfiles.com
[3] karlavalenti.com
[3] curiouscitydpw.com
[2] stemspark.co
[1] michelleschaub.com
[1] patriciamnewman.com
[1] zoom.us
[1] skypeascientist.com
[1] youtube.com

Top Domains in Tweet in G10:
[8] twitter.com
[6] youtu.be
[5] com.au
[3] gva.es
[2] icse.eu
[2] eun.org
[2] stemalliance.eu
[2] scientix.eu
[1] intef.es
[1] stem-pd-net.eu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3497] stem
[264] science
[216] steam
[164] edtech
[144] education
[143] mathematics
[141] learning
[140] stemeducation
[135] math
[132] coding



Top Hashtags in Tweet in G1:
[426] stem
[91] coding
[56] robotics
[40] wwvirtualsummit
[36] science
[28] steam
[28] education
[25] programming
[25] edtech
[18] covid19

Top Hashtags in Tweet in G2:
[403] stem
[37] science
[36] steam
[29] stemeducation
[27] education
[20] engineering
[17] edtech
[12] distancelearning
[12] covid19
[11] homeschooling

Top Hashtags in Tweet in G3:
[200] stem
[75] womeninstem
[31] womenintech
[19] genderequity
[17] science
[14] steam
[13] datascience
[10] myskillsmylife
[10] women
[9] stemeducation

Top Hashtags in Tweet in G4:
[75] stem
[19] remotelearning
[12] stemmovies
[10] distancelearning
[10] steam
[6] parentingtips
[5] k12
[4] aledchat
[4] kidsdeserveit
[4] pbl

Top Hashtags in Tweet in G5:
[85] stem
[70] edtech
[64] ar
[14] ai
[11] adv
[9] education
[8] av
[7] innovation
[6] iot
[5] futureofwork

Top Hashtags in Tweet in G6:
[70] stem
[12] steam
[10] coding
[9] wodb
[9] ozosquad
[9] math
[9] freebie
[8] steamathome
[8] tlap
[6] bettertogether

Top Hashtags in Tweet in G7:
[82] stem
[16] engineer
[15] teaching
[11] ietlookatmenow
[6] stemathome
[5] careers
[4] lockdownlearning
[4] allaboutstem
[4] homeschooling
[3] engineering

Top Hashtags in Tweet in G8:
[58] stem
[54] cybersecurity
[48] infosec
[43] science
[40] mathematics
[40] physics
[40] ibmq
[40] ibmquantum
[40] math
[40] ibm

Top Hashtags in Tweet in G9:
[66] stem
[13] kidlit
[11] picturebook
[9] kidlitquarantine
[8] picturebooks
[8] booklook2020
[8] superscienceheroes
[8] steamteam2020
[7] giveaway
[5] litlinks

Top Hashtags in Tweet in G10:
[87] stem
[36] sdc20
[13] primarystemchat
[7] cospacesedu
[7] edtech
[7] vr
[7] ar
[7] coding
[6] creation
[6] remotelearning

Top Words
Top Words in Tweet in Entire Graph:
[4767] Words in Sentiment List#1: Positive
[774] Words in Sentiment List#2: Negative
[13] Words in Sentiment List#3: Angry/Violent
[119345] Non-categorized Words
[124888] Total Words
[3499] #stem
[456] home
[439] stem
[392] students
[370] learning

Top Words in Tweet in G1:
[426] #stem
[95] learning
[93] free
[91] #coding
[86] learn
[78] home
[76] join
[73] fun
[63] virtual
[58] april

Top Words in Tweet in G2:
[403] #stem
[64] stem
[55] more
[42] science
[38] home
[37] #science
[36] #steam
[34] learning
[33] learn
[33] students

Top Words in Tweet in G3:
[202] #stem
[75] #womeninstem
[57] stem
[47] more
[41] online
[39] women
[31] #womenintech
[30] amazing
[30] first
[27] share

Top Words in Tweet in G4:
[107] dailystem
[75] #stem
[71] parents
[69] hey
[67] simple
[61] find
[60] cut
[60] shape
[59] make
[57] art

Top Words in Tweet in G5:
[154] enricomolinari
[85] #stem
[70] #edtech
[64] immersive
[64] #ar
[64] application
[64] coloring
[64] child's
[64] books
[64] vuforia

Top Words in Tweet in G6:
[70] #stem
[23] home
[18] ideas
[18] students
[16] imagineersteam
[15] one
[15] creating
[14] check
[13] ss
[13] steam

Top Words in Tweet in G7:
[82] #stem
[35] help
[34] theiet
[28] activities
[28] looking
[25] fun
[23] resources
[20] students
[20] video
[19] create

Top Words in Tweet in G8:
[58] #stem
[54] #cybersecurity
[48] #infosec
[43] #science
[40] #mathematics
[40] #physics
[40] #ibmq
[40] #ibmquantum
[40] #math
[40] scientists

Top Words in Tweet in G9:
[66] #stem
[22] book
[21] play
[18] kv_writes
[17] series
[14] kids
[14] great
[13] mixedupfiles
[13] kirstenwlarson
[13] #kidlit

Top Words in Tweet in G10:
[87] #stem
[36] #sdc20
[35] online
[35] activities
[28] scientix_eu
[27] share
[26] story
[24] implementation
[24] virtual
[24] classroom

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[113] #stem,#steam
[110] #science,#stem
[90] #stem,activities
[84] #mathematics,#satexam
[84] #satexam,#actexam
[83] #actexam,#mathteacher
[83] #mathteacher,#teachmath
[83] #riddle,#thinking
[83] #thinking,#learning
[83] #learning,#yks

Top Word Pairs in Tweet in G1:
[46] signed,wonderworkshop's
[46] wonderworkshop's,free
[46] free,virtual
[46] virtual,summit
[46] summit,april
[46] april,17
[46] 17,join
[46] join,register
[46] register,learn
[42] learn,fun

Top Word Pairs in Tweet in G2:
[18] #stem,#steam
[14] #stem,#stemeducation
[13] learn,more
[11] #stem,#science
[11] #science,#stem
[11] #stem,cells
[10] #steam,#stem
[10] cells,help
[10] help,#live
[10] #live,longer

Top Word Pairs in Tweet in G3:
[27] #stem,#womeninstem
[17] day,life
[17] life,rosa_rosy_b
[17] rosa_rosy_b,currently
[17] currently,project
[17] project,coordinator
[17] coordinator,ilabafrica
[17] ilabafrica,strathu
[17] strathu,over
[16] australian,stem

Top Word Pairs in Tweet in G4:
[69] hey,parents
[65] dailystem,hey
[57] make,simple
[57] art,find
[57] find,old
[57] old,magazines
[57] magazines,cut
[57] cut,tessellating
[57] tessellating,shape
[55] shape,cardboard

Top Word Pairs in Tweet in G5:
[64] immersive,#ar
[64] #ar,application
[64] application,coloring
[64] coloring,child's
[64] child's,books
[64] vuforia,enricomolinari
[60] enricomolinari,#edtech
[60] #edtech,#stem
[59] intereactive,immersive
[59] books,ty

Top Word Pairs in Tweet in G6:
[12] ideas,ss
[9] one,belong
[9] ozobot,clearbrookhs
[9] clearbrookhs,cbhspress
[9] cbhspress,clearbrooklib
[9] clearbrooklib,#wodb
[9] #wodb,#stem
[9] #stem,#coding
[9] #coding,#ozosquad
[9] #stem,teachers

Top Word Pairs in Tweet in G7:
[22] looking,#stem
[21] resources,activities
[18] help,create
[18] create,video
[18] activities,students
[18] students,aged
[18] aged,19
[18] 19,years
[16] #engineer,struggles
[16] struggles,lack

Top Word Pairs in Tweet in G8:
[44] #cybersecurity,#infosec
[40] #mathematics,#science
[40] #science,#stem
[40] #stem,#physics
[40] #physics,#ibmq
[40] #ibmq,#ibmquantum
[40] #ibmquantum,#cybersecurity
[40] #infosec,#math
[40] #math,scientists
[40] scientists,driving

Top Word Pairs in Tweet in G9:
[11] super,science
[9] dream,big
[8] encourage,little
[8] little,scientist
[8] scientist,dream
[8] big,#stem
[8] #stem,#picturebooks
[8] #picturebooks,#booklook2020
[8] #booklook2020,suefliess
[8] #stem,creative

Top Word Pairs in Tweet in G10:
[25] online,activities
[24] share,story
[24] story,implementation
[24] implementation,#stem
[24] #stem,online
[24] activities,virtual
[24] virtual,classroom
[24] classroom,#sdc20
[24] #sdc20,blog
[23] scientix_eu,share

Top Replied-To
Top Replied-To in Entire Graph:
@phetsims
@pineyelem
@rachaellehr
@jack
@churchstreet_wp
@realdonaldtrump
@aliciakeys
@campaniaetwinn1
@templarsprimary
@nasa

Top Replied-To in G1:
@sminaev2015
@robotlabinc

Top Replied-To in G2:

Top Replied-To in G3:
@nasa
@varaabi
@thetechiegirls
@monicamalta7
@sparkfunedu
@wethecurious2
@teensinai
@stemettes
@mveg001

Top Replied-To in G4:
@lteduproject
@canadagirl19
@techsavvy_teach

Top Replied-To in G5:
@kcsvexrobotics

Top Replied-To in G6:
@imagineersteam
@chuckstoffle
@marineclinton
@carlyandadam
@iblnews

Top Replied-To in G7:
@engineeryasmin
@greenhaw_ps
@qphschester
@blenheimprimary

Top Replied-To in G9:
@minecraft
@patricianewman

Top Replied-To in G10:
@rachaellehr
@campaniaetwinn1
@ryangnels

Top Mentioned
Top Mentioned in Entire Graph:
@dailystem
@enricomolinari
@wonderworkshop
@vuforia
@_eylem_99
@iconversations
@thomas_harrer
@inl
@theiet
@frisesally

Top Mentioned in G1:
@wonderworkshop
@frisesally
@marinella_maria
@mariangelasant8
@angelicagallegs
@yukarikingdom18
@mhall55nine
@eoff_sylvia
@arnabch01
@sminaev2015

Top Mentioned in G2:

Top Mentioned in G3:
@rosa_rosy_b
@ilabafrica
@strathu
@lisaharveysmith
@sirvivian77
@danwheels
@thewisecampaign
@nasa
@stemwomen
@inspiringstem_n

Top Mentioned in G4:
@dailystem
@hdsbsciencetech
@askmyclass
@haltondsb
@hdsbkidslearn
@belouga_
@classdojo
@nasahubble
@4pt0schools
@atkauffman

Top Mentioned in G5:
@enricomolinari
@vuforia
@tictoc
@jamesvgingerich
@mikequindazzi
@arlenenewbigg
@paula_piccard
@wef
@ronald_vanloon
@tytoonline

Top Mentioned in G6:
@imagineersteam
@ozobot
@clearbrookhs
@cbhspress
@clearbrooklib
@safg_oakland
@cbhsrichmath
@edsurge
@teachseuss
@texthelp

Top Mentioned in G7:
@theiet
@stemambassadors
@thehayleyloren
@stemlondonhub
@allaboutstem
@flluk
@stemazing1
@mcstemhub
@alexlknight
@engineeryasmin

Top Mentioned in G8:
@thomas_harrer
@wevolverapp
@njcybersecurity
@tryteckedin
@captechu
@topcybernews
@sharessteem
@fetc
@cybertexasnow
@c

Top Mentioned in G9:
@kv_writes
@mixedupfiles
@kirstenwlarson
@schaubwrites
@jenswanbooks
@suefliess
@lernerbooks
@charlesbr
@steamteam2020
@sourcebookskids

Top Mentioned in G10:
@scientix_eu
@icse_freiburg
@educaintef
@scientix_es
@eu_schoolnet
@cospaces_edu
@rachaellehr
@cefireambitctem
@aysekaraul
@gva_cefire

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@huskorkut
@robre62
@libertad717
@monicasloves
@ejlazar
@indiegametrends
@ez4u2say_janis
@chidambara09

Top Tweeters in G1:
@huskorkut
@monicasloves
@ejlazar
@indiegametrends
@mhall55nine
@nieuwemarlean
@jilliemary
@marienassar_
@aaroncuddeback
@guardian

Top Tweeters in G2:
@albawabanews
@huwsayer
@iancpirvine
@fred_bot_
@thejlv
@antiproton_com
@thequ4nt
@tatwza
@fangirlcantina
@realzimbabwekid

Top Tweeters in G3:
@googleexpertuk
@tmobile
@femtech_
@marshacollier
@justbementalist
@academicchatter
@calililiindies
@businesstimes
@innov8tivmag
@ageekmom

Top Tweeters in G4:
@gigabytemag
@bowley115
@teacher2teacher
@nicholasferroni
@shirky17
@paulsolarz
@jc_james_clark
@schoolsmichigan
@classdojo
@dailystem

Top Tweeters in G5:
@chidambara09
@evankirstel
@nicochan33
@gvalan
@grattonboy
@grattongirl
@vivekghosal
@enrirosasdiaz
@jamesvgingerich
@bagaluesunab

Top Tweeters in G6:
@flipgrid
@att
@drmnikfar
@stem_nastics
@mraspinall
@iteachmathall
@edsurge
@nikkidrobertson
@fiu
@teachbetterteam

Top Tweeters in G7:
@engineermimi_
@lancasteronline
@faintdreams
@seis_matters
@careersweek
@theiet
@debbie_f1
@allaboutstem
@bloodhound_edu
@jenniferashlin1

Top Tweeters in G8:
@sectest9
@cybersec_feeds
@websecurityit
@cybersecurityn8
@gyonasan_san
@topcybernews
@tamanyo
@jesirok
@majorexxt
@urbansqr

Top Tweeters in G9:
@davidlucero
@anpaus3
@katemessner
@coachhays64
@melissaroske
@samclarkwrites
@regamertron
@alicepotter
@abramsbooks
@albertwhitman

Top Tweeters in G10:
@edchateu
@skymazef3
@woolworths
@erasmus_project
@rachaellehr
@educaintef
@theclalliance
@pirkkoelf
@fyq_abel
@rayboyd007