#stem, Twitter, 8/7/2020 3:45:38 PM, 232098


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#stem_2020-08-07_07-02-25.xlsx
#stem_2020-08-07_07-02-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 07, 2020
Short Description:
#stem via NodeXL https://bit.ly/31tGDoP
@stem_ai
@femtech_
@nasa
@dailystem
@browndoggadgets
@milicivalerie
@babyface_jaz
@starschoolapp
@enricomolinari
@scienceau

Top hashtags:
#stem
#science
#womeninstem
#education
#steam
#stemeducation
#engineering
#edtech

Description:
Description
The graph represents a network of 7,220 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, 07 August 2020 at 14:12 UTC.

The requested start date was Friday, 07 August 2020 at 00:01 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, 13-hour, 51-minute period from Monday, 03 August 2020 at 19:49 UTC to Thursday, 06 August 2020 at 09:40 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 : 7220
Unique Edges : 5615
Edges With Duplicates : 12311
Total Edges : 17926
Number of Edge Types : 5
Retweet : 5114
MentionsInRetweet : 7973
Tweet : 1670
Mentions : 3014
Replies to : 155
Self-Loops : 1776
Reciprocated Vertex Pair Ratio : 0.0360886007563479
Reciprocated Edge Ratio : 0.0696631556992387
Connected Components : 1008
Single-Vertex Connected Components : 384
Maximum Vertices in a Connected Component : 4435
Maximum Edges in a Connected Component : 13594
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.133273
Graph Density : 0.000183975113380012
Modularity : 0.513031
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 7,220 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, 07 August 2020 at 14:12 UTC.

The requested start date was Friday, 07 August 2020 at 00:01 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, 13-hour, 51-minute period from Monday, 03 August 2020 at 19:49 UTC to Thursday, 06 August 2020 at 09:40 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:
[119] https://www.kickstarter.com/projects/elecrow/crowpi2-steam-education-platformand-raspberry-pi-laptop?ref=49w8xu
[32] https://connectedworld.com/making-a-mockery-of-u-s-in-stem/
[24] http://iconversations.biz/denisempulliam.aspx
[18] https://learnography.wordpress.com/about-2/
[13] https://phys.org/news/2020-08-language-undermine-women-science-tech.html
[11] https://cyberdefensetv.com/dr-renee-burton-top-100-women-in-cybersecurity/
[11] https://gc.ece.vt.edu/trial/Sample.php?id=401
[11] http://iconversations.biz/DeniseMPulliam.aspx
[10] https://www.k12prospects.com/LP/School-District-Purchasing-Cycle/School-Districts-Purchasing-Cycle.html?utm_source=facebook&utm_medium=posting-image&utm_campaign=k12-districts-purchase-cycle&utm_content=textlink
[10] http://irvineia.wix.com/the-orlando-file

Top URLs in Tweet in G1:
[31] https://connectedworld.com/making-a-mockery-of-u-s-in-stem/
[18] https://learnography.wordpress.com/about-2/
[11] https://cyberdefensetv.com/dr-renee-burton-top-100-women-in-cybersecurity/
[11] https://phys.org/news/2020-08-language-undermine-women-science-tech.html
[11] https://gc.ece.vt.edu/trial/Sample.php?id=401
[9] https://learnography.wordpress.com/2019/03/26/what-are-the-differences-between-talking-school-and-brainpage-school/
[8] https://www.kickstarter.com/projects/elecrow/crowpi2-steam-education-platformand-raspberry-pi-laptop?ref=49w8xu
[7] https://www.slj.com/?detailStory=black-in-stem-17-nonfiction-books-spotlight-black-scientists-thinkers-inventors-elementary-middle-grade&utm_source=editorial&utm_medium=SLJTW&utm_term=&utm_content=&utm_campaign=articles
[6] https://pphccompass.com/2020/04/25/iphone-initial-setup-for-orion-net-project-methods/
[6] https://pphccompass.com/2020/04/24/how-to-set-up-granular-sounds/

Top URLs in Tweet in G2:
[8] https://thestemhub.org.uk/index.php/stem-at-home/item/international-space-station
[6] https://www.donorschoose.org/project/stem-career-awareness-ifthen-creative-p/5023979/?utm_source=dc&utm_medium=directlink&utm_campaign=teacherhub&utm_term=teacher_6978160&rf=directlink-dc-2020-08-teacherhub-teacher_6978160&challengeid=21606976
[5] https://play.google.com/store/apps/details?id=progame.nextskills360.com.progame
[4] https://importedfun.com/earth-science-w-real-fossils/
[3] https://fetchcfd.com/view-project/1570-
[3] https://twitter.com/esa__education/status/1290585024128004097
[3] https://pdb101.rcsb.org/learn/flyers-posters-and-other-resources/flyer/antibiotics-in-action
[3] https://twitter.com/tasdcrc/status/1290809249304473602
[3] https://robots.ieee.org/
[3] https://www.sciencemeup.com/job/chef-de-projet-mecatronique/

Top URLs in Tweet in G3:
[10] http://irvineia.wix.com/the-orlando-file
[5] https://www.pggoodeveryday.com/good-news/girls-in-stem/
[4] https://www.invent.org/camp-invention-connect
[4] http://prospersystems.biz/FinanceOptions.htm
[2] https://twitter.com/axios/status/1290497186489348096
[2] http://mvpsportsmetro.org/
[2] https://www.youtube.com/watch?v=bzUE5DHzPe4&feature=youtu.be

[2] https://www.sciencemag.org/news/2020/02/metoostem-organization-reeling-after-more-resignations
[2] https://schoolhelper.co.uk/downloads.aspx
[2] https://twitter.com/i/status/1275520156287066112

Top URLs in Tweet in G4:
[24] http://iconversations.biz/denisempulliam.aspx
[11] http://iconversations.biz/DeniseMPulliam.aspx
[5] https://en.m.wikipedia.org/wiki/Ponytail
[4] https://www.thetimes.co.uk/article/angela-merkel-approaches-the-end-in-a-state-of-grace-d5rqm35k0
[4] https://mrvandusen.blogspot.com/
[3] https://en.wikipedia.org/wiki/Angela_Merkel
[3] https://anchor.fm/john-vandusen8/episodes/Americas-Start-with-John-VanDusen-efqu94
[2] https://go.nasa.gov/311719o
[2] http://dailystem.com/resources/
[1] https://twitter.com/SpaceX/status/1291134383559069696

Top URLs in Tweet in G5:
[2] https://scienceandtechnologyaustralia.org.au/what-we-do/superstars-of-stem/
[2] https://twitter.com/ScienceChiefAu/status/1290092528943812610
[2] https://inspiringnsw.org.au/2020/07/22/16502/
[1] http://r.socialstudio.radian6.com/dfe772e4-71ef-4eb1-b85e-533016248f33
[1] http://r.socialstudio.radian6.com/b584a137-a95f-4f70-8258-73a9d9e7669a
[1] https://scienceandtechnologyaustralia.org.au/what-we-do/superstars-of-stem/applicant-info/
[1] https://twitter.com/AcademyforEG/status/1290775799977705472
[1] https://www.eventbrite.com.au/e/in-the-covid-19-environment-how-do-we-engage-students-in-stem-tickets-111094873758
[1] https://thebrilliant.com.au/case-studies/visibilityofwomenscientists/
[1] https://twitter.com/euwomeninstem/status/1290663791932264448

Top URLs in Tweet in G6:
[110] https://www.kickstarter.com/projects/elecrow/crowpi2-steam-education-platformand-raspberry-pi-laptop?ref=49w8xu
[6] https://chi.bio/
[4] https://www.hackster.io/aula-jazmati/bring-your-hand-puppet-to-life-with-hexabitz-modules-ac45c8
[1] https://www.raspberrypi.org/at-home?utm_source=shortlink&utm_medium=shortlink&utm_campaign=dmah
[1] https://www.raspberrypi.org/at-home/posts/code-graphics/
[1] https://www.pscp.tv/w/cflTXTF6dkVOV3habEdhUWV8MXJteFBZUllObmpLTt7Z0mi1PV33VC8rik9ge3uO4_3YLxcjsSaQ_DLbspfZ
[1] https://kidslab.dev/2020/02/24/the-kookaberry-with-john-phillips/
[1] https://kidslab.dev/2020/07/27/droneblocks-with-dennis-baldwin/
[1] https://kidslab.dev/2020/07/13/save-the-world-with-code-with-lorraine-underwood/
[1] https://thekidshouldseethis.com/post/iamascientist-breaking-barriers-stereotypes-steam

Top URLs in Tweet in G7:
[5] http://www.stemalliance.eu/dell-policyhack
[3] https://www.stemschoollabel.eu/news/detail?articleId=270232
[2] https://twitter.com/rramapriya/status/1290956653018230788
[1] https://www.twinkl.com.au/l/1k1gl6
[1] https://www.1mwis.com/
[1] https://www.1mwis.com/post/spotlight-on-11
[1] https://twitter.com/FaradayInst/status/1290665164229017603
[1] http://steamit.eun.org/integrated-stem-teaching-state-of-play/
[1] https://twitter.com/stemalliance_eu/status/1290201654931857408
[1] http://eie.org/virtuallearning?utm_campaign=Flex%20Learning%20-%20Summer%202020&utm_content=136310604&utm_medium=social&utm_source=twitter&hss_channel=tw-625627418

Top URLs in Tweet in G9:
[1] https://scholarships360.org/scholarships/stem-scholarships/

Top URLs in Tweet in G10:
[1] https://www.nature.com/articles/doi:10.1038/s41559-020-1255-x.epdf?sharing_token=XX_4pSTtbt0F8ptTuavw-dRgN0jAjWel9jnR3ZoTv0MEZwVt4Xp-6WaQzT4uO-MRfWC63sNK0bIWfY9hrpHntnhEiRhIJ9NbxXZOi2gnhjYwp8mTopN0dD3DzAh2L8_W2bQqrlpFF4b1lGQndfg9Jk25DqcpJ4dHhTctyGpYrm4%3D
[1] https://twitter.com/NWALproject/status/1289325124076703745
[1] https://www.createdigital.org.au/hackathon-highlights-engineering-humanitarian-needs/?utm_content=buffer043f2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.createdigital.org.au/report-shines-light-australias-engineering-workforce/?utm_content=buffer30be6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top Domains
Top Domains in Tweet in Entire Graph:
[399] twitter.com
[122] kickstarter.com
[109] youtube.com
[57] pphccompass.com
[52] co.uk
[52] linkedin.com
[45] wordpress.com
[44] instagram.com
[40] google.com
[40] connectedworld.com

Top Domains in Tweet in G1:
[57] pphccompass.com
[37] connectedworld.com
[32] wordpress.com
[25] twitter.com
[21] cyberdefensetv.com
[14] vt.edu
[11] phys.org
[10] youtube.com
[9] linkedin.com
[8] kickstarter.com

Top Domains in Tweet in G2:
[65] twitter.com
[32] donorschoose.org
[19] youtube.com
[17] org.uk
[13] google.com
[10] linkedin.com
[9] co.uk
[9] careerarc.com
[8] eduporium.com
[6] importedfun.com

Top Domains in Tweet in G3:
[65] twitter.com
[26] instagram.com
[19] linkedin.com
[19] youtube.com
[10] dy.si
[10] wix.com
[8] co.uk
[5] pggoodeveryday.com
[4] eventbrite.com
[4] facebook.com

Top Domains in Tweet in G4:
[36] iconversations.biz
[10] twitter.com
[10] wikipedia.org
[5] nasa.gov
[4] co.uk
[4] blogspot.com
[3] anchor.fm
[2] instagram.com
[2] dailystem.com
[1] pbs.org

Top Domains in Tweet in G5:
[13] twitter.com
[8] org.au
[6] com.au
[2] radian6.com
[2] gov.au
[2] edu.au
[2] innovationaus.com
[1] apple.com
[1] instagram.com
[1] youtube.com

Top Domains in Tweet in G6:
[112] kickstarter.com
[6] chi.bio
[4] hackster.io
[3] kidslab.dev
[2] raspberrypi.org
[2] iclasspro.com
[1] pscp.tv
[1] thekidshouldseethis.com
[1] medium.com
[1] purdue.edu

Top Domains in Tweet in G7:
[6] twitter.com
[5] stemalliance.eu
[4] stemschoollabel.eu
[3] 1mwis.com
[3] eie.org
[2] eun.org
[2] scientix.eu
[1] com.au
[1] confex.com
[1] wakelet.com

Top Domains in Tweet in G9:
[1] scholarships360.org

Top Domains in Tweet in G10:
[2] org.au
[1] nature.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4771] stem
[467] science
[292] womeninstem
[290] education
[250] steam
[217] stemeducation
[205] engineering
[198] edtech
[195] crowpi2
[192] laptop



Top Hashtags in Tweet in G1:
[542] stem
[114] womeninstem
[110] ai
[105] edtech
[88] orionnetproject
[86] science
[85] iot
[79] education
[76] datascience
[71] learning

Top Hashtags in Tweet in G2:
[733] stem
[64] science
[56] steam
[53] math
[38] womeninstem
[37] stemeducation
[33] space
[28] education
[26] engineering
[25] edtech

Top Hashtags in Tweet in G3:
[458] stem
[68] science
[36] education
[36] steam
[31] stemeducation
[24] books
[18] technology
[17] engineering
[13] students
[12] hotsprings

Top Hashtags in Tweet in G4:
[240] stem
[27] intuwit
[19] otd
[18] spacehistory
[16] girls
[14] ponytail
[12] diversity
[10] mondays
[10] tuesday
[10] wednesday

Top Hashtags in Tweet in G5:
[93] stem
[21] superstarsofstem
[17] womeninstem
[14] scienceweek
[11] covid_19
[11] careers
[11] nuclear
[8] engineering
[5] science
[5] academictwitter

Top Hashtags in Tweet in G6:
[179] crowpi2
[176] laptop
[112] python
[107] raspberrypi
[67] mini
[67] tetris
[40] technology
[39] arduino
[27] stem
[8] coding

Top Hashtags in Tweet in G7:
[93] stem
[27] teachers
[20] ict
[18] primarystemchat
[13] stem_label
[10] competition
[6] womeninstem
[6] hassweek2020
[6] scientix
[5] eieinspired

Top Hashtags in Tweet in G8:
[142] aamu
[1] growth
[1] blacklove
[1] stem

Top Hashtags in Tweet in G9:
[8] stem
[7] scholarships
[1] dog

Top Hashtags in Tweet in G10:
[48] genderequity
[48] lgbtq
[41] stem
[35] academictwitter
[34] navajo
[34] hopi
[3] metoostem
[2] bam
[2] sciencing_bi
[1] paleontology

Top Words
Top Words in Tweet in Entire Graph:
[4770] #stem
[741] stem
[631] students
[567] more
[489] science
[469] #science
[458] school
[428] join
[411] learning
[366] help

Top Words in Tweet in G1:
[542] #stem
[134] enricomolinari
[114] #womeninstem
[113] learning
[110] #ai
[105] #edtech
[88] #orionnetproject
[86] #science
[85] #iot
[79] #education

Top Words in Tweet in G2:
[733] #stem
[112] stem
[112] help
[98] project
[78] students
[71] more
[70] science
[65] learning
[64] #science
[59] make

Top Words in Tweet in G3:
[457] #stem
[68] #science
[61] stem
[57] more
[42] science
[36] #education
[36] #steam
[34] help
[33] students
[31] #stemeducation

Top Words in Tweet in G4:
[240] #stem
[118] nasa
[109] dmp
[103] students
[103] live
[98] pose
[98] questions
[98] exp
[98] 63
[98] commander

Top Words in Tweet in G5:
[93] #stem
[62] aboriginal
[48] deadlyscience
[47] scienceau
[47] corey_tutt
[45] yuuma
[42] leadership
[41] drchris_maths
[41] atsimaau
[41] bradmoggo

Top Words in Tweet in G6:
[180] co
[179] #crowpi2
[178] elecrow1
[176] #laptop
[112] #python
[109] jedcgmbesn
[107] #raspberrypi
[78] super
[71] power
[71] we've

Top Words in Tweet in G7:
[93] #stem
[30] stem
[30] education
[27] #teachers
[24] alliance
[23] stemalliance_eu
[23] join
[20] delltech
[20] #ict
[19] competition

Top Words in Tweet in G8:
[143] graduated
[142] fun
[142] fact
[142] college
[142] #aamu
[142] high
[142] school
[142] sweetheart
[142] 2016
[142] vs

Top Words in Tweet in G9:
[117] mom
[117] risk
[117] assessment
[117] labs
[117] nation
[117] determine
[117] accommodate
[117] service
[117] dog
[117] handler

Top Words in Tweet in G10:
[49] conference
[48] well
[48] meaning
[48] codes
[48] conduct
[48] lead
[48] initiatives
[48] make
[48] difference
[48] #genderequity

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[178] high,school
[160] #stem,#steam
[146] fun,fact
[143] fact,graduated
[143] graduated,college
[143] college,#aamu
[143] #aamu,high
[143] school,sweetheart
[143] sweetheart,2016
[143] 2016,vs

Top Word Pairs in Tweet in G1:
[66] sminaev2015,frisesally
[66] frisesally,marinella_maria
[66] marinella_maria,mariangelasant8
[66] mariangelasant8,angelicagallegs
[66] angelicagallegs,yukarikingdom18
[66] yukarikingdom18,mhall55nine
[66] mhall55nine,eoff_sylvia
[61] arnabch01,sminaev2015
[59] #snrtg,#stem
[55] eoff_sylvia,semi

Top Word Pairs in Tweet in G2:
[35] #math,#stem
[30] #stem,#steam
[25] technology,#stem
[23] webinar,series
[22] help,#music
[21] #stem,project
[21] science,technology
[20] #steam,#stem
[19] 2x,match
[19] gujcost,setting

Top Word Pairs in Tweet in G3:
[35] #science,#stem
[24] #stem,#steam
[14] #stem,#stemeducation
[12] #stem,cells
[12] #hotsprings,#arkansas
[12] #arkansas,#mathiseverywhere
[12] #mathiseverywhere,#books
[12] #books,#science
[12] #stem,#willpower
[12] #willpower,#empower

Top Word Pairs in Tweet in G4:
[98] #stem,students
[98] students,pose
[98] pose,questions
[98] questions,exp
[98] exp,63
[98] 63,commander
[98] commander,astro_seal
[98] astro_seal,live
[98] live,nasa
[98] nasa,tv

Top Word Pairs in Tweet in G5:
[47] corey_tutt,deadlyscience
[41] leadership,drchris_maths
[41] drchris_maths,atsimaau
[41] atsimaau,corey_tutt
[41] deadlyscience,bradmoggo
[40] yuuma,leadership
[40] bradmoggo,calling
[40] calling,aboriginal
[39] scienceau,yuuma
[39] aboriginal,tor

Top Word Pairs in Tweet in G6:
[109] co,jedcgmbesn
[105] #raspberrypi,#laptop
[71] power,#crowpi2
[71] #crowpi2,we've
[71] we've,funded
[71] funded,450000
[71] 450000,miss
[71] miss,super
[71] super,deal
[71] deal,co

Top Word Pairs in Tweet in G7:
[27] #stem,education
[24] stem,alliance
[20] #ict,#stem
[14] visual,art
[12] education,challenges
[12] guest,host
[10] #competition,winner
[10] winner,fatimamoujdi
[10] fatimamoujdi,tell
[10] tell,#stem_label

Top Word Pairs in Tweet in G8:
[142] fun,fact
[142] fact,graduated
[142] graduated,college
[142] college,#aamu
[142] #aamu,high
[142] high,school
[142] school,sweetheart
[142] sweetheart,2016
[142] 2016,vs
[142] vs,2020

Top Word Pairs in Tweet in G9:
[117] mom,risk
[117] risk,assessment
[117] assessment,labs
[117] labs,nation
[117] nation,determine
[117] determine,accommodate
[117] accommodate,service
[117] service,dog
[117] dog,handler
[117] handler,safely

Top Word Pairs in Tweet in G10:
[48] well,meaning
[48] meaning,codes
[48] codes,conduct
[48] conduct,lead
[48] lead,conference
[48] conference,initiatives
[48] initiatives,make
[48] make,difference
[48] difference,#genderequity
[48] #genderequity,#lgbtq

Top Replied-To
Top Replied-To in Entire Graph:
@sminaev2015
@wkamaubell
@ihadztotweet
@ajc_science_ed
@rancslab
@logicalraga
@dailystem
@cnn
@heathermlister

Top Replied-To in G1:
@sminaev2015
@acosta
@readeradrift
@publhealth
@iamquotejones
@scienceisnew
@innowtv
@kubinyieniko
@sharleneisenia
@bigthink

Top Replied-To in G2:
@wkamaubell
@ihadztotweet
@mrsbng
@msceliia
@northfieldele
@changemaker_s
@aprenderconbots
@mayinstitute
@stemwob

Top Replied-To in G3:
@gca_wa

Top Replied-To in G4:
@dailystem
@karlie_moon_
@lisashepardson1
@msmyers
@meltonsmagic
@rebekahcharles0
@authorstanleyc
@vm2105
@samirajamil5
@nasa

Top Replied-To in G7:
@ajc_science_ed
@kjdavis1203
@mrsreaton
@rdene915

Top Mentioned
Top Mentioned in Entire Graph:
@elecrow1
@naiomipink
@nasa
@sampson_dog
@astro_seal
@space_station
@enricomolinari
@whostp
@frisesally
@marinella_maria

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

Top Mentioned in G2:
@donorschoose
@infogujcost
@kasmom24
@stephencgill
@mezzopwr
@makeymakey
@math_artteacher
@mathmeaning
@ifthenshecan
@itsmrsespinoza

Top Mentioned in G3:
@curioobox
@emmydifference
@carolicen
@scirens
@astroandspace
@_alfre_
@idarts_jp
@richhowardstein
@icewestmids

Top Mentioned in G4:
@nasa
@astro_seal
@space_station
@iconversations
@blackhairsalons
@ibm
@lunarheritage
@worldspaceclub
@spacex
@blackdayspas

Top Mentioned in G5:
@deadlyscience
@scienceau
@corey_tutt
@drchris_maths
@atsimaau
@bradmoggo
@sciencechiefau
@stem_matters
@ausspaceagency
@thebrillianthq

Top Mentioned in G6:
@elecrow1
@raspberry_pi
@m1st3r_c
@justonegiantlab
@droneblocks
@hacksterio
@nuffieldfound
@scratch
@hexabitzinc
@kickstarter

Top Mentioned in G7:
@stemalliance_eu
@delltech
@scientix_eu
@stem_label
@fatimamoujdi
@eu_schoolnet
@rachaellehr
@rramapriya
@reneewatson77
@ausgoldindustry

Top Mentioned in G8:
@naiomipink

Top Mentioned in G9:
@sampson_dog
@scholarships360
@zoom_us

Top Mentioned in G10:
@ayeshatulloch
@milicivalerie
@nativehydro
@lorises
@evodevodna
@sampson_dog
@natureecoevo
@queersinscience
@sacnas
@awocspace

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@filafresh
@sectest9
@cowboyscifibot
@sgh_rts
@huskorkut
@rk70534
@monicasloves
@ejlazar
@renaissancefai

Top Tweeters in G1:
@sectest9
@huskorkut
@monicasloves
@ejlazar
@chidambara09
@mhall55nine
@cybersec_feeds
@aaroncuddeback
@nieuwemarlean
@jilliemary

Top Tweeters in G2:
@steventeaster
@nuclear94
@nytimes
@hiphopmatrix
@bar_zie
@usatoday
@stephencgill
@noplay_
@coolmentoring
@thenextweb

Top Tweeters in G3:
@renaissancefai
@ambeautifulshow
@attachmentmumma
@kevinlockett
@nolanelle
@markhillary
@iancpirvine
@carolicen
@blocht574
@arbiteranubis

Top Tweeters in G4:
@americanair
@iflck
@twright55
@nofascistlies
@franceafrik
@jinxthelynx
@kcsowriter
@sak_stories
@wsj
@black_cat46

Top Tweeters in G5:
@geoffrey_payne
@protectingterra
@marieco92176893
@pippavs
@anastasiasmihai
@sprintbaseb
@granville4879
@whereisdaz
@mveg001
@philomathyjen

Top Tweeters in G6:
@jacobussystems
@airrescue112
@simonfisher68
@fullnam35087976
@elektronz
@adafruit
@anumodi_
@haravind
@mintab
@nekohanahime

Top Tweeters in G7:
@cornubiageol
@keypoints22
@edchateu
@techreview
@pa
@skymazef3
@edinburgh_forum
@rachaellehr
@mrlosik
@_hypatiah

Top Tweeters in G8:
@1mogotdajuice
@elfniiz_
@arthuranthony4
@deseanskii
@callme_astro69
@notmyfor_tay
@ssjgodkitt
@itsjoebro_
@___briiiannnaaa
@thelegacyprep

Top Tweeters in G9:
@judysale23
@pameladubsky49
@spothitos
@xoahubeachx
@savethesedogs
@musingsbyshe
@feistsheindlin1
@gortizpolly
@fraudoktor11
@lorettafaucher

Top Tweeters in G10:
@leafwarbler
@lgbtqplusbot
@itativcs
@schneiderleonid
@thelabandfield
@xeno_lith
@xiii_mr_undadog
@cataranea
@ecoevoenviro
@sarahemyhre


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