#stem, Twitter, 6/12/2020 7:02:03 PM, 229171


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#stem_2020-06-12_07-02-25.xlsx
#stem_2020-06-12_07-02-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 12, 2020
Short Description:
#stem via NodeXL https://bit.ly/3hoTwHO
@stem_ai
@femtech_
@s_akrati
@umbc
@itsafronomics
@kentmedwaystem
@thewisecampaign
@astronautabby
@enricomolinari
@realcolinmac

Top hashtags:
#stem
#shutdownstem
#science
#1ofthemillion
#strike4blacklives
#womeninstem
#steam

Description:
Description
The graph represents a network of 5,438 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, 12 June 2020 at 14:04 UTC.

The requested start date was Friday, 12 June 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, 8-hour, 24-minute period from Wednesday, 10 June 2020 at 15:36 UTC to Friday, 12 June 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 : 5438
Unique Edges : 3947
Edges With Duplicates : 7672
Total Edges : 11619
Number of Edge Types : 5
Retweet : 3339
MentionsInRetweet : 4878
Tweet : 1236
Mentions : 2044
Replies to : 122
Self-Loops : 1269
Reciprocated Vertex Pair Ratio : 0.0337859683155512
Reciprocated Edge Ratio : 0.0653635652853792
Connected Components : 1008
Single-Vertex Connected Components : 387
Maximum Vertices in a Connected Component : 2534
Maximum Edges in a Connected Component : 6919
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.864363
Graph Density : 0.000216292774982526
Modularity : 0.546411
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 5,438 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, 12 June 2020 at 14:04 UTC.

The requested start date was Friday, 12 June 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, 8-hour, 24-minute period from Wednesday, 10 June 2020 at 15:36 UTC to Friday, 12 June 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:
[16] https://www.shutdownstem.com/
[13] https://nalanda-academy.org/laboratory/
[12] https://www.youtube.com/watch?v=X3paOmcrTjQ&feature=youtu.be

[12] http://irvineia.wix.com/the-orlando-file
[8] https://www.wired.com/story/opinion-the-cyber-war-needs-more-women-on-the-front-lines/
[7] https://www.endlessnetwork.com/blog-1/the-endless-os-foundation-is-taking-on-the-connectivity-challenge
[7] http://iconversations.biz/denisempulliam.aspx
[7] https://learnography.wordpress.com/2020/06/10/students-become-small-teachers-in-the-school-system-of-collaborative-classroom/
[6] https://event.on24.com/wcc/r/2354252/8CDD08C63A8780708483CB827A9EF386?partnerref=eatwitter
[6] https://www.bachelorstudies.com/

Top URLs in Tweet in G1:
[6] https://event.on24.com/wcc/r/2354252/8CDD08C63A8780708483CB827A9EF386?partnerref=eatwitter
[6] https://event.on24.com/wcc/r/2354252/8CDD08C63A8780708483CB827A9EF386?partnerref=tryentwitter
[5] https://m.facebook.com/stempunksau/
[5] https://www.selfestem.org/events
[4] https://www.upbrainery.com/educational-kits
[4] https://www.youtube.com/watch?v=h5D7td7jqho&feature=youtu.be

[4] https://pphccompass.com/wp-content/uploads/2020/04/cd35085b-8ea5-4321-8b82-59c62a787f57.jpg
[4] https://www.linkedin.com/pulse/women-stem-today-tomorrow-alysia-kennedy-cfa/?trackingId=aYMIx61tQkCKbSA7oQarCw%3D%3D
[4] https://www.magnetmail.net/Actions/email_web_version.cfm?publish=newsletter&user_id=NSTA&message_id=18734962&utm_source=twitter
[3] https://www.systemicflow.com/

Top URLs in Tweet in G2:
[12] http://irvineia.wix.com/the-orlando-file
[4] https://blog.mimio.com/lesson-connections-the-influence-of-3d-printing-and-robotics
[3] https://sciencemadefun.net/blog/world-oceans-day-protecting-earths-largest-ecosystem/
[2] https://www.newscientist.com/article/2245743-scientists-around-the-world-are-striking-against-racism-in-academia/
[2] https://www.shutdownstem.com/
[2] https://www.logoground.com/logo.php?id=231609
[2] https://www.sciencealert.com/researchers-are-calling-for-an-academic-shut-down-to-support-black-lives
[2] https://www.youtube.com/watch?v=jo-aPEH7pIo

[2] http://chantilly.mlmontessori.com
[2] https://www.etsy.com/listing/782520401/trifari-floral-pastel-rhinestone-brooch?ref=listings_manager_grid

Top URLs in Tweet in G3:
[5] https://www.wisecampaign.org.uk/1ofthemillion
[5] https://belong.ncl.ac.uk/blog/women-in-stem-faculty-of-science-agriculture-engineerin?utm_source=social&utm_medium=twitter&utm_campaign=blog2020&utm_content=women-in-stem-faculty-of-science-agriculture-engineerin
[5] https://twitter.com/EngOurFutureUWE/status/1270749729044017156
[4] https://blogs.uwe.ac.uk/engineering/sharing-the-faces-of-women-in-stem/
[4] https://twitter.com/thewisecampaign/status/1257219622094372864
[3] https://news.viu.ca/viu-welcomes-new-dean-science-and-technology
[3] https://wisecampaign.org.uk/1ofthemillion
[2] https://cardiff.zoom.us/j/94791476639?pwd=TitTbHNhaWZLWC9MUGxERGM3U2s0QT09
[2] https://twitter.com/dallaslibrary/status/1247641600764903431
[2] https://twitter.com/ProfEng/status/1270733633930878982

Top URLs in Tweet in G4:
[12] https://www.youtube.com/watch?v=X3paOmcrTjQ&feature=youtu.be

[7] https://learnography.wordpress.com/2020/06/10/students-become-small-teachers-in-the-school-system-of-collaborative-classroom/
[5] https://thestemhub.org.uk/
[4] https://www.wired.com/story/opinion-the-cyber-war-needs-more-women-on-the-front-lines/
[3] https://thestemhub.org.uk/index.php/jamboree
[3] https://twitter.com/mrgibsonict/status/1270775098887352321
[3] https://learnography.wordpress.com/2019/06/02/neuroscience-of-knowledge-transfer-should-be-focused-in-the-learning-transfer-of-classroom-instead-of-pedagogical-methods/
[3] https://learnography.wordpress.com/2019/05/19/what-is-the-motor-science-of-classroom-knowledge-transfer-does-modified-motor-knowledge-improve-the-learning-transfer-of-autistic-children/
[2] https://www.thestemhub.org.uk/
[2] https://www.dropbox.com/s/q6htq0wo769zv29/Science

Top URLs in Tweet in G5:
[3] https://www.shutdownstem.com/
[2] https://science.sciencemag.org/content/357/6356/1101?utm_campaign=SciMag&utm_source=JHubbard&utm_medium=Twitter
[2] https://twitter.com/hood_naturalist/status/1269143017933373440
[1] https://twitter.com/Newsweek/status/1271134468221394950
[1] http://songlin.chem.cornell.edu/our-values/
[1] http://tweetedtimes.com/#!/tonnet
[1] https://www.tandfonline.com/doi/abs/10.1080/00131946.2017.1369082?cookieSet=1
[1] https://twitter.com/ABMINatureLynx/status/1263119108872130561
[1] https://twitter.com/NvBerryman/status/1268980384471146499
[1] https://science.sciencemag.org/content/364/6438/335?utm_campaign=SciMag&utm_source=JHubbard&utm_medium=Twitter

Top URLs in Tweet in G6:
[2] https://www.youtube.com/watch?v=5GrmhFb8ccw&feature=youtu.be

[2] https://www.youtube.com/user/forerunner00
[1] http://www.sciencedirect.com/science/authShare/S0925443920301873/20200530T122100Z/1?md5=cbefb053a3510bc9ea07ee19d931968e&dgcid=coauthor
[1] https://www.youtube.com/watch?v=nIxgkZOqQOQ&feature=youtu.be

[1] https://www.youtube.com/watch?v=Oqj1hK57F_k&feature=youtu.be

[1] http://nepris.com/summercamps
[1] http://www.nasa.gov/press-release/nasa-selects-astrobotic-to-fly-water-hunting-rover-to-the-moon

Top URLs in Tweet in G7:
[5] http://dailystem.com/resources/
[4] https://facebook.com/browndoggadgets
[4] https://youtube.com/browndoggadgets
[4] https://www.twitch.tv:443/browndoggadgets
[3] https://seagrant.whoi.edu/suggested-educational-resources-for-use-during-school-closures/webinars-noaa-live/
[2] https://twitter.com/JorgeDoesPBL/status/1271059985611608076
[2] https://www.canalworld.net/forums/index.php?/topic/104844-batteries-small-ones/
[1] https://icograms.com/
[1] http://dailystem.com/news/
[1] https://t.co/xpPeSWVmj8

Top URLs in Tweet in G8:
[4] https://edtech4future.com/2019/10/31/education-technology-podcasts/
[3] https://www.edsurge.com/news/2019-05-07-why-social-emotional-learning-is-suddenly-in-the-spotlight
[2] https://www.youtube.com/watch?v=azusDKNK5l0&feature=youtu.be

[2] https://www.fando.com/steam/
[1] https://www.linkedin.com/slink?code=gafcthQ
[1] https://lnkd.in/dXXVp6W
[1] https://lnkd.in/dMg9xkH
[1] https://www.linkedin.com/slink?code=g-jaw_q
[1] https://woobox.com/kxa2fp/mlhmgo
[1] https://woobox.com/kxa2fp/mljxue

Top URLs in Tweet in G9:
[1] https://twitter.com/naturenews/status/1270383425392906241

Top URLs in Tweet in G10:
[1] https://twitter.com/CEFIREambitCTEM/status/1270763229472534528
[1] https://portal.edu.gva.es/cefireambitctm/va/materials-ambits-1r-eso/

Top Domains
Top Domains in Tweet in Entire Graph:
[318] twitter.com
[105] youtube.com
[44] co.uk
[39] org.uk
[31] linkedin.com
[30] bit.ly
[28] woobox.com
[27] pphccompass.com
[26] facebook.com
[24] instagram.com

Top Domains in Tweet in G1:
[34] twitter.com
[27] pphccompass.com
[24] youtube.com
[20] vubblepop.com
[14] careerlauncher.ca
[12] on24.com
[10] facebook.com
[9] linkedin.com
[5] selfestem.org
[4] upbrainery.com

Top Domains in Tweet in G2:
[56] twitter.com
[17] instagram.com
[13] youtube.com
[12] wix.com
[10] co.uk
[10] linkedin.com
[8] careerarc.com
[7] reddit.com
[6] dy.si
[5] facebook.com

Top Domains in Tweet in G3:
[45] twitter.com
[14] org.uk
[13] ac.uk
[6] youtube.com
[4] linkedin.com
[3] viu.ca
[3] bit.ly
[2] zoom.us
[2] thepienews.com
[2] com.au

Top Domains in Tweet in G4:
[19] wordpress.com
[15] org.uk
[13] youtube.com
[8] twitter.com
[4] wired.com
[2] medium.com
[2] canadianclassroom.com
[2] techgirlz.org
[2] dropbox.com
[2] mashable.com

Top Domains in Tweet in G5:
[12] twitter.com
[3] sciencemag.org
[3] shutdownstem.com
[1] cornell.edu
[1] tweetedtimes.com
[1] tandfonline.com
[1] pbs.org
[1] wired.com

Top Domains in Tweet in G6:
[6] youtube.com
[1] sciencedirect.com
[1] nepris.com
[1] nasa.gov

Top Domains in Tweet in G7:
[6] dailystem.com
[4] twitter.com
[4] facebook.com
[4] youtube.com
[4] twitch.tv
[3] whoi.edu
[2] t.co
[2] bit.ly
[2] canalworld.net
[1] icograms.com

Top Domains in Tweet in G8:
[28] woobox.com
[4] edtech4future.com
[3] youtube.com
[3] edsurge.com
[2] linkedin.com
[2] lnkd.in
[2] fando.com
[2] k12prospects.com
[1] bit.ly
[1] cifellows2020.org

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[1] twitter.com
[1] gva.es

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3492] stem
[386] shutdownstem
[353] science
[202] 1ofthemillion
[179] strike4blacklives
[169] womeninstem
[154] steam
[133] education
[133] stemeducation
[121] technology



Top Hashtags in Tweet in G1:
[412] stem
[57] science
[41] orionnetproject
[30] stemeducation
[28] jaminchavez
[27] steam
[27] snrtg
[22] technerdculture
[21] job
[20] womeninstem

Top Hashtags in Tweet in G2:
[449] stem
[43] science
[33] steam
[30] shutdownstem
[22] education
[22] stemeducation
[13] live
[12] engineering
[11] shutdownacademia
[11] math

Top Hashtags in Tweet in G3:
[341] stem
[191] 1ofthemillion
[99] womeninstem
[14] womenintech
[13] engineering
[10] stemeducation
[9] data
[9] blacklivesmatter
[8] electricvehicles
[8] renewables

Top Hashtags in Tweet in G4:
[189] stem
[116] science
[88] datascience
[74] technology
[61] tech
[54] machinelearning
[49] education
[44] virtual
[44] parents
[43] edtech

Top Hashtags in Tweet in G5:
[158] shutdownstem
[138] strike4blacklives
[96] stem
[8] blackandstem
[7] scimagpolicyforum
[6] academic
[6] blackbirdersweek
[5] amplifyblackstem
[5] deepsea
[4] strikeforblacklives

Top Hashtags in Tweet in G6:
[51] stem
[46] leadership
[42] business
[26] ehealth
[25] motivation
[25] esport
[25] medtech
[21] training
[21] data
[11] ai

Top Hashtags in Tweet in G7:
[71] stem
[22] parentingtips
[22] homeschooling
[9] noaalive4kids
[6] minecraft
[6] remotelearning
[6] primarystemchat
[5] designthinking
[5] science
[5] steam

Top Hashtags in Tweet in G8:
[58] stem
[34] distancelearning
[20] etfo
[9] k12
[6] edtech
[5] steam
[4] ar
[4] nowlistening
[4] podcasthost
[4] arvrinedu

Top Hashtags in Tweet in G9:
[28] shutdownstem
[28] shutdownacademia
[6] stem
[1] blackinstem
[1] stemeducation
[1] maejemison
[1] asl
[1] deafeducation
[1] blacklivesmatter
[1] scicomm

Top Hashtags in Tweet in G10:
[67] stem
[56] cefirectem

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[412] #stem
[73] more
[57] #science
[49] stem
[42] students
[41] #orionnetproject
[33] day
[32] education
[30] learn
[30] #stemeducation

Top Words in Tweet in G2:
[449] #stem
[58] more
[49] stem
[43] #science
[41] science
[40] learn
[34] today
[33] #steam
[33] students
[30] #shutdownstem

Top Words in Tweet in G3:
[341] #stem
[245] women
[191] #1ofthemillion
[137] working
[118] thewisecampaign
[99] proud
[99] #womeninstem
[82] uk
[79] today
[75] million

Top Words in Tweet in G4:
[189] #stem
[117] #science
[88] #datascience
[85] blackgirlscode
[74] #technology
[72] realcolinmac
[71] learnography
[68] science
[61] #tech
[54] #machinelearning

Top Words in Tweet in G5:
[158] #shutdownstem
[145] itsafronomics
[143] umbc
[140] programs
[139] honor
[139] amplify
[138] #strike4blacklives
[136] two
[136] housed
[135] tremendous

Top Words in Tweet in G6:
[104] enricomolinari
[51] #stem
[46] #leadership
[42] #business
[27] ty
[26] #ehealth
[25] power
[25] humans
[25] bestvideosviral
[25] #motivation

Top Words in Tweet in G7:
[71] #stem
[39] dailystem
[28] hey
[28] parents
[28] kids
[27] day
[23] #science
[23] mrsbpristem
[22] haven
[22] watched

Top Words in Tweet in G8:
[59] learning
[58] #stem
[39] learn
[38] wonderworkshop
[38] challenges
[37] enter
[37] win
[37] dash
[37] dot
[37] robots

Top Words in Tweet in G9:
[48] emmanuel
[47] much
[47] know
[47] dr
[47] mae
[47] jamison
[47] learn
[47] more
[47] perrodin
[47] njoku

Top Words in Tweet in G10:
[67] cefireambitctem
[67] #stem
[60] setembre
[60] porta
[60] repte
[60] l'àmbit
[60] 1r
[57] recursos
[56] #cefirectem
[56] oferim

Top Word Pairs
Top Word Pairs in Tweet in G2:
[27] #science,#stem
[20] #stem,#steam
[20] #steam,#stem
[19] #stem,#stemeducation
[18] #stem,cells
[18] cells,help
[18] help,#live
[18] #live,longer
[15] longer,governments
[15] stop,living

Top Word Pairs in Tweet in G3:
[17] women,working
[15] working,#stem
[15] #1ofthemillion,women
[12] proud,#1ofthemillion
[12] million,women
[12] women,#stem
[12] #stem,roles
[12] working,core
[12] core,#stem
[12] roles,uk

Top Word Pairs in Tweet in G4:
[101] #science,#technology
[63] #edtech,#stem
[60] #technology,#education
[55] core,mission
[51] #science,#jamboree
[49] mission,blackgirlscode
[35] blackgirlscode,empower
[34] empower,black
[32] black,girls
[29] girls,young

Top Word Pairs in Tweet in G5:
[56] honor,#shutdownstem
[43] #shutdownstem,#strike4blacklives
[43] #strike4blacklives,amplify
[40] amplify,two
[39] two,programs
[39] programs,housed
[39] housed,umbc
[39] umbc,tremendous
[39] tremendous,track
[39] itsafronomics,honor

Top Word Pairs in Tweet in G6:
[139] enricomolinari,#leadership
[136] power,humans
[136] humans,ty
[136] ty,bestvideosviral
[136] bestvideosviral,enricomolinari
[136] #leadership,#stem
[136] #stem,#motivation
[135] #motivation,#ehealth
[135] #ehealth,#esport
[133] #esport,#medtech

Top Word Pairs in Tweet in G7:
[46] hey,parents
[25] dailystem,hey
[25] mrsbpristem,day
[25] parents,haven
[25] haven,watched
[25] watched,hidden
[25] hidden,figures
[25] figures,together
[25] together,kids
[25] kids,waiting

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

Top Word Pairs in Tweet in G9:
[37] much,know
[37] know,dr
[37] dr,mae
[37] mae,jamison
[37] jamison,learn
[37] learn,more
[37] more,emmanuel
[37] emmanuel,perrodin
[37] perrodin,njoku
[36] njoku,over

Top Word Pairs in Tweet in G10:
[47] setembre,porta
[47] porta,repte
[47] repte,l'àmbit
[47] l'àmbit,#stem
[47] #stem,1r
[47] cefireambitctem,setembre
[47] 1r,#cefirectem
[47] #cefirectem,oferim
[47] oferim,recursos
[47] recursos,suport

Top Replied-To
Top Replied-To in Entire Graph:
@nature
@sminaev2015
@estodek
@rachaellehr
@scienceau
@norconasasuits
@patriciaraicht
@andredaughty
@schmidtocean
@dimamynedd

Top Replied-To in G1:
@calimari93
@seshnamaharaj
@erin_ulibarri
@davetheepic
@sciencenews

Top Replied-To in G2:
@rudrabots

Top Replied-To in G3:
@stemazing1
@engineeringuwe
@stemlearninguk
@theiet
@stemettes

Top Replied-To in G4:
@sminaev2015
@tmssociety
@istem_hdsb

Top Replied-To in G5:
@blackwomenphds
@sports2stem

Top Replied-To in G6:
@makincaid

Top Replied-To in G7:
@bronaghcarey
@andredaughty
@rachaellehr
@jorgedoespbl

Top Replied-To in G8:
@rigg_alyssa

Top Replied-To in G10:
@cefireambitctem

Top Mentioned
Top Mentioned in Entire Graph:
@itsafronomics
@umbc
@thewisecampaign
@realcolinmac
@enricomolinari
@cefireambitctem
@learnography
@blackgirlscode
@atomichands
@sacnas

Top Mentioned in G1:
@letstalkscience
@estherngumbi
@loreegburns
@jnxyz
@nytimes
@mstewartscience
@nsta
@dobotarm
@cicaninternship
@youtube

Top Mentioned in G2:
@ptsboom
@smoremagzine
@krulayar
@voorheesvet
@cryptoedio
@getmecoding
@maplelawnmonte
@cessas_edu

Top Mentioned in G3:
@thewisecampaign
@engourfutureuwe
@stemettes
@edinunimedicine
@astronautabby
@engineeringuwe
@uwebristol
@makeuk_
@stembuildmalawi
@stemlearninguk

Top Mentioned in G4:
@realcolinmac
@learnography
@blackgirlscode
@kentmedwaystem
@frisesally
@marinella_maria
@mariangelasant8
@angelicagallegs
@yukarikingdom18
@mhall55nine

Top Mentioned in G5:
@itsafronomics
@umbc
@sciencemagazine
@tomkimmerer
@aaas
@vanguardstem
@daniafrancis
@citeblackwomen
@clevenger_erica
@nvberryman

Top Mentioned in G6:
@enricomolinari
@bestvideosviral
@nasa
@profa_correa
@warriorsstem
@iteea
@nysednews
@humanoid_info
@megmassa
@lonadekinc

Top Mentioned in G7:
@dailystem
@mrsbpristem
@hdsbsciencetech
@noaafish_nefsc
@maejemison
@jorgedoespbl
@rachaellehr
@sphero
@spheroedu
@mmemcfrancais

Top Mentioned in G8:
@wonderworkshop
@eugeniaduodu
@etfoeducators
@edtech4future
@stemceo
@charlesrandolp3
@kispride
@castbox_fm
@heather121831
@lericaerica

Top Mentioned in G9:
@atomichands
@georgetownwise
@tuff_cookie
@dioneleetweets
@sciencemagazine

Top Mentioned in G10:
@cefireambitctem
@carsecor
@gva_cefire
@vicentmarza
@miguelsolerg
@gvaeducacio
@elenathibaut
@carlossnchezhe2
@lidiam4t3s
@cri_espinosa

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cowboyscifibot
@huskorkut
@monicasloves
@ejlazar
@renaissancefai
@delta
@indiegametrends
@chidambara09
@mhall55nine

Top Tweeters in G1:
@bbcnews
@nytimes
@cnbc
@simplemacsmith
@dv_martinez
@techcrunch
@yuliyainopinapr
@verge
@imported_fun
@sachatb

Top Tweeters in G2:
@renaissancefai
@iam__network
@amadorn
@kchernecky
@marypatriotnews
@markhillary
@theotherbond
@iancpirvine
@anneabbot
@ksinamdar

Top Tweeters in G3:
@femtech_
@geegeebythesea
@margymayell
@kpheaney
@sdreyse
@hugorelly
@metoffice
@kendmacgregor
@rrossachacj
@kirkdborne

Top Tweeters in G4:
@sectest9
@huskorkut
@monicasloves
@ejlazar
@chidambara09
@mhall55nine
@nieuwemarlean
@aaroncuddeback
@jilliemary
@marienassar_

Top Tweeters in G5:
@nayasala
@drugmonkeyblog
@jpblough
@rose_marie_holt
@ahn_thu
@vinaigrettegirl
@needhibhalla
@eyemagistus
@karla_handley
@talkativepeach

Top Tweeters in G6:
@amazingchevvolt
@shicooks
@kirillklip
@caring_mobile
@ssxman2
@thomaspower
@yvesmulkers
@wrix2
@acertijo
@scalarhumanity

Top Tweeters in G7:
@designthinkbot
@sai
@shellterrell
@stevensaucedo95
@ritawirtz
@rachaellehr
@dailystem
@michelle4edu
@fascinatesci
@teachhope4

Top Tweeters in G8:
@meeksvs
@laroyal06
@stem_nastics
@deannamarissa1
@seapieparcel
@towngirl772
@nhenryfundi
@charlesrandolp3
@jc_james_clark
@etfopresident

Top Tweeters in G9:
@sallymoen2
@iyaofravens
@arleneandrews_1
@drcastone
@mswz
@finneyivan1963
@moefeliu
@brandixblt
@tweetingala
@tulipfields_

Top Tweeters in G10:
@kayaya19
@vivinarcosis
@ariadnalaberint
@escepticos
@inedu
@redinedgob
@carsecor
@miguelsolerg
@shora
@finafms


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