FAQ | Problem?

open science_2017-11-14_05-32-09.xlsx
open science_2017-11-14_05-32-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 14, 2017
Short Description:
open science via NodeXL http://bit.ly/2zCiOzm
@_open_science_
@john_c_hawkins
@odsc
@recode
@zippylab
@senwhitehouse
@scottturneruon

Description:
Description
The graph represents a network of 5,129 Twitter users whose tweets in the requested range contained "open science", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 14 November 2017 at 13:33 UTC.

The requested start date was Tuesday, 14 November 2017 at 01:01 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 3-day, 10-hour, 31-minute period from Friday, 10 November 2017 at 14:27 UTC to Tuesday, 14 November 2017 at 00:59 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 : 5129
Unique Edges : 6935
Edges With Duplicates : 1997
Total Edges : 8932
Self-Loops : 1661
Reciprocated Vertex Pair Ratio : 0.0193321616871705
Reciprocated Edge Ratio : 0.0379310344827586
Connected Components : 913
Single-Vertex Connected Components : 435
Maximum Vertices in a Connected Component : 2418
Maximum Edges in a Connected Component : 5529
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.185542
Graph Density : 0.00024257160576928
Modularity : 0.698303
NodeXL Version : 1.0.1.389

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[241] https://www.recode.net/2017/11/11/16619956/president-donald-trump-science-technology-open-jobs-federal-goverment-nominees
[140] https://trib.al/X5bektn
[36] https://www.sciencedirect.com/science/article/pii/S0308597X1730324X
[33] http://www.eva.mpg.de/ecology/index.html
[25] https://www.instagram.com/p/BbYK5Y5ARYq/
[19] https://www.recode.net/2017/11/11/16619956/president-donald-trump-science-technology-open-jobs-federal-goverment-nominees?utm_campaign=recode.net&utm_content=chorus&utm_medium=social&utm_source=twitter
[19] https://cacm.acm.org/magazines/2009/3/21798-open-access-publishing-in-science/abstract
[18] https://ocsdnet.org/manifesto/open-science-manifesto/
[18] https://www.recode.net/2017/11/11/16619956/president-donald-trump-science-technology-open-jobs-federal-goverment-nominees?utm_campaign=www.recode.net&utm_content=entry&utm_medium=social&utm_source=twitter
[18] http://www.open.edu/openlearn/science-maths-technology/the-oceans/content-section-0?in_menu=590338&utm_medium=social&utm_campaign=SocialSignIn&utm_source=Twitter&utm_content=BBC

Top URLs in Tweet in G1:
[8] https://twitter.com/expeditionlog/status/928904938817835009
[8] https://twitter.com/drandrewthaler/status/928841131567337478
[8] https://lee-phillips.org/nye/
[7] http://www.nasonline.org/programs/sackler-colloquia/upcoming-colloquia/Science_Communication_III.html
[6] https://twitter.com/DrAndrewThaler/status/928841131567337478
[6] https://biologeeks.blog/2017/11/10/the-elixir-of-life-could-just-be-red-wine/
[6] https://www.facebook.com/groups/CreativeResearchCommNetwork/
[4] https://twitter.com/i/moments/929378210776797184
[4] https://www.youtube.com/watch?v=SeKqDEFwBCA&feature=youtu.be
[4] https://twitter.com/m_gatta/status/929326285247188992

Top URLs in Tweet in G2:
[27] https://www.recode.net/2017/11/11/16619956/president-donald-trump-science-technology-open-jobs-federal-goverment-nominees
[12] https://trib.al/X5bektn
[6] https://www.inc.com/geoffrey-james/coffee-shops-are-better-than-open-plan-offices-according-to-science.html
[6] https://environment.territoryairservices.com/2017/11/11/environmental-science-trinity-open-day-2013/
[5] https://www.recode.net/2017/11/11/16619956/president-donald-trump-science-technology-open-jobs-federal-goverment-nominees?utm_campaign=www.recode.net&utm_content=entry&utm_medium=social&utm_source=twitter
[5] https://mindhacks.com/2017/11/09/open-science-essentials-pre-registration/
[5] https://mindhacks.com/2017/11/09/open-science-essentials-the-open-science-framework/
[4] http://ref.gl/81CqY1Bp
[3] https://sparceurope.org/new-international-coalition-takes-crowd-funding-style-approach-secure-future-open-science/
[3] https://www.instagram.com/p/BbYK5Y5ARYq/

Top URLs in Tweet in G3:
[18] https://ocsdnet.org/manifesto/open-science-manifesto/
[18] https://cacm.acm.org/magazines/2009/3/21798-open-access-publishing-in-science/abstract
[14] https://twitter.com/petersuber/status/929358416891531270
[10] http://www.sciencegeist.com/
[9] https://www.authorea.com/users/106029/articles/207832-open-in-order-to-have-a-plan-b
[9] https://www.eff.org/deeplinks/2017/05/diego
[7] https://www.youtube.com/watch?v=Y1X0xtB_JcY&feature=youtu.be
[3] http://www.stm-publishing.com/emerald-journal-collection-available-on-scienceopen/
[3] https://www.authorea.com/users/176209/articles/212230-open-notebook-science-means-better-science
[3] https://osf.io

Top URLs in Tweet in G4:
[204] https://www.recode.net/2017/11/11/16619956/president-donald-trump-science-technology-open-jobs-federal-goverment-nominees
[18] https://www.recode.net/2017/11/11/16619956/president-donald-trump-science-technology-open-jobs-federal-goverment-nominees?utm_campaign=recode.net&utm_content=chorus&utm_medium=social&utm_source=twitter
[10] https://www.recode.net/2017/11/11/16619956/president-donald-trump-science-technology-open-jobs-federal-goverment-nominees?utm_campaign=www.recode.net&utm_content=entry&utm_medium=social&utm_source=twitter
[1] https://www.recode.net/2017/11/11/16619956/president-donald-trump-science-technology-open-jobs-federal-goverment-nominees?utm_campaign=recode.social&utm_content=recode&utm_medium=social&utm_source=twitter
[1] https://twitter.com/i/web/status/929348051621335040
[1] https://www.recode.net/2017/11/11/16619956/president-donald-trump-science-technology-open-jobs-federal-goverment-nominees?utm_content=buffer9f1d5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/929563046384750593
[1] https://twitter.com/i/web/status/929348040724447232

Top URLs in Tweet in G5:
[126] https://trib.al/X5bektn
[2] https://trib.al/lqcuqI4
[2] https://trib.al/eVtqJPc
[1] https://twitter.com/i/web/status/929270419579899905
[1] https://twitter.com/i/web/status/929216911807836160
[1] https://www.inc.com/geoffrey-james/coffee-shops-are-better-than-open-plan-offices-according-to-science.html
[1] https://www.inc.com/geoffrey-james/coffee-shops-are-better-than-open-plan-offices-according-to-science.html?cid=sf01001&sr_share=twitter
[1] https://www.linkedin.com/slink?code=e9Et33A

Top URLs in Tweet in G6:
[32] http://www.eva.mpg.de/ecology/index.html
[3] http://www.ReFigureBlog.org
[1] https://twitter.com/i/web/status/928320039824056320
[1] https://fb.me/5Tyn5g4Tz
[1] http://science.sciencemag.org/lookup/doi/10.1126/science.aao1100
[1] https://twitter.com/i/web/status/929015783786778625
[1] https://cacm.acm.org/magazines/2009/3/21798-open-access-publishing-in-science/abstract
[1] https://twitter.com/i/moments/929378210776797184
[1] https://twitter.com/i/web/status/929063157611429889

Top URLs in Tweet in G7:
[2] https://osf.io/n33es/
[1] http://www.apa.org/news/press/releases/2017/08/open-science.aspx
[1] https://twitter.com/i/web/status/930011632725643264
[1] https://twitter.com/dingding_peng/status/929017486879744000
[1] https://twitter.com/i/web/status/929743832081752064
[1] http://www.tandfonline.com/doi/full/10.1080/09658211.2017.1373886?cookieSet=1
[1] https://twitter.com/i/web/status/928974351289995264
[1] https://osf.io/view/Psynom17/
[1] https://twitter.com/i/web/status/929502805299286016
[1] https://twitter.com/i/web/status/930003225947922432

Top URLs in Tweet in G8:
[4] https://opendatascience.com/blog/top-deep-learning-projects/?utm_content=buffera22f3&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://S2DS.org
[2] https://github.com/sparcopen/doathon/issues/62
[1] https://twitter.com/i/web/status/929058484951252993
[1] https://twitter.com/i/web/status/929036953021956096
[1] https://twitter.com/i/web/status/929113461522493440
[1] https://twitter.com/i/web/status/929050942346899457
[1] https://twitter.com/i/web/status/929040940081102848
[1] https://twitter.com/i/web/status/929043374547406849
[1] https://twitter.com/i/web/status/929066322830299136

Top URLs in Tweet in G9:
[18] http://www.open.edu/openlearn/science-maths-technology/the-oceans/content-section-0?in_menu=590338&utm_medium=social&utm_campaign=SocialSignIn&utm_source=Twitter&utm_content=BBC
[7] https://www.eventbrite.com/e/citizen-science-impact-event-the-open-university-tickets-39399801868?aff=ebdsorderfblightbox
[5] http://www.open.ac.uk/postgraduate/prospectus/research/how-to-apply/doctoral-training-partnership-studentships/social-science?utm_medium=social&utm_campaign=SocialSignIn&utm_source=Twitter
[4] http://www.open.edu/openlearn/science-maths-technology/science/biology/nutrition-vitamins-and-minerals/content-section-0?active-tab=description-tab#
[1] http://www.open.edu/openlearn/science-maths-technology/mathematics-and-statistics/mathematics/perplex-classic-puzzles-past-and-present
[1] http://www.open.ac.uk/courses/qualifications/q64-ear?utm_medium=social&utm_campaign=SocialSignIn&utm_source=Twitter
[1] https://twitter.com/i/web/status/929011604506673152
[1] https://twitter.com/i/web/status/847081740455870464
[1] https://twitter.com/i/web/status/929799252645171200
[1] https://twitter.com/i/web/status/930024222302310400

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/930200375109357568
[1] https://twitter.com/i/web/status/929317157741064192
[1] https://twitter.com/i/web/status/930173089668886528
[1] https://twitter.com/i/web/status/929447798231232513
[1] https://twitter.com/i/web/status/929590783975612416
[1] https://twitter.com/i/web/status/930094168432619520
[1] https://twitter.com/i/web/status/928778507592912898
[1] https://twitter.com/i/web/status/929373862705459200
[1] https://twitter.com/i/web/status/929839801821466624
[1] https://twitter.com/i/web/status/929833590896185345

Top Domains
Top Domains in Tweet in Entire Graph:
[1770] twitter.com
[285] recode.net
[147] trib.al
[54] youtube.com
[50] sciencedirect.com
[45] fb.me
[39] instagram.com
[33] mpg.de
[31] google.com
[24] open.edu

Top Domains in Tweet in G1:
[804] twitter.com
[29] youtube.com
[18] echorivera.com
[14] wordpress.com
[12] paper.li
[8] instagram.com
[8] ac.uk
[8] lee-phillips.org
[7] google.com
[7] nih.gov

Top Domains in Tweet in G2:
[188] twitter.com
[37] recode.net
[22] fb.me
[13] trib.al
[13] spotify.com
[10] mindhacks.com
[8] inc.com
[8] instagram.com
[7] opendatascience.com
[7] linkedin.com

Top Domains in Tweet in G3:
[185] twitter.com
[18] ocsdnet.org
[18] acm.org
[17] scienceopen.com
[14] authorea.com
[10] sciencegeist.com
[9] youtube.com
[9] eff.org
[5] github.com
[4] osf.io

Top Domains in Tweet in G4:
[234] recode.net
[3] twitter.com

Top Domains in Tweet in G5:
[130] trib.al
[2] twitter.com
[2] inc.com
[1] linkedin.com

Top Domains in Tweet in G6:
[32] mpg.de
[4] twitter.com
[3] refigureblog.org
[1] fb.me
[1] sciencemag.org
[1] acm.org

Top Domains in Tweet in G7:
[25] twitter.com
[3] osf.io
[1] apa.org
[1] tandfonline.com
[1] cloudfront.net
[1] github.com
[1] mpg.de

Top Domains in Tweet in G8:
[32] twitter.com
[5] opendatascience.com
[4] github.com
[3] s2ds.org
[1] recode.net
[1] fb.me
[1] scholarlyhub.org
[1] wildml.com

Top Domains in Tweet in G9:
[23] open.edu
[11] twitter.com
[7] eventbrite.com
[7] ac.uk
[1] socsi.in

Top Domains in Tweet in G10:
[18] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[998] scicomm
[380] openscience
[243] opencon
[237] science
[128] sfn17
[102] openaccess
[67] sciart
[56] psynom17
[41] stem
[41] worldscienceday



Top Hashtags in Tweet in G1:
[977] scicomm
[254] openscience
[138] science
[117] sfn17
[67] sciart
[42] opencon
[39] stem
[32] openaccess
[29] opendata
[25] climatechange

Top Hashtags in Tweet in G2:
[11] science
[4] psynom17
[3] cybersecurity
[3] datascience
[3] nowplaying
[3] openaccess
[3] opencon
[2] theblueprintway
[2] rdguk
[2] woky

Top Hashtags in Tweet in G3:
[192] opencon
[69] openscience
[43] openaccess
[17] bulliedintobadscience
[16] opencon2017
[11] scienceopen
[7] development
[6] openness
[5] oa
[4] open

Top Hashtags in Tweet in G4:
[2] selfdrivingcars

Top Hashtags in Tweet in G6:
[2] scicomm
[1] numfocus

Top Hashtags in Tweet in G7:
[44] psynom17
[7] ssss2017
[5] openscience
[1] cjep

Top Hashtags in Tweet in G8:
[7] johdat
[4] ai
[4] datascienceongcp
[4] tensorflow
[4] dataflow
[3] graphs
[3] scalable
[2] africa
[2] open_science_plateforme
[2] open

Top Hashtags in Tweet in G9:
[24] blueplanet2
[7] puzzlefortoday
[7] citsci
[7] learning
[7] citizenscience
[4] nutrition
[4] ou
[3] design

Top Words
Top Words in Tweet in Entire Graph:
[4966] Words in Sentiment List#1: Positive
[1262] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[103528] Non-categorized Words
[109756] Total Words
[2846] science
[2777] open
[1006] scicomm
[385] openscience
[385] s

Top Words in Tweet in G1:
[985] scicomm
[418] science
[255] openscience
[140] great
[123] more
[121] out
[119] sfn17
[103] research
[103] s
[79] scientists

Top Words in Tweet in G2:
[332] science
[313] open
[72] s
[65] one
[64] 11
[59] tech
[56] year
[55] still
[55] posts
[55] government

Top Words in Tweet in G3:
[470] open
[435] science
[179] opencon
[73] openscience
[63] bibliodiversity
[62] open_con
[62] jussieucall
[58] call
[57] science_open
[56] jussieu

Top Words in Tweet in G4:
[205] administration
[204] senwhitehouse
[204] wonder
[204] good
[204] luck
[204] finding
[204] real
[204] scientists
[204] willing
[204] work

Top Words in Tweet in G5:
[135] easier
[135] focus
[135] coffee
[135] shop
[135] open
[135] plan
[135] office
[134] neuroscientists
[134] discovered
[129] inc

Top Words in Tweet in G6:
[106] open
[42] science
[38] 1000
[32] scientist
[32] post
[32] doc
[32] phd
[32] positions
[32] department
[32] leipzig

Top Words in Tweet in G7:
[106] open
[98] science
[44] psynom17
[30] candicemorey
[29] richarddmorey
[26] lornejcampbell
[21] workshop
[21] slides
[19] lunchtime
[19] busy

Top Words in Tweet in G8:
[130] data
[115] science
[104] open
[33] source
[31] learning
[30] databrett
[30] news
[23] subscribe
[23] newsletter
[23] stay

Top Words in Tweet in G9:
[52] openuniversity
[36] free
[33] course
[28] more
[24] blueplanet2
[24] ou
[22] want
[22] oceans
[20] phd
[20] learn

Top Words in Tweet in G10:
[15] dumptrump7
[10] thismomhcn
[10] plasticdoe
[10] emmagpaley
[9] mmelgar09
[8] miche371
[8] kidoctr
[7] vbalance03
[7] protectfemales
[7] lalaruefrench75

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[725] open,science
[208] real,scientists
[206] wonder,good
[206] good,luck
[206] luck,finding
[206] finding,real
[206] scientists,willing
[206] willing,work
[206] work,administration
[205] senwhitehouse,wonder

Top Word Pairs in Tweet in G1:
[58] check,out
[31] science,scicomm
[28] sciart,scicomm
[25] sfn17,scicomm
[24] science,communication
[24] gt,gt
[23] don,t
[21] social,media
[20] openscience,cnrs
[17] scicomm,sciart

Top Word Pairs in Tweet in G2:
[60] open,science
[56] science,tech
[54] tech,posts
[52] one,year
[52] trump,s
[52] 11,science
[51] year,president
[51] s,election
[50] election,11
[50] posts,government

Top Word Pairs in Tweet in G3:
[317] open,science
[63] science,bibliodiversity
[56] jussieu,call
[48] jussieucall,open
[45] open,access
[45] half,dozen
[45] dozen,reasons
[45] reasons,support
[40] support,jussieu
[40] call,jussieucall

Top Word Pairs in Tweet in G4:
[204] wonder,good
[204] good,luck
[204] luck,finding
[204] finding,real
[204] real,scientists
[204] scientists,willing
[204] willing,work
[204] work,administration
[203] senwhitehouse,wonder
[43] science,tech

Top Word Pairs in Tweet in G5:
[135] easier,focus
[135] focus,coffee
[135] coffee,shop
[135] shop,open
[135] open,plan
[135] plan,office
[134] neuroscientists,discovered
[134] discovered,easier
[126] inc,neuroscientists
[3] office,sales_source

Top Word Pairs in Tweet in G6:
[32] scientist,post
[32] post,doc
[32] doc,phd
[32] phd,positions
[32] positions,open
[32] open,department
[32] department,leipzig
[32] leipzig,things
[32] things,value
[31] rlmcelreath,scientist

Top Word Pairs in Tweet in G7:
[77] open,science
[25] psynom17,open
[20] workshop,psynom17
[19] slides,lunchtime
[19] lunchtime,workshop
[19] science,busy
[19] busy,researcher
[19] researcher,candicemorey
[18] richarddmorey,slides
[10] open,reproducible

Top Word Pairs in Tweet in G8:
[106] data,science
[33] open,source
[30] source,data
[29] open,data
[23] subscribe,newsletter
[23] newsletter,stay
[23] stay,up
[23] up,date
[23] date,latest
[23] latest,news

Top Word Pairs in Tweet in G9:
[20] learn,more
[18] loving,blueplanet2
[18] blueplanet2,want
[18] want,learn
[18] more,oceans
[18] oceans,try
[18] try,free
[18] free,ou
[18] ou,course
[17] openuniversity,loving

Top Word Pairs in Tweet in G10:
[7] dumptrump7,lalaruefrench75
[7] lalaruefrench75,ghoppe
[7] ghoppe,pharmanemesis
[5] kidoctr,mmelgar09
[5] pharmanemesis,organic_mumzy
[4] vbalance03,science_guy5
[4] science_guy5,protectfemales
[4] steffieschiltz,vbalance03
[4] mmelgar09,dumptrump7
[3] plasticdoe,thereal_truther

Top Replied-To
Top Replied-To in Entire Graph:
@rchampieux
@_open_science_
@hoagie_fest
@jeffrouder
@plasticdoe
@aubrey_huff
@denalbz
@ryancmccarty1
@paleophile
@cpelvcu

Top Replied-To in G1:
@ryancmccarty1
@hoagie_fest
@paleophile
@cpelvcu
@_open_science_
@claytontlamb
@haythamfayek
@primary_immune
@joshkking
@sophtalkssci

Top Replied-To in G3:
@rchampieux
@denalbz
@eunizeh
@zukihlwati
@protohedgehog
@evomri
@docjem1972
@subutaiahmad
@kamelbelhamel
@jessicapolka

Top Replied-To in G4:
@senwhitehouse

Top Replied-To in G6:
@mylinhluong

Top Replied-To in G7:
@jeffrouder
@lornejcampbell
@gvillejoubert
@research_tim
@kate_psych
@alxetz
@richarddmorey
@drrobinm

Top Replied-To in G9:
@ladysabriel

Top Replied-To in G10:
@plasticdoe
@thismomhcn
@kidoctr
@etweeetz
@kenjaques
@jkellyca
@qtbeauty
@lilearthling369
@agargmd
@joegooding

Top Mentioned
Top Mentioned in Entire Graph:
@senwhitehouse
@inc
@sakigake_gay
@science_open
@open_con
@jussieucall
@openuniversity
@dorsalstream
@denalbz
@petersuber

Top Mentioned in G1:
@_open_science_
@iamscicomm
@sigmaxisociety
@thechattysci
@sfntweets
@oben99998
@echoechor
@rchampieux
@brookesimler
@shiplives

Top Mentioned in G2:
@augustopaladin
@warriors_mom
@gbedutrust
@poemtrees
@sourceable_
@stcrosscollege
@codofwar1

Top Mentioned in G3:
@jussieucall
@open_con
@science_open
@petersuber
@protohedgehog
@denalbz
@zukihlwati
@jessicapolka
@heluc
@altmetric

Top Mentioned in G4:
@senwhitehouse
@recode
@tonyromm
@spillihp_larc

Top Mentioned in G5:
@inc
@sales_source

Top Mentioned in G6:
@rlmcelreath
@derekcbraun
@drsherrypagoto
@lorenaabarba
@fperez_org
@re_figure
@protohedgehog
@_open_science_
@kecostello
@slightlyevolpod

Top Mentioned in G7:
@candicemorey
@richarddmorey
@lornejcampbell
@jeffrouder
@siminevazire
@clroth99
@gernsbacherlab
@bestsexdoc
@burgelmanjean
@crepaldidavide

Top Mentioned in G8:
@databrett
@therriaultphd
@odsc
@jonloyens
@polaris_project
@quietstormnat
@dr_steve_kramer
@katchja
@jnkka
@datadotworld

Top Mentioned in G9:
@openuniversity
@ukmathstrust
@oufreelearning
@bbcr4today
@oumathsstats
@opentel_ou
@es5
@sharplm
@herodotouc
@aristeid

Top Mentioned in G10:
@dumptrump7
@emmagpaley
@mmelgar09
@thismomhcn
@miche371
@plasticdoe
@protectfemales
@lalaruefrench75
@ghoppe
@pharmanemesis

Top Tweeters
Top Tweeters in Entire Graph:
@nakhon224
@amandsst
@col_connaughton
@gnews_center
@qxnews
@vrai777
@poemtrees
@garnerbarro
@heelleclech
@yahyaalireal

Top Tweeters in G1:
@delta
@evankirstel
@irishtimes
@cocacola
@alaskaair
@ft
@whysharksmatter
@binaryloom
@sharkgoddess
@realscientists

Top Tweeters in G2:
@nakhon224
@amandsst
@col_connaughton
@vrai777
@poemtrees
@garnerbarro
@yahyaalireal
@cyberdomain
@jowokere
@bhumharit

Top Tweeters in G3:
@dominiquevanpee
@kimvie
@glynmoody
@pennyb
@jchrispires
@mapc
@ayirpelle
@luisb
@mrgunn
@protohedgehog

Top Tweeters in G4:
@catawu
@doodlebug0
@riseupabove
@ellenmorris1222
@watergatesummer
@melissajpeltier
@amazingchevvolt
@sampson_elaine
@dredeyedick
@syr829

Top Tweeters in G5:
@ken_ragsdale
@inc
@benacheson
@shaileshtewarie
@martillos3
@fasfionm
@shauncoffey
@kassypajarillo
@juliosilvajr
@mikezaladonis

Top Tweeters in G6:
@ap_saegge
@maelorin
@itativcs
@drcastone
@largitio
@jlwalker97
@freakboy3742
@duffy_ma
@denniseckmeier
@asihcopeia

Top Tweeters in G7:
@mariawolters
@doctorwhy
@rowlandm
@hardsci
@ericschrimshaw
@ariellewastaken
@richarddmorey
@neillewisjr
@research_tim
@_kuhsandruh

Top Tweeters in G8:
@alevergara78
@zippylab
@noteworthywifey
@machinelearnbot
@biogirl09
@codingflux_
@nlp_stories
@this1wierdgirl
@scottbot_17
@sweetdeesez

Top Tweeters in G9:
@ianrobinson
@bbcradio4
@bbcr4today
@digitaldecoded1
@oustudents
@bobbybigboyuk
@nbeauhypno
@mr_kc_l
@openuniversity
@sabinadegaston

Top Tweeters in G10:
@sheeple101
@lalaruefrench75
@doritmi
@vbalance03
@setagayagirl
@joegooding
@debnantz
@luma923
@gflaterr
@danaelizabeth69