open science, Twitter, 6/18/2019 3:39:25 PM, 200362


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open science_2019-06-18_07-05-08.xlsx
open science_2019-06-18_07-05-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 18, 2019
Short Description:
open science via NodeXL http://bit.ly/2XULlZO
@_open_science_
@thesgconline
@th
@folorunshoaye
@nasa
@hobbit179
@takethatdarwin
@datasciencefr
@leetwimberly
@richardeudes

Top hashtags:
#scicomm
#openscience
#science
#openaccess
#openinnovation
#datascience
#research

Description:
Description
The graph represents a network of 6,792 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, 18 June 2019 at 14:06 UTC.

The requested start date was Tuesday, 18 June 2019 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 4-day, 7-hour, 38-minute period from Thursday, 13 June 2019 at 16:22 UTC to Tuesday, 18 June 2019 at 00:01 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 : 6792
Unique Edges : 7951
Edges With Duplicates : 1190
Total Edges : 9141
Number of Edge Types : 3
Mentions : 7460
Tweet : 1222
Replies to : 459
Self-Loops : 1222
Reciprocated Vertex Pair Ratio : 0.027550879136093
Reciprocated Edge Ratio : 0.0536243600107788
Connected Components : 1216
Single-Vertex Connected Components : 459
Maximum Vertices in a Connected Component : 2523
Maximum Edges in a Connected Component : 4407
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 7.206618
Graph Density : 0.000160912411094917
Modularity : 0.809843
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[82] https://www.cbc.ca/news/health/biomedical-research-open-notebook-science-patent-drugs-pharmaceutical-academic-research-1.5176792
[48] https://www.kdnuggets.com/2019/06/top-data-science-machine-learning-tools.html
[22] https://speakerdeck.com/s_aoki/open-science-at-kamitani-lab-2019
[20] https://www.vox.com/the-highlight/2019/6/3/18271538/open-access-elsevier-california-sci-hub-academic-paywalls?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[17] https://www.vox.com/the-highlight/2019/6/3/18271538/open-access-elsevier-california-sci-hub-academic-paywalls
[16] https://splash247.com/open-loop-scrubbers-science-and-the-japan-report/
[14] https://www.cbc.ca/news/health/biomedical-research-open-notebook-science-patent-drugs-pharmaceutical-academic-research-1.5176792?__vfz=medium%3Dsharebar
[13] https://www.eventbrite.com/e/open-science-open-innovation-synergies-conflicts-tickets-63195904652
[13] https://splash247.com/open-loop-scrubbers-science-and-the-japan-report/?utm_source=dlvr.it&utm_medium=twitter
[13] http://www.citizenscience.gov

Top URLs in Tweet in G1:
[6] https://www.cbc.ca/news/health/biomedical-research-open-notebook-science-patent-drugs-pharmaceutical-academic-research-1.5176792
[4] https://journals.ametsoc.org/doi/abs/10.1175/MWR-D-18-0338.1
[4] https://www.dri.ie/were-hiring-education-and-outreach-manager
[3] https://www.sciencemag.org/news/2019/06/university-california-crispr-researchers-form-drug-discovery-alliance-pharma-giant
[2] https://www.sciencemag.org/custom-publishing/webinars/selling-without-selling-out-how-communicate-your-science
[2] https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2018EF000989
[2] https://journals.ametsoc.org/doi/pdf/10.1175/BAMS-D-18-0228.1
[2] http://med.stanford.edu/news/all-news/2019/06/antibody-treatment-allows-transplant-of-mismatched-stem-cells.html
[2] https://genomemedicine.biomedcentral.com/articles/10.1186/s13073-019-0649-3
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2018EF001063

Top URLs in Tweet in G2:
[22] https://www.cbc.ca/news/health/biomedical-research-open-notebook-science-patent-drugs-pharmaceutical-academic-research-1.5176792
[10] https://www.cbc.ca/news/health/biomedical-research-open-notebook-science-patent-drugs-pharmaceutical-academic-research-1.5176792?__vfz=medium%3Dsharebar
[8] https://www.vox.com/the-highlight/2019/6/3/18271538/open-access-elsevier-california-sci-hub-academic-paywalls
[4] https://scipol.org/jobs/bachelor%E2%80%99s-level-economist
[3] http://F.Sc
[3] https://scipol.org/jobs/officer-environmental-research-and-science
[3] https://chefquant.blogspot.com/2019/06/before-you-open-new-restaurant-read.html
[2] https://eshorizonte2020.es/actualidad/eventos/webinar-open-science-open-innovation-synergies-conflicts
[2] https://www.vox.com/the-highlight/2019/6/3/18271538/open-access-elsevier-california-sci-hub-academic-paywalls?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[2] https://www.reddit.com/r/science/comments/c0nf6b/melt_ponds_open_in_arctic_as_permafrost_melts_at/?utm_source=ifttt

Top URLs in Tweet in G3:
[27] https://www.cbc.ca/news/health/biomedical-research-open-notebook-science-patent-drugs-pharmaceutical-academic-research-1.5176792
[13] http://www.citizenscience.gov
[10] https://go.usa.gov/xmSJY
[9] https://www.eventbrite.com/e/open-science-open-innovation-synergies-conflicts-tickets-63195904652
[6] http://pon.edu.pl/
[6] https://www.force11.org/fsci/2019
[4] https://twitter.com/evamen/status/1139582330090283008
[3] https://www.mdpi.com/2304-6775/7/2/44/htm
[3] http://www.barcamp-open-science.eu
[3] https://www.eventbrite.com/e/open-science-open-innovation-synergies-conflicts-tickets-63195904652?aff=estw

Top URLs in Tweet in G4:
[6] https://www.cbc.ca/news/health/biomedical-research-open-notebook-science-patent-drugs-pharmaceutical-academic-research-1.5176792
[1] https://twitter.com/Canberroo/status/1139693064098734080
[1] https://twitter.com/cosaingalway/status/1129665787315314689?s=19
[1] https://twitter.com/DarrylKing74/status/1140243745457283080
[1] http://library2.open.oregonstate.edu/climatechange/chapter/some-observations/

Top URLs in Tweet in G7:
[4] https://osf.io/9uj35/
[1] https://jobs.leeds.ac.uk/vacancy.aspx?ref=MHLDA1026
[1] https://twitter.com/goatsthatstare/status/1140543843932266496
[1] https://twitter.com/JonHaidt/status/1093535204692684800
[1] https://twitter.com/samuelmehr/status/1139733291899080705
[1] https://staltz.com/software-below-the-poverty-line.html
[1] https://distrotest.net/
[1] https://open.spotify.com/episode/59T1ZFxwuULq8wfMcrciaF?si=RIwLeKQoS5aj22As8eibSQ
[1] https://www.wired.com/2017/06/diversity-open-source-even-worse-tech-overall/
[1] https://www.americanscientist.org/article/open-science-isnt-always-open-to-all-scientists

Top URLs in Tweet in G9:
[3] https://umich.instructure.com/login
[1] https://www.aimos2019conference.com/
[1] https://twitter.com/nicholaswunz/status/1139297595128369152
[1] https://psyarxiv.com/e9zs8
[1] https://www.nwo.nl/beleid/open+science
[1] https://docs.google.com/document/d/1LqGdtHg0dMbj9lsCnC1QOoWzIsnSNRTSek6i3Kls2Ik/edit
[1] http://www.estherkuehn-science.org/open-positions.html
[1] https://docs.google.com/spreadsheets/d/1LNF5_bOkRV-RLIF4HYmu-gOemIa4IdfXEer89fM-Vy8/edit#gid=0
[1] https://www.mdpi.com/2304-6775/7/2/44/htm
[1] https://www.easp.eu/news/itm/-921.html

Top URLs in Tweet in G10:
[9] https://www.uclpress.co.uk/products/109467?utm_source=jiscmail&utm_medium=listserv&utm_campaign=UCL19AF58J
[5] http://bit.ly/2W9sJ6x
[3] https://scholarlykitchen.sspnet.org/2019/06/11/better-metadata-could-help-save-the-world/
[2] https://www.cbc.ca/news/health/biomedical-research-open-notebook-science-patent-drugs-pharmaceutical-academic-research-1.5176792?__vfz=medium%3Dsharebar
[2] https://www.leru.org/publications/open-science-and-its-role-in-universities-a-roadmap-for-cultural-change
[2] https://moving.mz.tu-dresden.de/mooc
[2] http://discovery.ucl.ac.uk/10075065/1/Science-Policy-under-Thatcher.pdf
[2] https://twitter.com/Science_Open/status/1140516631254327297
[2] https://blog.scienceopen.com/2018/07/researcher-tools-on-scienceopen/
[2] https://ucl.scienceopen.com/document?-1.ILinkListener-header-action~bar-download~dropdown-pdf~link-link&vid=adf30db4-e8c5-4954-b1b8-39d356f2109e

Top Domains
Top Domains in Tweet in Entire Graph:
[265] twitter.com
[106] cbc.ca
[57] kdnuggets.com
[48] spotify.com
[43] vox.com
[36] co.uk
[36] sciencedirect.com
[35] ac.uk
[34] medium.com
[33] google.com

Top Domains in Tweet in G1:
[89] twitter.com
[10] cbc.ca
[8] wiley.com
[6] sciencemag.org
[6] ametsoc.org
[6] youtube.com
[5] instagram.com
[4] blogspot.com
[4] dri.ie
[4] theconversation.com

Top Domains in Tweet in G2:
[43] twitter.com
[34] cbc.ca
[28] spotify.com
[12] sciencedirect.com
[11] vox.com
[9] medium.com
[8] co.uk
[8] scipol.org
[6] lnkd.in
[5] facebook.com

Top Domains in Tweet in G3:
[28] cbc.ca
[21] twitter.com
[15] eventbrite.com
[13] citizenscience.gov
[13] usa.gov
[8] reddit.com
[6] youtube.com
[6] edu.pl
[6] force11.org
[4] eliademy.com

Top Domains in Tweet in G4:
[6] cbc.ca
[3] twitter.com
[1] oregonstate.edu

Top Domains in Tweet in G7:
[6] twitter.com
[4] osf.io
[3] curatescience.org
[1] ac.uk
[1] staltz.com
[1] distrotest.net
[1] spotify.com
[1] wired.com
[1] americanscientist.org
[1] mpg.de

Top Domains in Tweet in G9:
[3] instructure.com
[2] psyarxiv.com
[2] google.com
[1] aimos2019conference.com
[1] twitter.com
[1] nwo.nl
[1] estherkuehn-science.org
[1] mdpi.com
[1] easp.eu
[1] theconversation.com

Top Domains in Tweet in G10:
[26] scienceopen.com
[10] co.uk
[9] twitter.com
[7] bit.ly
[5] ac.uk
[3] sspnet.org
[2] cbc.ca
[2] leru.org
[2] tu-dresden.de
[2] ow.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[402] scicomm
[332] openscience
[211] science
[74] openaccess
[70] openinnovation
[56] datascience
[47] research
[42] ai
[41] co2
[37] ipr



Top Hashtags in Tweet in G1:
[388] scicomm
[100] openscience
[45] science
[15] research
[13] sciart
[13] openaccess
[13] phdchat
[12] sciencetwitter
[12] academictwitter
[11] stem

Top Hashtags in Tweet in G2:
[35] science
[23] kellyjobs
[23] kellyservices
[8] scipoljobs
[7] ai
[6] education
[6] research
[5] open
[4] openscience
[4] nowplaying

Top Hashtags in Tweet in G3:
[169] openscience
[65] openinnovation
[37] ipr
[17] ohbm2019
[13] crowdsourcing
[11] citizenscience
[9] newsletter
[8] fsci
[8] huntingtonsdisease
[8] rri

Top Hashtags in Tweet in G4:
[9] climatechange
[2] climatebrawl

Top Hashtags in Tweet in G7:
[6] openscience
[3] openica
[1] phdchat
[1] opensource
[1] linux
[1] fairdata
[1] biodifairse
[1] opencomm
[1] rstats
[1] camreproducibility

Top Hashtags in Tweet in G8:
[1] prolifegeneration
[1] prolife
[1] unplanned

Top Hashtags in Tweet in G9:
[7] mcls2019
[5] openscience
[3] mtbos
[3] iteachmath
[3] elemmathchat
[3] swdmathchat
[3] academictwitter
[1] scicomm
[1] sciart
[1] bayesmcls

Top Hashtags in Tweet in G10:
[28] scienceopen
[15] openaccess
[8] openscience
[6] poster
[5] uclopen
[5] oa
[5] uclopenenvironment
[4] research
[4] metadata
[4] mooc

Top Words
Top Words in Tweet in Entire Graph:
[4545] Words in Sentiment List#1: Positive
[1917] Words in Sentiment List#2: Negative
[16] Words in Sentiment List#3: Angry/Violent
[130718] Non-categorized Words
[137180] Total Words
[3217] open
[3038] science
[516] research
[470] now
[463] more

Top Words in Tweet in G1:
[386] #scicomm
[116] science
[100] #openscience
[78] research
[66] out
[64] more
[52] open
[47] #science
[43] s
[43] new

Top Words in Tweet in G2:
[424] science
[412] open
[56] more
[52] data
[51] s
[47] see
[41] jobs
[38] research
[35] new
[35] link

Top Words in Tweet in G3:
[296] open
[242] science
[169] #openscience
[123] research
[65] synergies
[65] conflicts
[65] #openinnovation
[61] more
[60] webinar
[52] robert

Top Words in Tweet in G4:
[44] science
[33] open
[22] debate
[10] climate
[10] nuckchorris16
[9] object
[9] calling
[9] internet
[9] conversation
[9] #climatechange

Top Words in Tweet in G5:
[10] science
[10] open
[7] takethatdarwin
[5] wintersfalt
[5] nm_rocker
[4] schmoop0521
[4] t
[4] remnantofisrae1
[4] skot777
[4] kissmyhitchens

Top Words in Tweet in G6:
[171] amazing
[171] teamyoutube
[171] systematically
[171] ban
[171] demonetize
[171] lgbt
[171] creators
[171] specifically
[171] restore
[171] black

Top Words in Tweet in G7:
[65] science
[63] open
[29] orbenamy
[29] review
[29] systematic
[29] time
[28] thesis'
[28] literature
[28] counted
[28] 60

Top Words in Tweet in G8:
[278] pro
[139] lifers
[139] please
[139] refrain
[139] insulting
[139] choicers
[139] line
[139] prolife
[139] values
[139] prove

Top Words in Tweet in G9:
[67] science
[61] open
[51] workshop
[51] discussion
[44] posters
[43] hackathon
[42] call
[42] group
[42] proposals
[42] aimos

Top Words in Tweet in G10:
[93] open
[67] science
[35] new
[28] #scienceopen
[27] research
[23] access
[21] free
[17] article
[16] journals
[16] 2

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[666] open,science
[233] now,open
[208] data,science
[191] open,access
[172] black,pigeon
[171] open,source
[171] amazing,teamyoutube
[171] teamyoutube,systematically
[171] systematically,ban
[171] ban,demonetize

Top Word Pairs in Tweet in G1:
[24] open,science
[22] check,out
[12] looking,forward
[11] don,t
[11] phd,student
[11] #scicomm,#science
[10] find,out
[8] plain,language
[8] language,summary
[8] here,s

Top Word Pairs in Tweet in G2:
[52] open,science
[30] data,science
[30] click,link
[30] link,bio
[30] bio,see
[30] see,currently
[30] currently,open
[30] open,access
[26] science,jobs
[23] open,biotech

Top Word Pairs in Tweet in G3:
[149] open,science
[65] synergies,conflicts
[62] #openscience,#openinnovation
[52] robert,jan
[52] jan,smits
[47] open,innovation
[36] believe,#openscience
[36] #openscience,gateway
[36] gateway,more
[36] more,inclusive

Top Word Pairs in Tweet in G4:
[9] object,calling
[9] calling,internet
[9] internet,conversation
[9] conversation,science
[9] science,debate
[9] debate,debate
[9] debate,#climatechange
[8] science,settled
[8] settled,alarmists
[8] alarmists,pretend

Top Word Pairs in Tweet in G5:
[5] wintersfalt,nm_rocker
[3] schmoop0521,the_newty
[3] the_newty,skot777
[3] skot777,simimark03
[3] simimark03,takethatdarwin
[3] takethatdarwin,bootsrnecessary
[3] yorksfromhome,blueprint_371
[3] blueprint_371,kissmyhitchens
[3] kissmyhitchens,tvictorinus
[3] tvictorinus,stejwill

Top Word Pairs in Tweet in G6:
[171] amazing,teamyoutube
[171] teamyoutube,systematically
[171] systematically,ban
[171] ban,demonetize
[171] demonetize,lgbt
[171] lgbt,creators
[171] creators,specifically
[171] specifically,restore
[171] restore,black
[171] black,pigeon

Top Word Pairs in Tweet in G7:
[43] open,science
[28] thesis',literature
[28] literature,review
[28] review,counted
[28] counted,60
[28] 60,published
[28] published,systematic
[28] systematic,reviews
[28] reviews,meta
[28] meta,analyses

Top Word Pairs in Tweet in G8:
[139] pro,lifers
[139] lifers,please
[139] please,refrain
[139] refrain,insulting
[139] insulting,pro
[139] pro,choicers
[139] choicers,line
[139] line,prolife
[139] prolife,values
[139] values,prove

Top Word Pairs in Tweet in G9:
[42] call,workshop
[42] workshop,hackathon
[42] hackathon,discussion
[42] discussion,group
[42] group,proposals
[42] proposals,posters
[42] posters,aimos
[42] aimos,association
[42] association,interdisciplinary
[42] interdisciplinary,metaresearch

Top Word Pairs in Tweet in G10:
[23] open,access
[19] open,science
[15] open,research
[15] article,#scienceopen
[14] collaborative,science
[14] science,2
[14] 2,0
[14] 0,open
[13] science,policy
[13] policy,under

Top Replied-To
Top Replied-To in Entire Graph:
@protohedgehog
@chrisdc77
@jeroenbosman
@jaeb_so_nasty
@sam_d_parsons
@physwiz
@copernicuseu
@sethmacfarlane
@kevinzollman
@ben_c_j

Top Replied-To in G1:
@physwiz
@arwaksmunski
@sineadherself
@tdienlin
@chrisdc77
@drbrucewebber
@barryam
@plantmomkaty
@moshe_hoffman
@shakiguani

Top Replied-To in G3:
@protohedgehog
@jeroenbosman
@opensciplatform
@kirstie_j
@michael__rera
@tobyabgreen
@fgrazz
@tedxmacc
@apstrafella
@rikvvz

Top Replied-To in G4:
@jaeb_so_nasty
@nuckchorris16
@suzannelittlej3
@theresphysics
@does_science
@sagevals
@joepubl39828914
@ingersolrobert
@geraldkutney
@hammersbagga

Top Replied-To in G5:
@wolfpak561
@takethatepi
@toddw29538160
@jerrylmassey
@show_tao
@shannon27765244
@s0crate5
@wintersfalt
@lightofthecross

Top Replied-To in G6:
@rizartha1
@rnbwblacksheep
@chrisiousity

Top Replied-To in G7:
@ben_c_j
@sam_d_parsons
@chrisdc77
@lisadebruine
@bowmanspartan
@jamesebartlett
@volz_le
@jade_pickering
@polscireplicate
@research_tim

Top Replied-To in G8:
@charltoncosima

Top Replied-To in G9:
@kevinzollman
@ldscherer
@marike_cogneuro
@tonylfreitas
@g_mertens
@lakens
@junegruber
@hardsci
@chrisdc77
@annemscheel

Top Replied-To in G10:
@caponte__
@science_glamour
@science_open
@dwnklr
@scipublab
@ymasannat
@i_a_dickie
@profsandyoliver

Top Mentioned
Top Mentioned in Entire Graph:
@teamyoutube
@m_nerdskull
@zsciencedoc
@sierranevcorp
@cwknews
@voxdotcom
@royalsociety
@thesgconline
@fidlerfm
@usgsa

Top Mentioned in G1:
@_open_science_
@cwru_shrc
@agu_scicomm
@soapboxscience
@newcolomboplan
@lkcnhm
@kcrowecbc
@g4mma
@peursenwtvan
@primary_immune

Top Mentioned in G2:
@the_issr
@freerecall
@dwih_newdelhi
@serata_id
@freethephd
@suzieqsolutions
@matscienceevent

Top Mentioned in G3:
@thesgconline
@usgsa
@rachaelevelyn
@fosterscience
@gtoneill
@mariecurie_alum
@whostp
@oaforclimate
@opensciencemooc
@eurodoc

Top Mentioned in G4:
@nuckchorris16
@jonsaxon67
@tangomitteckel
@sombregreen
@dawntj90
@stevesgoddard
@bubbasranch
@drgurdeepparhar
@charlesdarwintx
@geraldkutney

Top Mentioned in G5:
@takethatdarwin
@nm_rocker
@schmoop0521
@remnantofisrae1
@skot777
@kissmyhitchens
@tvictorinus
@cubesteve
@wearetheleavers
@____roar____

Top Mentioned in G6:
@teamyoutube
@m_nerdskull
@sterlingericson
@rickspr59300218
@kai_milbridge
@the_moviebob
@szyzk3
@rizartha1

Top Mentioned in G7:
@orbenamy
@chrisdc77
@icahdq
@natcomm
@ben_c_j
@dsquintana
@volz_le
@annabellewenas
@jamesebartlett
@lida_uk

Top Mentioned in G8:
@zsciencedoc
@olitasdmar

Top Mentioned in G9:
@fidlerfm
@balazsaczel
@estherekuehn
@siminevazire
@lakens
@ncirs
@c_kavanagh
@cossi_vaccine
@psycasm
@camillakgilmore

Top Mentioned in G10:
@momosci20
@uclopen_env
@carelstolker
@i_a_dickie
@uclpress
@4sweb
@metadata2020
@science_open
@ucylpay
@dwnklr

Top Tweeters
Top Tweeters in Entire Graph:
@wweaverbot
@nosqldigest
@jondknight
@evankirstel
@coopmike48
@gamergeeknews
@dondekojo
@chidambara09
@ecointernetdrgb
@eurekamag

Top Tweeters in G1:
@washingtonpost
@abcnews
@deepgreendesign
@slackhq
@npr
@dnlee5
@picardonhealth
@g4mma
@womened
@_open_science_

Top Tweeters in G2:
@wweaverbot
@jondknight
@ecointernetdrgb
@jackiedeburca
@biconnections
@mombilen
@writerjvp
@charlierichmond
@kane007
@genphys

Top Tweeters in G3:
@saultgirldonna
@cbcnews
@davidbflower
@hdawareness
@protohedgehog
@bloggerscience
@egonwillighagen
@nanwarner
@beet_keeper
@whereisdaz

Top Tweeters in G4:
@eddarrell
@latinmass9876
@natricer
@eachus
@yackydoodledndy
@tan123
@thomaspaine5
@lghcox
@stevesgoddard
@squirrel_doom

Top Tweeters in G5:
@mwforhr
@telegraph
@takethatdarwin
@michellmybell1
@ebatterson
@____roar____
@jerrylmassey
@atyhans
@amelievondollar
@mogleeone

Top Tweeters in G6:
@jhamby
@teamyoutube
@adrienneleigh
@kaineoftermina
@reflex76
@red_mercer
@themadwhitaker
@the_moviebob
@secretgamergrrl
@timrozenski

Top Tweeters in G7:
@nebula63
@rom
@phylogenomics
@i_y_s
@mcdawg
@o_guest
@briandavidearp
@markdennehy
@mightycasey
@mrhunsaker

Top Tweeters in G8:
@bearingtruth
@freedomconnect_
@olitasdmar
@maggie79222399
@pjmugs
@irishprolifer
@harryrag
@mariabero
@writerofpoetry
@mbti_geek

Top Tweeters in G9:
@stormpetrel
@ctitusbrown
@deevybee
@lakens
@nikfarmath
@hardsci
@uva
@hansijzerman
@pdakean
@mrsg2nd

Top Tweeters in G10:
@mdaware
@academicchatter
@micheinnz
@noisemyulchi
@davidpriceucl
@ucl_discovery
@danjite
@thylacinereport
@rbromer
@science_open