open science, Twitter, 12/5/2019 10:44:03 AM, 218150


FAQ | Problem?

open science_2019-12-03_20-33-37.xlsx
open science_2019-12-03_20-33-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 05, 2019
Short Description:
open science via NodeXL http://bit.ly/2Rn2QBG
@_open_science_
@dramalinabakri
@justbementalist
@hidadigital
@tobiasschlauch
@r_users_leeds
@rickypo
@femtech_
@scieducation1
@reprohacknl

Top hashtags:
#scicomm
#science
#openscience
#datascience
#research
#mech
#rpg

Description:
Description
The graph represents a network of 6,415 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 Wednesday, 04 December 2019 at 04:35 UTC.

The requested start date was Monday, 02 December 2019 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, 13-hour, 26-minute period from Thursday, 28 November 2019 at 11:33 UTC to Monday, 02 December 2019 at 01:00 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 : 6415
Unique Edges : 7653
Edges With Duplicates : 701
Total Edges : 8354
Number of Edge Types : 3
Mentions : 7026
Tweet : 977
Replies to : 351
Self-Loops : 977
Reciprocated Vertex Pair Ratio : 0.0211876621504756
Reciprocated Edge Ratio : 0.0414961185603387
Connected Components : 1015
Single-Vertex Connected Components : 354
Maximum Vertices in a Connected Component : 1340
Maximum Edges in a Connected Component : 2467
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.429573
Graph Density : 0.000172192502711698
Modularity : 0.838558
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 6,415 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 Wednesday, 04 December 2019 at 04:35 UTC.

The requested start date was Monday, 02 December 2019 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, 13-hour, 26-minute period from Thursday, 28 November 2019 at 11:33 UTC to Monday, 02 December 2019 at 01:00 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 : open science
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:
[37] https://tadhana.itch.io/maharlika-revised-beta-english-version
[34] https://www.thenation.com/article/harvard-slavery-racism/
[22] https://www.wsj.com/articles/ubers-dirty-little-secret-shared-driver-accounts-11574883278
[17] http://www.belspo.be/belspo/openscience/doc/ORDpolicy_Nov2019.pdf
[14] https://www.sciencemug.com/2019/11/the-true-reason-why-planets-form-around.html
[14] https://www.kdnuggets.com/2019/11/open-source-projects-google-uber-facebook-data-science-ai.html
[14] https://ocean-transport.github.io/cds_lab.html
[10] https://medium.com/rapids-ai/gpu-accelerated-signal-processing-with-cusignal-689062a6af8
[10] https://club-science.com/
[10] https://math.ethz.ch/sfs/eth-foundations-of-data-science/postdoctoral-positions.html

Top URLs in Tweet in G2:
[14] https://www.sciencemug.com/2019/11/the-true-reason-why-planets-form-around.html
[5] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=217722
[3] https://www.miragenews.com/unesco-takes-lead-in-developing-a-new-global-standard-setting-instrument-on-open-science/
[3] https://numfocus.salsalabs.org/subscribe
[3] https://about.unimelb.edu.au/newsroom/news/2019/november/new-society-for-open-science-launched
[3] https://www.slideshare.net/wfvanvalkenburg/tu-delft-open-science-strategic-plan-oeglobal19
[3] https://eventos.upm.es/40710/programme/lets-do-it-together_-how-to-implement-open-science-practices-in-research-projects..html
[2] https://sciteum.com/2019/11/polonium-84
[2] https://www.mediamatters.org/broadcast-networks/just-3-broadcast-tv-news-segments-california-wildfires-connected-them-climate
[2] https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019EF001190

Top URLs in Tweet in G3:
[15] https://www.wsj.com/articles/ubers-dirty-little-secret-shared-driver-accounts-11574883278
[5] https://soundcloud.com/opensciencetalk/wiley
[4] https://www.kdnuggets.com/2019/11/open-source-projects-google-uber-facebook-data-science-ai.html?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.kdnuggets.com/2019/11/open-source-projects-google-uber-facebook-data-science-ai.html
[4] https://www.thenation.com/article/harvard-slavery-racism/
[3] https://www.sciencedirect.com/science/article/pii/S0272771419303476?dgcid=rss_sd_all
[3] https://www.collective-evolution.com/2019/11/30/an-open-letter-to-science-feedback-unethical-fact-checkers/
[2] https://open.spotify.com/playlist/1GJyQc7U60FYy800SZYmAi?si=Fz1yeiYxSPWXOgC7trf9Xg
[2] https://open.spotify.com/playlist/1GJyQc7U60FYy800SZYmAi?si=WsqFkyrNQPewa3FXV11U-w
[2] https://www.elsevier.com/about/press-releases/corporate/national-license-agreement-sees-elsevier-support-frances-open-science-objectives

Top URLs in Tweet in G4:
[1] https://www.breitbart.com/environment/2019/11/29/alarmists-propose-rebranding-climate-change-for-greater-shock-value/amp/?__twitter_impression=true
[1] https://cgcs.mit.edu/mit-climate-science-faculty-write-open-letter-president-trump

Top URLs in Tweet in G5:
[10] https://medium.com/rapids-ai/gpu-accelerated-signal-processing-with-cusignal-689062a6af8
[10] https://www.kdnuggets.com/2019/11/open-source-projects-google-uber-facebook-data-science-ai.html
[6] https://opendatascience.com/the-importance-of-p-values-in-data-science/
[5] http://gael-varoquaux.info/programming/getting-a-big-scientific-prize-for-open-source-software.html
[4] https://www.nansentutusymposium.com/
[3] https://medium.com/@ODSC/15-open-datasets-for-healthcare-830b19980d9?source=twitterShare-d297d0eb3869-1575040519&_branch_match_id=link-728979649556527222
[3] https://www.sig.ac.in/
[3] https://appliednetsci.springeropen.com/submission-guidelines?utm_source=twitter&utm_medium=social&utm_content=organic&utm_campaign=BCPS_3_HS_OngoingPromotionANS
[2] https://epjdatascience.springeropen.com/submission-guidelines?utm_source=twitter&utm_medium=social&utm_content=organic&utm_campaign=BCPS_3_HS_OngoingPromotionEPJDS
[2] https://www.kdnuggets.com/2019/11/open-source-projects-google-uber-facebook-data-science-ai.html?utm_source=twitter&utm_medium=social&utm_campaign=dlvr_it

Top URLs in Tweet in G6:
[17] http://www.belspo.be/belspo/openscience/doc/ORDpolicy_Nov2019.pdf
[6] http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-37862019000100200&lng=en&nrm=iso&tlng=en
[6] https://www.miragenews.com/unesco-takes-lead-in-developing-a-new-global-standard-setting-instrument-on-open-science/
[6] https://septentrio.uit.no/index.php/SCS/article/view/4919
[5] https://www.prnewswire.co.uk/news-releases/national-license-agreement-sees-elsevier-support-france-s-open-science-objectives-859825858.html
[2] https://www.government.nl/documents/reports/2016/04/04/amsterdam-call-for-action-on-open-science
[1] https://www.unil.ch/openscience/en/home/menuinst/evenements/open-science-2019-advent-calendar/1---open-science-what-is-it.html
[1] https://unesdoc.unesco.org/ark:/48223/pf0000367018
[1] https://twitter.com/lisalibrarian/status/1199017047960760323
[1] https://twitter.com/evamen/status/1199998848296521728

Top URLs in Tweet in G9:
[6] https://www.jboy.space/blog/a-vision-for-open-science-beyond-the-reproducibility-crisis.html
[4] https://www.uu.nl/openscience
[2] http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-37862019000100200&lng=en&nrm=iso&tlng=en
[2] https://www.elsevier.com/about/press-releases/corporate/national-license-agreement-sees-elsevier-support-frances-open-science-objectives
[1] https://chanzuckerberg.com/eoss/proposals/
[1] https://github.com/Chris-Engelhardt/data_sci_guide
[1] https://www.open-bio.org/wiki/Main_Page
[1] https://twitter.com/obf_news/status/1195382079019790336
[1] https://mindhacks.com/2018/01/02/open-science-essentials-reproducibility/
[1] https://twitter.com/jboy/status/1201141289124794368

Top URLs in Tweet in G10:
[4] https://www.sciencedirect.com/science/article/pii/S0893608019303363
[2] https://eua.eu/resources/publications/888:research-assessment-in-the-transition-to-open-science.html
[1] https://e-jghs.org/index.php?body=aims
[1] https://wellcome.ac.uk/what-we-do/our-work/diversity-and-inclusion
[1] https://www.lstmed.ac.uk/study/courses/research-degrees/mrc-casedtp-202021
[1] https://cordis.europa.eu/article/id/411602-video-interview-with-dr-alessa-gambardella-on-the-advantages-the-eosc-could-bring-to-research/en
[1] https://www.eoscsecretariat.eu/news-opinion/how-can-eosc-change-eu-paradox
[1] https://magazine.scienceforthepeople.org/
[1] https://www.eoscsecretariat.eu/news-opinion/european-open-science-cloud-game-changer-research
[1] https://www.eoscsecretariat.eu/news-opinion/how-can-life-and-environmental-scientists-benefit-eosc

Top Domains
Top Domains in Tweet in Entire Graph:
[217] twitter.com
[58] spotify.com
[58] sciencedirect.com
[37] thenation.com
[37] itch.io
[28] kdnuggets.com
[26] wsj.com
[25] ac.uk
[19] co.uk
[19] google.com

Top Domains in Tweet in G2:
[105] twitter.com
[14] sciencemug.com
[6] phys.org
[5] wiley.com
[5] net.au
[5] nature.com
[5] nodexlgraphgallery.org
[4] youtube.com
[4] salsalabs.org
[4] slideshare.net

Top Domains in Tweet in G3:
[36] spotify.com
[24] twitter.com
[15] wsj.com
[11] sciencedirect.com
[8] kdnuggets.com
[7] linkedin.com
[6] upflow.co
[5] thenation.com
[5] soundcloud.com
[5] ac.in

Top Domains in Tweet in G4:
[1] breitbart.com
[1] mit.edu

Top Domains in Tweet in G5:
[17] kdnuggets.com
[16] sap.com
[14] medium.com
[6] opendatascience.com
[6] springeropen.com
[5] gael-varoquaux.info
[4] twitter.com
[4] nansentutusymposium.com
[3] sciencedirect.com
[3] ac.in

Top Domains in Tweet in G6:
[17] belspo.be
[8] uit.no
[6] scielo.br
[6] miragenews.com
[5] twitter.com
[5] co.uk
[2] government.nl
[2] csic.es
[2] ac.uk
[1] unil.ch

Top Domains in Tweet in G9:
[7] twitter.com
[6] jboy.space
[5] uu.nl
[3] elsevier.com
[2] chanzuckerberg.com
[2] scielo.br
[2] wordpress.com
[1] github.com
[1] open-bio.org
[1] mindhacks.com

Top Domains in Tweet in G10:
[4] sciencedirect.com
[3] ac.uk
[3] eoscsecretariat.eu
[2] twitter.com
[2] eua.eu
[1] e-jghs.org
[1] europa.eu
[1] scienceforthepeople.org
[1] zenodo.org
[1] eshorizonte2020.es

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[346] scicomm
[163] science
[132] openscience
[51] datascience
[40] research
[37] mech
[37] rpg
[36] openaccess
[31] cdnpoli
[31] opendata



Top Hashtags in Tweet in G2:
[327] scicomm
[78] openscience
[40] science
[30] cdnpoli
[19] openaccess
[18] openscienceinaction
[15] research
[13] astrophysics
[12] sciart
[12] climate

Top Hashtags in Tweet in G3:
[27] science
[17] kellyjobs
[17] kellyservices
[6] datascience
[5] connectionscrowd
[4] ai
[4] spotifyplaylist
[4] music
[4] spotify
[3] thanksgiving

Top Hashtags in Tweet in G5:
[30] datascience
[17] semantic
[13] machinelearning
[9] data
[7] ai
[7] newyork
[7] meetup
[7] science
[6] opensource
[5] engineering

Top Hashtags in Tweet in G6:
[24] munin2019
[17] opendata
[6] 5bibliotecasarchivoscsic
[4] openscience
[3] cienciaabierta
[3] openpharma
[3] openaccess
[3] openforall
[3] apc
[2] egenis

Top Hashtags in Tweet in G9:
[12] weekendreading
[10] openscience
[9] reprohacknl
[8] rstats
[7] openscienceclinique
[6] cesab
[6] montpellier
[2] eosc
[2] opensource
[2] openaccess

Top Hashtags in Tweet in G10:
[27] eosc
[14] openscience
[11] research
[11] europe
[11] fairdata
[7] cloud
[6] eoscsymposium
[5] givingtuesday
[4] eu
[4] innovation

Top Words
Top Words in Tweet in Entire Graph:
[3152] Words in Sentiment List#1: Positive
[3681] Words in Sentiment List#2: Negative
[10] Words in Sentiment List#3: Angry/Violent
[129064] Non-categorized Words
[135897] Total Words
[2710] open
[2546] science
[2256] scam
[1214] learn
[1161] interested

Top Words in Tweet in G1:
[2244] scam
[1122] interested
[1122] learn
[1122] companies
[1122] pseudoscience
[1122] products
[1122] detox
[1121] dramalinabakri
[1121] bea

Top Words in Tweet in G2:
[327] #scicomm
[166] science
[106] open
[78] #openscience
[48] more
[46] research
[40] #science
[39] great
[33] scientists
[31] check

Top Words in Tweet in G3:
[336] open
[325] science
[39] see
[33] more
[32] gt
[31] data
[31] jobs
[29] click
[27] #science
[27] link

Top Words in Tweet in G4:
[12] science
[10] open
[9] dawntj90
[7] nikolovscience
[7] noelturner194
[7] re
[6] rushhourp
[6] rln_nelson
[6] jimdtweet
[6] monkeymyback

Top Words in Tweet in G5:
[166] open
[140] data
[127] science
[48] source
[35] uber
[34] graph
[30] gpu
[30] #datascience
[28] projects
[28] google

Top Words in Tweet in G6:
[186] open
[156] science
[32] research
[27] policy
[25] data
[24] #munin2019
[23] europe
[21] rickypo
[20] love
[20] mandate

Top Words in Tweet in G7:
[121] time
[121] travel
[120] freaky
[120] moment
[120] thinking
[120] watching
[120] movie
[120] decide
[120] look
[119] mitchellvii

Top Words in Tweet in G8:
[11] open
[9] takethatepi
[8] jatapps
[6] scientiapercept
[6] ah_science
[5] rkdoctr
[5] melanie33720945
[5] spikeinthemidge
[5] 1pckt
[5] haircutspock

Top Words in Tweet in G9:
[76] science
[71] open
[20] event
[19] reprohacknl
[17] community
[15] data
[13] talk
[13] write
[13] time
[13] alastairdunning

Top Words in Tweet in G10:
[70] open
[69] science
[36] applications
[34] health
[27] research
[27] #eosc
[24] eoscsecretariat
[23] 2020
[22] call
[21] excited

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1122] interested,learn
[1122] learn,companies
[1122] companies,scam
[1122] scam,pseudoscience
[1122] pseudoscience,products
[1122] products,scam
[1122] scam,detox
[1121] dramalinabakri,interested
[1121] detox,bea
[466] open,science

Top Word Pairs in Tweet in G1:
[1122] interested,learn
[1122] learn,companies
[1122] companies,scam
[1122] scam,pseudoscience
[1122] pseudoscience,products
[1122] products,scam
[1122] scam,detox
[1121] dramalinabakri,interested
[1121] detox,bea

Top Word Pairs in Tweet in G2:
[40] open,science
[20] science,communication
[17] #openscienceinaction,learning
[17] learning,continues
[17] continues,check
[17] check,online
[17] online,resources
[17] resources,including
[17] including,recordings
[17] recordings,presentation

Top Word Pairs in Tweet in G3:
[38] open,science
[26] currently,open
[25] click,link
[25] link,bio
[25] bio,see
[25] see,currently
[23] data,science
[21] open,access
[19] rocket,science
[18] science,jobs

Top Word Pairs in Tweet in G4:
[6] re,re
[5] aanthanurdc,mikey314159
[5] mikey314159,polemicarc
[4] rushhourp,dan613
[4] noelturner194,nikolovscience
[4] nikolovscience,keira_churchill
[4] keira_churchill,joe_public2018
[4] joe_public2018,aanthanurdc
[4] polemicarc,horrdorr
[3] realjoedick,noelturner194

Top Word Pairs in Tweet in G5:
[96] data,science
[48] open,source
[28] projects,google
[28] google,uber
[28] uber,facebook
[24] source,projects
[24] facebook,data
[24] science,ai
[20] science,open
[18] open,data

Top Word Pairs in Tweet in G6:
[117] open,science
[20] open,research
[17] belgian,federal
[17] federal,science
[17] science,policy
[17] policy,agency
[17] agency,imposes
[17] imposes,open
[17] research,data
[17] data,mandate

Top Word Pairs in Tweet in G7:
[120] freaky,moment
[120] moment,thinking
[120] thinking,time
[120] time,travel
[120] travel,watching
[120] watching,movie
[120] movie,decide
[120] decide,look
[119] mitchellvii,freaky
[119] look,scie

Top Word Pairs in Tweet in G8:
[3] jatapps,dancasti96
[3] dancasti96,jerryhelton14
[3] wiguy45,wolfgar77
[3] wolfgar77,blackpanther963
[3] blackpanther963,tjimjones
[3] davestewart4444,realanondouche
[3] realanondouche,kyhilist_
[3] kyhilist_,leetwimberly
[3] leetwimberly,scientiapercept
[3] davieshyland,geraldpayne25

Top Word Pairs in Tweet in G9:
[48] open,science
[12] time,#weekendreading
[12] #weekendreading,suggestion
[12] suggestion,martateperek
[12] martateperek,wvanwezenbeek
[12] wvanwezenbeek,hgheijmans
[12] hgheijmans,alastairdunning
[12] alastairdunning,write
[11] gofairofficial,time
[10] data,science

Top Word Pairs in Tweet in G10:
[23] open,science
[21] excited,announce
[21] announce,call
[21] call,applications
[21] applications,2020
[21] 2020,21
[21] 21,round
[21] round,mrc
[21] mrc,industrial
[21] industrial,collaborative

Top Replied-To
Top Replied-To in Entire Graph:
@justinkeene
@rickypo
@drmikedevlin
@wegotloves
@jennajameson
@jessphoenix2018
@tonyveco
@rkdoctr
@mnchamoun
@writingblock

Top Replied-To in G2:
@justinkeene
@drmikedevlin
@oaforclimate
@mnchamoun
@nodexl
@votingabc
@mcgillu
@juniperlsimonis
@lf_barbosag
@seesternchenjj

Top Replied-To in G4:
@joe_public2018
@sueytonius
@robin_hagues
@noelturner194
@cariboodragon
@robhon_
@gougle_lads
@dawntj90
@shuberteugene
@warnzwifey

Top Replied-To in G6:
@rickypo
@nofee_science
@burgelmanjean
@gabrielmariya
@brembs
@stepheneglen
@muninconf

Top Replied-To in G8:
@rkdoctr
@takethatepi
@melanie33720945
@perrywh91094088
@jools6691
@andyguy
@jatapps
@douglaskmurray
@ah_science

Top Replied-To in G9:
@jenny_molloy
@reprohacknl
@shabilashah
@ilkayholt

Top Replied-To in G10:
@susannaasansone

Top Mentioned
Top Mentioned in Entire Graph:
@dramalinabakri
@mitchellvii
@srisri
@tizzywoman
@tiaaa_c
@chrismartzwx
@liquorcanini
@wsj
@thatpsychprof
@jchodera

Top Mentioned in G1:
@dramalinabakri

Top Mentioned in G2:
@deepgreendesign
@theneuro_mni
@academicchatter
@_open_science_
@tudelft
@sciencemagazine
@projectgreco
@wfvanvalkenburg
@realscientists
@earlhaminst

Top Mentioned in G3:
@higgsbosonmusic
@lian0623
@aterrel
@crcdebate
@dataclaudius
@danielc68749467
@bloomingtonwise

Top Mentioned in G4:
@dawntj90
@nikolovscience
@rushhourp
@noelturner194
@rln_nelson
@jimdtweet
@monkeymyback
@massimassian
@keira_churchill
@mikey314159

Top Mentioned in G5:
@connected_data
@opensap
@hidadigital
@sciencenews
@pythonhub
@rudyagovic
@uber
@h2oai
@machinelearnflx
@lisalodwick

Top Mentioned in G6:
@muninconf
@rickypo
@bernardrentier
@gorskon
@jeandavidmalo1
@drjackkruse
@ludowaltman
@stepheneglen
@msphelps
@euprio

Top Mentioned in G7:
@mitchellvii

Top Mentioned in G8:
@takethatepi
@jatapps
@scientiapercept
@spikeinthemidge
@1pckt
@haircutspock
@ah_science
@geraldpayne25
@aprilligeia
@wolfgar77

Top Mentioned in G9:
@reprohacknl
@alastairdunning
@martateperek
@wvanwezenbeek
@hgheijmans
@jboy
@gofairofficial
@matkuzak
@ilsevdgroep
@obf_news

Top Mentioned in G10:
@eoscsecretariat
@lstmresstudents
@wellcometrust
@uclbrainscience
@futuretecheu
@sftpmag
@cognpsychiatry
@eosclife
@envricomm
@nblomberg

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@alerttrade
@sectest9
@cowboyscifibot
@jurylady5
@uber_support
@lifetechnology1
@robre62
@cyberdomain
@edinburghwatch

Top Tweeters in G1:
@wanfaridkamil
@sakinah_yahya
@nabilahudatahar
@mizunohopkins
@allhailfaz
@syafi_keyrh
@nikasyrvf
@merpati_purple
@michellelanious
@azrinsunbae

Top Tweeters in G2:
@book_tribe
@selfpubshowcase
@femtech_
@ap
@deepgreendesign
@whysharksmatter
@forbes
@academicchatter
@realscientists
@wizzyprobs

Top Tweeters in G3:
@lifetechnology1
@ecointernetdrgb
@jchapman1729
@chandanrtcs
@adrienneleigh
@para_science_
@nutturgh
@jobs_schweiz_
@tntmtheshow
@fxpiptitan

Top Tweeters in G4:
@rmack2x
@euphoriceuler
@reddragonfly19
@carbongate
@tea4gunssc
@gillesnfio
@jwspry
@craigthomler
@friendsoscience
@gogetsmarthome

Top Tweeters in G5:
@uber_support
@machinelearnflx
@data_nerd
@rwang0
@tt85207533
@lennincaro
@ttm71010
@prestovivace
@justbementalist
@thecuriousluke

Top Tweeters in G6:
@iflck
@christiandomine
@akdm_bot
@telosa3
@v_i_o_l_a
@txescu
@lisalibrarian
@gorskon
@scilib
@arieljones411

Top Tweeters in G7:
@alerttrade
@joefreedomlove
@icare4america16
@theconservitar3
@hawleysjadefav
@rettinol
@dianne1h
@dixieland__diva
@sevans1375
@lindaepai457450

Top Tweeters in G8:
@absalomedia
@ebatterson
@davestewart4444
@mogleeone
@scientiapercept
@nosciencedenial
@daccampofamily
@ei9iw
@askegg
@elainewharton1

Top Tweeters in G9:
@ricardo_ik_ahau
@steltenpower
@rstatstweet
@openscience
@lexnederbragt
@unc
@variabilityblog
@rstats4ds
@pvergain
@unileiden

Top Tweeters in G10:
@geekeconomist
@david_aristegui
@scieducation1
@scoshield
@cienciaxpueblo
@unionmusicascnt
@wellcometrust
@staceyauger1
@davecurtis314
@cordis_eu