open science, Twitter, 12/2/2019 8:35:24 AM, 217832


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open science_2019-12-01_20-33-36.xlsx
open science_2019-12-01_20-33-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2019
Short Description:
open science via NodeXL http://bit.ly/37Wp3fK
@_open_science_
@dramalinabakri
@justbementalist
@r_users_leeds
@reprohacknl
@openscience
@hidadigital
@tobiasschlauch
@uber
@scieducation1

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

Description:
Description
The graph represents a network of 6,321 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 Monday, 02 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, 10-hour, 43-minute period from Thursday, 28 November 2019 at 02:43 UTC to Sunday, 01 December 2019 at 13:26 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 : 6321
Unique Edges : 7581
Edges With Duplicates : 715
Total Edges : 8296
Number of Edge Types : 3
Mentions : 6978
Tweet : 984
Replies to : 334
Self-Loops : 984
Reciprocated Vertex Pair Ratio : 0.0224489795918367
Reciprocated Edge Ratio : 0.0439121756487026
Connected Components : 986
Single-Vertex Connected Components : 349
Maximum Vertices in a Connected Component : 1437
Maximum Edges in a Connected Component : 2529
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.802358
Graph Density : 0.00017557508726187
Modularity : 0.836887
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 6,321 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 Monday, 02 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, 10-hour, 43-minute period from Thursday, 28 November 2019 at 02:43 UTC to Sunday, 01 December 2019 at 13:26 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:
[58] https://tadhana.itch.io/maharlika-revised-beta-english-version
[26] https://www.wsj.com/articles/ubers-dirty-little-secret-shared-driver-accounts-11574883278
[22] https://www.thenation.com/article/harvard-slavery-racism/
[21] https://math.ethz.ch/sfs/eth-foundations-of-data-science/postdoctoral-positions.html
[20] https://www.sciencemug.com/2019/11/the-true-reason-why-planets-form-around.html
[17] http://www.belspo.be/belspo/openscience/doc/ORDpolicy_Nov2019.pdf
[13] https://www.kdnuggets.com/2019/11/open-source-projects-google-uber-facebook-data-science-ai.html
[12] https://diser.springeropen.com/articles/10.1186/s43031-019-0006-9
[10] https://medium.com/rapids-ai/gpu-accelerated-signal-processing-with-cusignal-689062a6af8
[10] https://club-science.com/

Top URLs in Tweet in G2:
[20] https://www.sciencemug.com/2019/11/the-true-reason-why-planets-form-around.html
[5] https://about.unimelb.edu.au/newsroom/news/2019/november/new-society-for-open-science-launched
[5] https://www.slideshare.net/wfvanvalkenburg/tu-delft-open-science-strategic-plan-oeglobal19
[4] https://shop.spreadshirt.com/numfocus/
[3] https://soundcloud.com/bridging-the-gaps
[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://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

Top URLs in Tweet in G3:
[18] https://www.wsj.com/articles/ubers-dirty-little-secret-shared-driver-accounts-11574883278
[6] 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
[3] https://www.sciencedirect.com/science/article/pii/S0272771419303476?dgcid=rss_sd_all
[2] https://acsit2020.org/fcst/index.html
[2] https://www.elsevier.com/about/press-releases/corporate/national-license-agreement-sees-elsevier-support-frances-open-science-objectives
[2] https://www.thenation.com/article/harvard-slavery-racism/
[2] https://open.spotify.com/playlist/1GJyQc7U60FYy800SZYmAi?si=Fz1yeiYxSPWXOgC7trf9Xg
[2] https://open.spotify.com/playlist/1GJyQc7U60FYy800SZYmAi?si=WsqFkyrNQPewa3FXV11U-w

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://twitter.com/ABCthedrum/status/1195250460275298305
[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
[9] 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] https://i2insights.org/2019/11/26/open-team-science-framework/
[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://www.sciencedirect.com/science/article/pii/S1319157818312680
[2] https://epjdatascience.springeropen.com/submission-guidelines?utm_source=twitter&utm_medium=social&utm_content=organic&utm_campaign=BCPS_3_HS_OngoingPromotionEPJDS

Top URLs in Tweet in G6:
[4] https://www.uu.nl/openscience
[3] https://www.elsevier.com/about/press-releases/corporate/national-license-agreement-sees-elsevier-support-frances-open-science-objectives
[3] https://eua.eu/resources/publications/888:research-assessment-in-the-transition-to-open-science.html
[1] https://www.eurosea.eu
[1] https://twitter.com/euro_sea/status/1199978948375064576
[1] https://zenodo.org/record/1303002
[1] https://twitter.com/libnova_es/status/1200009105437528065
[1] https://www.eoscsecretariat.eu/news-opinion/how-can-life-and-environmental-scientists-benefit-eosc
[1] https://www.eoscsecretariat.eu/news-opinion/european-open-science-cloud-game-changer-research
[1] https://github.com/Chris-Engelhardt/data_sci_guide

Top URLs in Tweet in G9:
[16] http://www.belspo.be/belspo/openscience/doc/ORDpolicy_Nov2019.pdf
[6] https://septentrio.uit.no/index.php/SCS/article/view/4919
[6] https://www.miragenews.com/unesco-takes-lead-in-developing-a-new-global-standard-setting-instrument-on-open-science/
[5] http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-37862019000100200&lng=en&nrm=iso&tlng=en
[5] https://www.prnewswire.co.uk/news-releases/national-license-agreement-sees-elsevier-support-france-s-open-science-objectives-859825858.html
[2] https://ec.europa.eu/jrc/en/publication/practical-guidelines-open-education-academics-modernising-higher-education-open-educational
[1] https://mediasite.uit.no/Mediasite/Channel/mediasiteadmin-muninconference2019
[1] http://site.uit.no/muninconf/keynote-speaker-robert-terry/
[1] https://septentrio.uit.no/index.php/SCS/article/view/4921
[1] https://www.unil.ch/openscience/en/home/menuinst/evenements/open-science-2019-advent-calendar/1---open-science-what-is-it.html

Top URLs in Tweet in G10:
[6] https://www.sciencedirect.com/science/article/pii/S0893608019303363
[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://www.ucl.ac.uk/mental-health/study/ucl-wellcome-4-year-phd-mental-health-science
[1] https://bit.ly/2VMXwaU?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn&utm_content=LSE
[1] https://www.lstmed.ac.uk/study/courses/research-degrees/mrc-casedtp-202021
[1] https://wellcome.ac.uk/what-we-do/our-work/diversity-and-inclusion
[1] https://magazine.scienceforthepeople.org/
[1] https://www.staffs.ac.uk/course/biomedical-science-bsc-msci

Top Domains
Top Domains in Tweet in Entire Graph:
[209] twitter.com
[59] sciencedirect.com
[58] itch.io
[52] spotify.com
[33] ac.uk
[31] wsj.com
[27] kdnuggets.com
[25] thenation.com
[23] scienceopen.com
[21] google.com

Top Domains in Tweet in G2:
[88] twitter.com
[20] sciencemug.com
[7] youtube.com
[6] blogspot.com
[6] slideshare.net
[5] wiley.com
[5] net.au
[5] edu.au
[4] phys.org
[4] nature.com

Top Domains in Tweet in G3:
[30] spotify.com
[27] twitter.com
[18] wsj.com
[11] sciencedirect.com
[8] kdnuggets.com
[7] linkedin.com
[6] soundcloud.com
[6] ac.in
[4] youtube.com
[4] instagram.com

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

Top Domains in Tweet in G5:
[16] kdnuggets.com
[16] sap.com
[14] medium.com
[6] opendatascience.com
[5] springeropen.com
[5] i2insights.org
[4] nansentutusymposium.com
[3] sciencedirect.com
[3] twitter.com
[3] ac.in

Top Domains in Tweet in G6:
[9] twitter.com
[5] uu.nl
[4] elsevier.com
[4] eua.eu
[2] eoscsecretariat.eu
[2] wordpress.com
[1] eurosea.eu
[1] zenodo.org
[1] github.com
[1] mindhacks.com

Top Domains in Tweet in G9:
[16] belspo.be
[9] uit.no
[6] miragenews.com
[5] scielo.br
[5] twitter.com
[5] co.uk
[2] europa.eu
[1] unil.ch
[1] unesco.org
[1] slideshare.net

Top Domains in Tweet in G10:
[6] sciencedirect.com
[4] ac.uk
[1] europa.eu
[1] eoscsecretariat.eu
[1] bit.ly
[1] scienceforthepeople.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[315] scicomm
[166] science
[151] openscience
[58] mech
[58] rpg
[46] datascience
[45] openaccess
[44] research
[31] opendata
[31] eosc



Top Hashtags in Tweet in G2:
[292] scicomm
[90] openscience
[43] science
[23] cdnpoli
[20] openaccess
[18] openscienceinaction
[16] research
[16] astronomy
[16] astrophysics
[12] bblogrt

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

Top Hashtags in Tweet in G4:
[1] thedrum
[1] climatechange
[1] auspol

Top Hashtags in Tweet in G5:
[27] datascience
[15] semantic
[12] machinelearning
[7] ai
[7] data
[7] newyork
[7] meetup
[6] throwbackthursday
[5] engineering
[5] softwareengineer

Top Hashtags in Tweet in G6:
[28] eosc
[20] openscience
[12] weekendreading
[11] research
[11] fairdata
[10] europe
[9] eoscsymposium
[8] rstats
[6] cesab
[6] montpellier

Top Hashtags in Tweet in G9:
[24] munin2019
[16] opendata
[2] openscience
[2] plans
[1] euprio
[1] nwb2019
[1] mattheweffect
[1] mixedsignals

Top Hashtags in Tweet in G10:
[4] genomics
[3] cloud
[3] eosc
[3] openaccess
[3] nopaywalls
[3] scienceforthepeople
[2] openscience
[2] eu
[2] innovation
[2] staffsopenday

Top Words
Top Words in Tweet in Entire Graph:
[3157] Words in Sentiment List#1: Positive
[3528] Words in Sentiment List#2: Negative
[10] Words in Sentiment List#3: Angry/Violent
[129026] Non-categorized Words
[135711] Total Words
[2779] open
[2532] science
[2116] scam
[1144] learn
[1092] interested

Top Words in Tweet in G1:
[2104] scam
[1052] interested
[1052] learn
[1052] companies
[1052] pseudoscience
[1052] products
[1052] detox
[1051] dramalinabakri
[1051] bea

Top Words in Tweet in G2:
[292] #scicomm
[169] science
[128] open
[90] #openscience
[43] #science
[43] research
[41] more
[33] great
[31] check
[31] around

Top Words in Tweet in G3:
[342] open
[319] science
[33] gt
[32] more
[30] uber
[30] see
[29] data
[28] #science
[26] research
[23] rocket

Top Words in Tweet in G4:
[18] science
[13] open
[9] dawntj90
[8] settled
[7] nikolovscience
[7] noelturner194
[7] re
[7] debate
[6] rushhourp
[6] rln_nelson

Top Words in Tweet in G5:
[157] open
[141] science
[139] data
[52] source
[33] uber
[30] gpu
[30] graph
[27] #datascience
[26] projects
[26] google

Top Words in Tweet in G6:
[64] open
[60] science
[28] #eosc
[25] eoscsecretariat
[25] more
[20] #openscience
[18] event
[17] life
[16] find
[16] community

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:
[153] open
[123] science
[31] research
[25] policy
[24] #munin2019
[23] europe
[22] muninconf
[21] data
[20] rickypo
[19] mandate

Top Words in Tweet in G10:
[56] open
[55] science
[36] applications
[31] health
[24] research
[22] 2020
[22] call
[21] excited
[21] announce
[21] 21

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1052] interested,learn
[1052] learn,companies
[1052] companies,scam
[1052] scam,pseudoscience
[1052] pseudoscience,products
[1052] products,scam
[1052] scam,detox
[1051] dramalinabakri,interested
[1051] detox,bea
[473] open,science

Top Word Pairs in Tweet in G1:
[1052] interested,learn
[1052] learn,companies
[1052] companies,scam
[1052] scam,pseudoscience
[1052] pseudoscience,products
[1052] products,scam
[1052] scam,detox
[1051] dramalinabakri,interested
[1051] detox,bea

Top Word Pairs in Tweet in G2:
[66] open,science
[20] true,reason
[20] reason,planets
[20] planets,form
[20] form,around
[20] around,black
[20] black,holes
[20] holes,cartoon
[20] cartoon,micro
[17] science,communication

Top Word Pairs in Tweet in G3:
[48] open,science
[23] rocket,science
[21] data,science
[21] open,access
[18] drivers,uber
[18] uber,ride
[18] ride,hailing
[18] hailing,apps
[18] apps,london
[18] london,elsewhere

Top Word Pairs in Tweet in G4:
[7] settled,science
[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

Top Word Pairs in Tweet in G5:
[95] data,science
[52] open,source
[26] science,open
[26] projects,google
[26] google,uber
[26] uber,facebook
[22] source,projects
[22] facebook,data
[22] science,ai
[16] introduction,statistics

Top Word Pairs in Tweet in G6:
[40] open,science
[15] find,more
[14] eosclife,envricomm
[14] life,environmental
[14] european,open
[14] science,cloud
[13] environmental,sciences
[13] sciences,form
[13] form,important
[13] important,part

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:
[86] open,science
[19] open,research
[16] belgian,federal
[16] federal,science
[16] science,policy
[16] policy,agency
[16] agency,imposes
[16] imposes,open
[16] research,data
[16] data,mandate

Top Word Pairs in Tweet in G10:
[22] science,open
[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
@cmohry
@rkdoctr
@mnchamoun
@writingblock
@bjornlomborg
@joe_public2018

Top Replied-To in G2:
@justinkeene
@drmikedevlin
@mnchamoun
@oaforclimate
@votingabc
@elsevierconnect
@mcgillu
@tiberiusignat
@realscientists
@nature

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

Top Replied-To in G6:
@shabilashah
@susannaasansone
@ilkayholt
@bsaenen

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

Top Replied-To in G9:
@rickypo
@nofee_science
@gabrielmariya
@lisalibrarian
@brembs
@stepheneglen
@muninconf

Top Mentioned
Top Mentioned in Entire Graph:
@dramalinabakri
@mitchellvii
@tiaaa_c
@liquorcanini
@srisri
@wsj
@tizzywoman
@cptbangi
@newslibreug
@baketerana

Top Mentioned in G1:
@dramalinabakri

Top Mentioned in G2:
@theneuro_mni
@deepgreendesign
@tudelft
@projectgreco
@sciencemug
@wfvanvalkenburg
@realscientists
@earlhaminst
@academicchatter
@fit4rrieu

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

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

Top Mentioned in G5:
@opensap
@connected_data
@hidadigital
@sciencenews
@pythonhub
@rudyagovic
@imperialcollege
@uber
@drupal
@h2oai

Top Mentioned in G6:
@eoscsecretariat
@alastairdunning
@martateperek
@wvanwezenbeek
@hgheijmans
@gofairofficial
@obf_news
@nblomberg
@eosclife
@envricomm

Top Mentioned in G7:
@mitchellvii

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

Top Mentioned in G9:
@muninconf
@rickypo
@bernardrentier
@jeandavidmalo1
@ludowaltman
@msphelps
@skatemaxwell
@eu_commission
@euprio
@lisalibrarian

Top Mentioned in G10:
@lstmresstudents
@wellcometrust
@uclbrainscience
@staffsuni
@staffslse
@cognpsychiatry
@gesaziemer
@eoscsecretariat
@sftpmag
@cordis_eu

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

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

Top Tweeters in G2:
@book_tribe
@selfpubshowcase
@ap
@deepgreendesign
@hubbucket
@whysharksmatter
@forbes
@academicchatter
@realscientists
@ricardo_ik_ahau

Top Tweeters in G3:
@lifetechnology1
@ecointernetdrgb
@chandanrtcs
@marketcheetah
@para_science_
@jobs_schweiz_
@tntmtheshow
@feed_stocks
@margarethollin1
@shehzadyounis

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

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

Top Tweeters in G6:
@steltenpower
@rstatstweet
@geekeconomist
@openscience
@lexnederbragt
@pietrobartocci
@rstats4ds
@unileiden
@jeroenson
@tobiasschlauch

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:
@iflck
@christiandomine
@v_i_o_l_a
@lisalibrarian
@scilib
@ferli90
@rickypo
@isidroaguillo
@brembs
@eu_commission

Top Tweeters in G10:
@grhluna24
@scieducation1
@staffsuni
@matthewrbroome
@wellcometrust
@staceyauger1
@davecurtis314
@cordis_eu
@singe19729315
@scianouk