open science, Twitter, 2/1/2022 12:32:07 AM, 271072


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open science_2022-01-31_14-25-57.xlsx
open science_2022-01-31_14-25-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 01, 2022
Short Description:
open science via NodeXL https://bit.ly/3L28kLe
@_open_science_
@euroscientist
@ijclausen
@proftimnoakes
@joerogan
@tuckercarlson
@lexbouter
@sapien_thinker
@peteparada
@spotify

Top hashtags:
#openscience
#science
#openaccess
#covid19
#research
#podcast
#datascience

Description:
Description
The graph represents a network of 10,182 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, 31 January 2022 at 22:45 UTC.

The requested start date was Monday, 31 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 8-hour, 5-minute period from Wednesday, 26 January 2022 at 16:54 UTC to Monday, 31 January 2022 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 : 10182
Unique Edges : 7527
Edges With Duplicates : 10629
Total Edges : 18156
Number of Edge Types : 5
Retweet : 4523
MentionsInRetweet : 6491
Tweet : 1647
Replies to : 1161
Mentions : 4334
Self-Loops : 1730
Reciprocated Vertex Pair Ratio : 0.0223627531848593
Reciprocated Edge Ratio : 0.0437471985656656
Connected Components : 2056
Single-Vertex Connected Components : 651
Maximum Vertices in a Connected Component : 2375
Maximum Edges in a Connected Component : 5390
Maximum Geodesic Distance (Diameter) : 31
Average Geodesic Distance : 9.17511
Graph Density : 0.000107608367896794
Modularity : 0.624279
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 10,182 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, 31 January 2022 at 22:45 UTC.

The requested start date was Monday, 31 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 8-hour, 5-minute period from Wednesday, 26 January 2022 at 16:54 UTC to Monday, 31 January 2022 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:
[42] https://www.sciencedirect.com/science/article/abs/pii/S0895435621004005?dgcid=coauthor
[37] https://vegetativetraining.wordpress.com/medical-psychological-science-needs-to-open-the-eyes/
[25] https://iss10holobiont3.sciencesconf.org/
[24] https://open.spotify.com/show/0FE7QgH5Yq5wcYuG1njzN2
[24] https://www.smh.com.au/national/schools-must-be-last-to-close-and-first-to-open-science-confirms-they-re-the-safest-place-for-children-20220126-p59r9k.html
[19] https://www.theage.com.au/national/schools-must-be-last-to-close-and-first-to-open-science-confirms-they-re-the-safest-place-for-children-20220126-p59r9k.html
[15] https://spotifyopenletter.wordpress.com/2022/01/10/an-open-letter-to-spotify/
[15] https://www.statnews.com/2022/01/25/nightingale-open-science-health-data/
[15] https://blogs.lse.ac.uk/politicsandpolicy/eight-components-for-open-social-science/
[14] https://rri-tools.eu/en/-/swg-osi-guideline-report-on-research-integrity-and-open-science

Top URLs in Tweet in G1:
[42] https://www.sciencedirect.com/science/article/abs/pii/S0895435621004005?dgcid=coauthor
[14] https://rri-tools.eu/en/-/swg-osi-guideline-report-on-research-integrity-and-open-science
[9] https://blogs.lse.ac.uk/politicsandpolicy/eight-components-for-open-social-science/
[7] https://barometredelascienceouverte.esr.gouv.fr/
[5] https://www.coalition-s.org/unesco-recommendation-on-open-science-a-response-from-coalition-s/
[4] https://abo.rekrytointi.com/paikat/index.php?jid=493&key=&o=A_RJ&rspvt=a2wbtuwriagc0w4gwwgk8ok0wsokcgg
[4] https://open.neotomadb.org
[4] https://e-learning-teleformacion.blogspot.com/2020/10/abrir-la-ciencia-para-cambiar-el-mundo.html
[4] https://blogs.lse.ac.uk/impactofsocialsciences/2022/01/11/eight-components-for-open-social-science-an-agenda-for-cultural-change/
[4] https://www.freepressjournal.in/education/fpj-ed-third-edition-of-india-france-knowledge-summit-focuses-on-open-science

Top URLs in Tweet in G2:
[13] https://matchamissions.carrd.co/
[7] https://www.theage.com.au/national/schools-must-be-last-to-close-and-first-to-open-science-confirms-they-re-the-safest-place-for-children-20220126-p59r9k.html
[7] https://spotifyopenletter.wordpress.com/2022/01/10/an-open-letter-to-spotify/
[6] https://blogs.lse.ac.uk/politicsandpolicy/eight-components-for-open-social-science/
[6] https://jinnah.edu/admissions/
[5] https://www.express.co.uk/news/science/1556120/mysterious-boom-new-orleans-us-spacex-pittsburg-elon-musk-1556120
[5] https://www.smh.com.au/national/schools-must-be-last-to-close-and-first-to-open-science-confirms-they-re-the-safest-place-for-children-20220126-p59r9k.html
[5] https://www.cnn.com/2022/01/27/us/joe-rogan-jordan-peterson-climate-science-intl/index.html
[4] https://www.statnews.com/2022/01/25/nightingale-open-science-health-data/
[3] https://www.nationalgeographic.com/science/article/worlds-brightest-x-rays-reveal-covid-19-damage-to-the-body

Top URLs in Tweet in G3:
[2] https://www.rollingstone.com/music/music-news/neil-young-demands-spotify-remove-music-vaccine-disinformation-1290020/
[1] https://www.reuters.com/business/healthcare-pharmaceuticals/prior-covid-infection-more-protective-than-vaccination-during-delta-surge-us-2022-01-19/
[1] https://spotifyopenletter.wordpress.com/2022/01/10/an-open-letter-to-spotify/
[1] https://twitter.com/snowden/status/1487175300115054593
[1] https://childrenshealthdefense.org/defender/covid-vaccines-suppress-immune-system/
[1] https://twitter.com/Amazing_physics/status/1487244184541147136
[1] https://www.cnn.com/2022/01/27/us/joe-rogan-jordan-peterson-climate-science-intl/index.html
[1] https://open.spotify.com/artist/6v8FB84lnmJs434UJf2Mrm?si=vqXMyUqJQNi5kGjUFUj5DQ
[1] https://open.spotify.com/episode/3SCsueX2bZdbEzRtKOCEyT?si=26bd595920dd43b1
[1] https://open.spotify.com/episode/0Q7n7VR1TwQzqdFMhxUCbx?si=KqjLyx2yQ32PbiFDV3WOWQ

Top URLs in Tweet in G4:
[1] https://bit.ly/3IxtOxG
[1] https://www.barloworld.com/careers/graduate-development-programme/

Top URLs in Tweet in G5:
[37] https://vegetativetraining.wordpress.com/medical-psychological-science-needs-to-open-the-eyes/
[2] https://spotifyopenletter.wordpress.com/2022/01/10/an-open-letter-to-spotify/
[1] https://www.theatlantic.com/ideas/archive/2022/01/kids-masks-schools-weak-science/621133/
[1] https://www.forbes.com/sites/judystone/2022/01/28/smartphone-and-spit-a-game-changing-test-for-covid-and-flu/
[1] https://open.spotify.com/episode/3EkcpPyBgSbfKcNLCl92Lh?si=o2K1TVN4TbS29OWoSYf_7Q
[1] https://twitter.com/NormalGuy223/status/1487207986380615682
[1] https://www.youtube.com/watch?v=4zGXX6kDPBs&feature=youtu.be

[1] https://www.wsj.com/articles/the-high-cost-of-disparaging-natural-immunity-to-covid-vaccine-mandates-protests-fire-rehire-employment-11643214336
[1] https://open.spotify.com/episode/0aZte37vtFTkYT7b0b04Qz?si=xngBDQO7RrWOeAgI9zj7xg

Top URLs in Tweet in G6:
[2] https://www.foldercase.com/
[1] https://apps.ipcc.ch/comments/ar6syr/fod/register.php
[1] https://amp.theguardian.com/australia-news/2021/sep/25/fraudulent-ivermectin-studies-open-up-new-battleground-between-science-and-misinformation
[1] https://employment.ku.dk/all-vacancies/?show=155651
[1] https://interesjournals.org
[1] https://www.interesjournals.org/
[1] https://uwmemc.org/education/programs/reu/reu-application/
[1] https://council.science/current/blog/making-open-science-a-global-reality/
[1] https://twitter.com/Lotus_STEMM/status/1481651429769027589
[1] https://www.theguardian.com/commentisfree/2019/oct/22/gene-editing-crispr-scientists

Top URLs in Tweet in G8:
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4662029/
[1] https://journals.uio.no/JAIS/article/view/4568/4015
[1] https://mdpi-res.com/d_attachment/life/life-08-00044/article_deploy/life-08-00044-v2.pdf
[1] https://www.science.org/content/article/giant-virus-sequenced?cookieSet=1
[1] https://twitter.com/holyhellhope/status/1487173540180807687

Top URLs in Tweet in G9:
[3] https://www.nasw.org/article/entries-years-science-society-journalism-awards-open-now
[2] https://senseaboutscience.org/activities/voys-workshop/
[2] https://www.nature.com/articles/d41586-022-00181-9?error=cookies_not_supported&code=65428019-e76f-4b87-8406-5d89ca9f6d7c&utm_medium=Social&utm_campaign=nature&utm_source=Twitter#Echobox=1643228949
[1] https://www.nasw.org/article/excellence-institutional-writing-awards-entries-open-now
[1] https://www.nasw.org/SciWriCoffeeParents
[1] https://ift.tt:443/3Fh42eQ
[1] https://www.newscientist.com/freelancers/
[1] https://www.newscientist.com/article/2305864-school-teachers-unsure-of-best-way-to-ventilate-rooms-in-cold-weather/?utm_term=Autofeed&utm_campaign=echobox&utm_medium=social&utm_source=Twitter#Echobox=1643450872
[1] https://twitter.com/ianrosewrites/status/1486881969191280640
[1] https://www.theopennotebook.com/2018/11/06/how-to-read-a-scientific-paper/

Top URLs in Tweet in G10:
[2] https://speakerdeck.com/jbusecke/cmip6-in-the-cloud-open-fast-and-accessible-climate-science-with-pangeo
[2] https://www.youtube.com/watch?v=bJNpfuW_ypU&feature=youtu.be

[1] https://github.com/jbusecke/presentation_2022_ams_cmip6_cloud/blob/main/README.md
[1] https://twitter.com/JuliusBusecke/status/1486109579268214788
[1] https://twitter.com/juliusbusecke/status/1486109579268214788
[1] https://open-climate-data-science.github.io/
[1] https://twitter.com/cocovski/status/1487222632143593475
[1] https://www.woodwellclimate.org/careers/coo/
[1] https://eoepca.org/articles/eo-exploitation-platform-release-10/
[1] https://www.eoafrica-rd.org/events-news/

Top Domains
Top Domains in Tweet in Entire Graph:
[363] twitter.com
[155] spotify.com
[140] sciencedirect.com
[69] com.au
[62] ac.uk
[52] wordpress.com
[37] youtube.com
[35] elsevier.com
[34] google.com
[31] co.uk

Top Domains in Tweet in G1:
[68] twitter.com
[44] sciencedirect.com
[22] ac.uk
[14] rri-tools.eu
[10] google.com
[9] youtube.com
[7] bit.ly
[7] osf.io
[7] gouv.fr
[7] nwo.nl

Top Domains in Tweet in G2:
[107] twitter.com
[41] spotify.com
[18] com.au
[15] co.uk
[13] ac.uk
[13] carrd.co
[11] smartnews.com
[10] sciencedirect.com
[8] linkedin.com
[8] bah.com

Top Domains in Tweet in G3:
[5] spotify.com
[3] twitter.com
[2] rollingstone.com
[1] reuters.com
[1] wordpress.com
[1] childrenshealthdefense.org
[1] cnn.com
[1] npr.org

Top Domains in Tweet in G4:
[1] bit.ly
[1] barloworld.com

Top Domains in Tweet in G5:
[39] wordpress.com
[2] spotify.com
[1] theatlantic.com
[1] forbes.com
[1] twitter.com
[1] youtube.com
[1] wsj.com

Top Domains in Tweet in G6:
[2] foldercase.com
[2] theguardian.com
[2] interesjournals.org
[1] ipcc.ch
[1] ku.dk
[1] uwmemc.org
[1] council.science
[1] twitter.com

Top Domains in Tweet in G8:
[1] nih.gov
[1] uio.no
[1] mdpi-res.com
[1] science.org
[1] twitter.com

Top Domains in Tweet in G9:
[5] nasw.org
[3] theopennotebook.com
[2] newscientist.com
[2] twitter.com
[2] senseaboutscience.org
[2] nature.com
[1] ift.tt

Top Domains in Tweet in G10:
[4] twitter.com
[2] speakerdeck.com
[2] youtube.com
[2] github.io
[1] github.com
[1] woodwellclimate.org
[1] eoepca.org
[1] eoafrica-rd.org
[1] zoom.us
[1] nasa.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[451] openscience
[217] science
[100] openaccess
[46] covid19
[37] research
[30] podcast
[28] datascience
[28] cardiovascular
[26] woc
[26] journalists



Top Hashtags in Tweet in G1:
[419] openscience
[43] openaccess
[24] osec2022
[14] researchintegrity
[14] science
[13] opendata
[11] datamanagement
[11] berlin
[11] unesco
[10] citizenscience

Top Hashtags in Tweet in G2:
[39] science
[8] lifeatbooz
[8] datasci
[8] nationalsecurityjobs
[7] education
[5] research
[5] sales
[3] machinelearning
[3] openaccess
[3] oa

Top Hashtags in Tweet in G3:
[1] jre
[1] spotify
[1] science
[1] divide
[1] fear
[1] hatred
[1] psyop
[1] polticalization
[1] nosjournaal
[1] standwithneilyoung

Top Hashtags in Tweet in G5:
[6] defymedicaldoctors
[2] science
[2] innovation
[1] patents
[1] vtpoli
[1] premium
[1] freedomofspeech
[1] truckersforfreedom2022
[1] canadatruckers
[1] letsgobrandon

Top Hashtags in Tweet in G6:
[13] soilorganiccarbon
[13] rewilding
[13] ontarioschools
[6] ipcc
[4] ai
[4] reu
[3] machinelearning
[3] academictwitter
[3] openscience
[2] phdfriend

Top Hashtags in Tweet in G8:
[2] sarscov2

Top Hashtags in Tweet in G9:
[28] science
[26] woc
[26] journalists
[4] parenting
[4] sciencewriting
[4] sciwricoffee
[4] parents
[2] sciwriawards
[2] translation
[2] voys

Top Hashtags in Tweet in G10:
[1] wednesdaythought
[1] openscience
[1] opendata
[1] eowebinar
[1] spaceacademy
[1] cloudcomputing
[1] meteo
[1] climate
[1] eo
[1] space

Top Words
Top Words in Tweet in Entire Graph:
[5566] open
[5064] science
[734] 2022
[683] research
[620] more
[606] data
[507] access
[448] #openscience
[416] paper
[405] applications

Top Words in Tweet in G1:
[584] open
[531] science
[419] #openscience
[125] research
[124] practices
[110] academic
[98] data
[73] online
[65] access
[61] hiring

Top Words in Tweet in G2:
[757] open
[754] science
[119] lf
[105] research
[98] academic
[90] paper
[90] help
[84] data
[84] essay
[81] more

Top Words in Tweet in G3:
[107] science
[94] open
[46] spotify
[33] joerogan
[22] debate
[20] people
[18] discussion
[16] rogan
[15] misinformation
[14] joe

Top Words in Tweet in G4:
[183] barloworld
[183] graduate
[183] development
[183] programme
[183] 2022
[183] applications
[183] open
[183] looking
[183] graduates
[183] degree

Top Words in Tweet in G5:
[77] science
[60] open
[55] medical
[36] model
[30] more
[26] health
[23] captain
[21] outdated
[17] covid
[17] need

Top Words in Tweet in G6:
[47] open
[41] science
[26] deadline
[21] project
[18] phd
[14] 2022
[14] spots
[14] students
[13] position
[13] persistence

Top Words in Tweet in G7:
[286] botnar
[146] institute
[143] afternoon
[143] duchess
[143] visited
[143] ouhospitals
[143] open
[143] marcela
[143] wing
[143] newest

Top Words in Tweet in G8:
[36] open
[31] takethatdarwin
[30] ah_science
[18] prismprime
[17] thuiop1
[15] scientiapercept
[15] horusrage
[14] tk_the_kitsune
[14] dirk_fasshauer
[14] ei9iw

Top Words in Tweet in G9:
[91] science
[58] writers
[54] newscientist
[53] journos
[53] looking
[53] broaden
[53] pool
[53] neuroscience
[53] brain
[53] mind

Top Words in Tweet in G10:
[37] climate
[33] data
[32] cloud
[29] access
[28] learn
[28] meet
[28] scientists
[28] collaborate
[28] interested
[28] using

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[898] open,science
[427] open,access
[278] applications,open
[241] data,science
[185] open,looking
[183] barloworld,graduate
[183] graduate,development
[183] development,programme
[183] programme,2022
[183] 2022,applications

Top Word Pairs in Tweet in G1:
[420] open,science
[60] academic,hiring
[57] science,practices
[56] open,access
[42] science,failed
[42] failed,penetrate
[42] penetrate,academic
[42] hiring,practices
[42] practices,305
[42] 305,academic

Top Word Pairs in Tweet in G2:
[52] open,science
[52] lf,clients
[45] open,access
[44] academic,help
[38] computer,science
[32] data,science
[31] lf,commissioner
[31] reflection,paper
[30] commissioner,commissions
[27] social,science

Top Word Pairs in Tweet in G3:
[14] open,discussion
[12] open,debate
[11] open,letter
[10] science,open
[8] joe,rogan
[7] asking,spotify
[7] 270,doctors
[7] thr,spotify
[6] doctors,physicians
[6] physicians,science

Top Word Pairs in Tweet in G4:
[183] barloworld,graduate
[183] graduate,development
[183] development,programme
[183] programme,2022
[183] 2022,applications
[183] applications,open
[183] open,looking
[183] looking,graduates
[183] graduates,degree
[181] barloworldltd,barloworld

Top Word Pairs in Tweet in G5:
[20] medical,model
[15] outdated,medical
[14] medical,science
[13] dangerous,trust
[13] trust,outdated
[13] business,model
[12] many,know
[12] know,everything
[12] everything,learned
[12] learned,health

Top Word Pairs in Tweet in G6:
[13] open,phd
[13] phd,position
[13] position,persistence
[13] persistence,#soilorganiccarbon
[13] #soilorganiccarbon,pools
[13] pools,regulated
[13] regulated,#rewilding
[13] #rewilding,part
[13] part,wild_soil
[13] wild_soil,project

Top Word Pairs in Tweet in G7:
[143] afternoon,duchess
[143] duchess,visited
[143] visited,ouhospitals
[143] ouhospitals,open
[143] open,marcela
[143] marcela,botnar
[143] botnar,wing
[143] wing,newest
[143] newest,botnar
[143] botnar,institute

Top Word Pairs in Tweet in G8:
[30] ah_science,takethatdarwin
[13] thuiop1,ah_science
[13] stuartmaxwell14,p3driver
[13] p3driver,thecoapodcast
[13] brough_joshua,cubesteve
[13] dadah_83,mucusmucous
[13] mucusmucous,massillonat
[13] massillonat,pramkzone
[13] pramkzone,foxbarlad
[12] prismprime,thuiop1

Top Word Pairs in Tweet in G9:
[53] science,journos
[53] journos,looking
[53] looking,broaden
[53] broaden,pool
[53] pool,neuroscience
[53] neuroscience,brain
[53] brain,mind
[53] mind,mental
[53] mental,health
[53] health,writers

Top Word Pairs in Tweet in G10:
[29] climate,data
[28] learn,access
[28] access,climate
[28] data,cloud
[28] cloud,meet
[28] meet,scientists
[28] scientists,collaborate
[28] collaborate,interested
[28] interested,using
[28] using,publicly

Top Replied-To
Top Replied-To in Entire Graph:
@acadhelpernyx
@elonmusk
@acadhelpersph
@laurenboebert
@janehansen2000
@jayashcroftmo
@fordnation
@snowden
@alexftweets
@justintrudeau

Top Replied-To in G1:
@anneamadden
@emma_cogdev
@siccodeknecht
@zoecournia
@miedemaf
@sergiouribe
@openacademics
@drveronikach
@sambashevkin
@jess_froe

Top Replied-To in G3:
@snowden
@drericding
@peteparada
@hb_brucey
@redstone620
@thomasswords
@mdbreathe
@outlawjosiewal3
@datadriven3
@thechimpinme

Top Replied-To in G5:
@elonmusk
@jayashcroftmo
@fordnation
@justintrudeau
@nytimes
@nntaleb
@jim_jordan
@theinsiderpaper
@rachelnotley
@elon_r_tusk

Top Replied-To in G6:
@akaelwopo1
@jamesmelville
@boydist
@cardiacsmarts
@future_remember
@truenorthmom
@pierretherrie17
@vinnie66007649
@fox96369
@nsf

Top Replied-To in G8:
@globe_4_life
@prismprime
@james_hawke1
@wpcguy
@nadsshoes
@bhaastsd
@speedaldo9
@woopswoah
@adenordinii
@bikinatroll

Top Replied-To in G9:
@mikegalsworthy
@beecycles
@deweerdt_sarah

Top Replied-To in G10:
@drjosephhardin
@sentinel_hub
@copernicuseu
@ecmwf
@hayleyeversking
@astrocrawford
@platformadam

Top Mentioned
Top Mentioned in Entire Graph:
@barloworldltd
@ouhospitals
@clarencehouse
@youarelobbylud
@marcusarvan
@remcoheesen
@lastpositivist
@newscientist
@colbydigssoil
@catdl

Top Mentioned in G1:
@ej_norris
@openmarin
@opensci_news
@naudetflorian
@sup_rec
@osframework
@openscicomm
@osec2022
@nwonieuws
@_khanhassan

Top Mentioned in G2:
@acad_jo
@purplegrayaj
@usprowriter
@santaanacollege
@waseabi
@jeniferschool
@jeanrostand8
@midnaday
@dowbboy
@avril_lemony

Top Mentioned in G3:
@joerogan
@spotify
@thr
@snowden
@spotifyusa
@jonimitchell
@neilyoung
@mojolissa
@rob_sheridan
@georgehahn

Top Mentioned in G4:
@barloworldltd

Top Mentioned in G5:
@alwaysvote_blue
@jayashcroftmo
@nytimes
@justintrudeau
@ijclausen
@elonmusk
@potus
@fordnation
@wytewzrdz
@beckybunzy

Top Mentioned in G6:
@wild_soil
@carstenwmueller
@lotus_stemm
@foldercase_com
@postdocvoice
@_open_science_
@ipcc_ch
@geraldkutney
@nsf
@phdvoice

Top Mentioned in G7:
@ouhospitals
@clarencehouse
@uniofoxford
@botnaroxford

Top Mentioned in G8:
@takethatdarwin
@ah_science
@thuiop1
@prismprime
@scientiapercept
@horusrage
@dirk_fasshauer
@leanneaf
@mucusmucous
@thadias518

Top Mentioned in G9:
@newscientist
@catdl
@beecycles
@sciencewriters
@sfamtweets
@kendallsciwrite
@open_notebook
@nafellows
@econhardship
@logannonfiction

Top Mentioned in G10:
@chellegentemann
@eo_open_science
@eoafricard1
@woodwellclimate
@eoepca
@esa_eo
@facultyitc
@itcalumni
@geosec2025
@ideamapsnetwork

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@eazeee2004
@chidambara09
@edinburghwatch
@spotifycares
@s9tmt
@world_news_eng
@collegemenfess
@independent
@nobby15

Top Tweeters in G1:
@eraser
@academicchatter
@fluxcapdoodah
@_open_science_
@diversityup
@frodo60
@sdelagrave
@seis_matters
@openscitalk
@fdmhildesheim

Top Tweeters in G2:
@paoloigna1
@jackiedeburca
@jrehnj
@wellcome_home
@suriyasubraman
@slideme
@fabienprevots
@onepostguy
@zen4ever2us
@digitaljournal

Top Tweeters in G3:
@spotifycares
@morgfair
@thr
@markwrightuk88
@pmagn
@spottlessmarxx
@nobodyhere23
@lvingfree5678
@amyinsydney
@prairielive

Top Tweeters in G4:
@ati_makwati
@sjombz
@rabotoko
@rayray_refentse
@nsikoe
@thuto_xclsv
@itsmanthakay_2u
@luyanda__n
@mosssima
@zama__

Top Tweeters in G5:
@business
@businessinsider
@nytimes
@cnn
@wsj
@forbes
@ctvnews
@melinda62909033
@cbcnews
@aprairiesong

Top Tweeters in G6:
@guardian
@redmayne_robert
@pardoe_ai
@tamraraven
@die__trying_
@faizayousuf
@brainroaring
@geraldkutney
@dawntj90
@bomengidsnl

Top Tweeters in G7:
@andreasandy3131
@moritzbhg
@annaxlgxts
@eu504
@masupunoyama359
@domenicomazzil5
@harryjfriel28
@gilljames54
@cater_paul
@berlinaffaires

Top Tweeters in G8:
@prismprime
@quin4trump
@takethatdarwin
@zapher134
@zypisfy
@daccampofamily
@impeachqueen
@pandeism
@bikinatroll
@scientiapercept

Top Tweeters in G9:
@kevinpbreslin
@jdiannedotson
@stevesilberman
@birder_katie
@jimodonnell2
@high_light
@duncanlindsay
@grumpygrumpyowl
@sarahchurchwell
@newscientist

Top Tweeters in G10:
@kathimerini_gr
@spacetoday1
@jotatx
@nikosaliagas
@copernicuseu
@ram_meteo
@bzgeo
@kitsosmitsos
@esa
@digitaleu


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