open science, Twitter, 5/24/2022 12:18:24 AM, 276941


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open science_2022-05-23_15-30-01.xlsx
open science_2022-05-23_15-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 24, 2022
Short Description:
open science via NodeXL https://bit.ly/3sUslMt
@openscitalk
@_open_science_
@cern
@science_george
@pandata19
@eddierdmd
@indiascipol
@cellsciencejour
@isro
@black_dragon123

Top hashtags:
#openscience
#science
#shuri
#blackpanther
#openaccess
#betterwayconference

Description:
Description
The graph represents a network of 8,943 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, 23 May 2022 at 22:42 UTC.

The requested start date was Monday, 23 May 2022 at 00:01 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, 17-hour, 20-minute period from Wednesday, 18 May 2022 at 06:39 UTC to Monday, 23 May 2022 at 00:00 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 : 8943
Unique Edges : 6387
Edges With Duplicates : 11043
Total Edges : 17430
Number of Edge Types : 5
Tweet : 1715
Retweet : 4894
MentionsInRetweet : 7203
Replies to : 611
Mentions : 3007
Self-Loops : 1772
Reciprocated Vertex Pair Ratio : 0.0292338709677419
Reciprocated Edge Ratio : 0.0568070519098923
Connected Components : 1696
Single-Vertex Connected Components : 599
Maximum Vertices in a Connected Component : 2763
Maximum Edges in a Connected Component : 7596
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 7.626706
Graph Density : 0.000127675581873649
Modularity : 0.586021
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,943 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, 23 May 2022 at 22:42 UTC.

The requested start date was Monday, 23 May 2022 at 00:01 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, 17-hour, 20-minute period from Wednesday, 18 May 2022 at 06:39 UTC to Monday, 23 May 2022 at 00:00 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:
[33] https://linkinghub.elsevier.com/retrieve/pii/S0272494422000676
[25] https://open.spotify.com/show/0FE7QgH5Yq5wcYuG1njzN2
[24] https://psyarxiv.com/uqjf9
[18] https://twitter.com/js_acads/status/1522555626143985664
[13] https://www.eventbrite.co.uk/e/panda-open-science-live-tickets-334500829987
[10] https://www.sciencedirect.com/science/article/pii/S0964339721001828
[10] https://www.digital-science.com/blog/2022/05/open-access-books-plan-s-moment/
[9] https://twitter.com/AgapayKalinaw/status/1361636228798455809
[8] https://associationsnow.com/2022/05/the-way-things-were-why-open-access-to-the-acm-digital-library-matters/
[7] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41591-022-01804-4

Top URLs in Tweet in G1:
[6] https://github.com/nasa/Transform-to-Open-Science/tree/main/docs/Area1_Engagement/Community_Panels
[5] https://science.nasa.gov/open-science/transform-to-open-science
[4] https://osg-htc.org/docs/data/stashcache/overview/index.html
[4] https://github.com/nasa/Transform-to-Open-Science/blob/main/docs/Area1_Engagement/Community_Panels/20220517_community_panel.md
[4] https://issues.org/open-science-hardware-arancio-dosemagen-forum/
[4] https://openlifesci.org/posts/2022/05/13/open-science-hobby/
[3] https://www.pcronline.com/Courses/EuroPCR/Programme/2022/Course-Programme
[3] https://www.youtube.com/watch?v=8waSSjtysec

[3] https://skosmos.loterre.fr/TSO/en/page/-P2PM5GCP-8
[3] https://www.ucl.ac.uk/library/open-science-research-support/open-access/research-funders/horizon-2020erc-open-access-policy-and

Top URLs in Tweet in G2:
[7] https://twitter.com/onestopacadhelp/status/1508711548961067009
[7] https://twitter.com/louisseacads/status/1489485416520884231
[6] https://twitter.com/messages/compose?recipient_id=1405358324556595204
[3] https://www.theguardian.com/science/2022/may/09/europes-first-psychedelic-drug-trial-firm-to-open-in-london
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41591-022-01804-4
[2] https://digital-strategy.ec.europa.eu/en/events/open-market-consultation-european-open-science-cloud-public-procurement-action
[2] https://techeconomy.ng/2022/05/open-cities-lab-visits-orodata-science-in-lagos/
[2] https://www.sciencedirect.com/science/article/pii/S0264410X2030579X?via%3Dihub
[2] https://intellectual-property-helpdesk.ec.europa.eu/news-events/news/managing-knowledge-outcomes-new-ec-report-open-science-and-intellectual-property-rights-2022-05-17_en
[2] http://B.Tech

Top URLs in Tweet in G4:
[3] https://esa-survey.limequery.org/591789?utm_source=twitter&utm_medium=source&utm_campaign=LPS22
[3] https://lps22.esa.int/frontend/index.php
[2] https://esa-survey.limequery.org/691913?lang=en
[2] https://twitter.com/DrFishmarketing/status/1528115245507551232
[2] https://github.com/Open-EO/openeo-python-client/releases/tag/v0.10.1
[2] https://deeptechatelier.com/day/day-2/#space-tech-stage
[2] https://www.esa.int/Applications/Observing_the_Earth/Watch_live_Living_Planet_Symposium_2022
[2] https://ponderwall.com/index.php/2022/04/10/open-science/
[1] https://www.fabbaloo.com/news/design-of-the-week-open-source-3d-printed-puma-microscope
[1] https://tinyurl.com/2p9baen2

Top URLs in Tweet in G5:
[3] https://isat.iirs.gov.in/specialcourse/aboutmooc.php
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FISRO%2Fposts%2F332052509055150
[1] https://twitter.com/isro/status/1527265456356085761

Top URLs in Tweet in G6:
[24] https://psyarxiv.com/uqjf9
[4] https://twitter.com/t_kalandadze/status/1527177177330028544
[2] https://twitter.com/improvingpsych/status/1527735942865424385
[2] https://arc.ucar.edu/articles
[1] https://journals.sagepub.com/stoken/default+domain/10.1177%2F15291006211051956-FREE/full#.YbpbbYlu2Xw.twitter
[1] https://www.youtube.com/watch?v=_OMAtn0qSfQ

[1] https://twitter.com/ee_kausel/status/1527025561696145408?s=20&t=w4RH6_DaINYLWbOHTEKVFA
[1] https://onlinelibrary.wiley.com/doi/full/10.1002/icd.2334
[1] https://www2.cisl.ucar.edu/events/tai4es-2022-summer-school
[1] https://en.wikipedia.org/wiki/The_Triumph_of_Doubt

Top URLs in Tweet in G7:
[1] https://petition.parliament.uk/petitions/601932
[1] https://twitter.com/togetherdec/status/1527964334105698304
[1] https://dailysceptic.org/2022/05/17/nick-hudson-coming-to-london-get-tickets-now/

Top URLs in Tweet in G8:
[8] https://associationsnow.com/2022/05/the-way-things-were-why-open-access-to-the-acm-digital-library-matters/
[7] https://tweetedtimes.com/v/1559
[6] https://ec.europa.eu/info/funding-tenders/opportunities/portal/screen/support/faq;type=0,1;categories=;tenders=;programme=43108390;keyword=;freeTextSearchKeyword=open%20science;matchWholeText=true;period=null;status=0,1;sortQuery=relevance;faqListKey=faqSearchTablePageState
[5] https://www.digital-science.com/blog/2022/05/open-access-books-plan-s-moment/
[4] https://ucl.scienceopen.com/document/read?vid=c36a0eb8-aaf1-4f37-87e7-009f3718bea3
[3] https://www.ebi.ac.uk/about/news/lab-matters/organisations-should-embrace-open-science-faster/
[3] https://blog.scienceopen.com/2022/05/exploring-the-sdgs-on-scienceopen-7-affordable-and-clean-energy/
[3] https://www.scienceopen.com/collection/18c8a61b-fcd8-463d-a52e-d9da088711b6
[2] https://www.scienceopen.com/document?vid=4b1df65d-03bb-4154-b373-833a2e3188df
[2] https://www.scienceopen.com/collection/c986275e-c2a4-4067-81e5-72ef591b48cb

Top URLs in Tweet in G9:
[2] https://thedirect.com/article/black-panther-letitia-wright-lab-museum-photos

Top Domains
Top Domains in Tweet in Entire Graph:
[329] twitter.com
[144] spotify.com
[105] sciencedirect.com
[75] elsevier.com
[71] scienceopen.com
[54] co.uk
[47] youtube.com
[43] ac.uk
[33] google.com
[24] linkedin.com

Top Domains in Tweet in G1:
[65] twitter.com
[18] youtube.com
[12] github.com
[8] nasa.gov
[7] google.com
[6] issues.org
[5] oup.com
[5] zenodo.org
[5] europa.eu
[4] osg-htc.org

Top Domains in Tweet in G2:
[95] twitter.com
[38] spotify.com
[29] sciencedirect.com
[10] co.uk
[10] youtube.com
[6] europa.eu
[6] smartnews.com
[5] theguardian.com
[5] science.org
[5] linkedin.com

Top Domains in Tweet in G4:
[12] twitter.com
[10] esa.int
[5] limequery.org
[4] github.com
[3] bit.ly
[2] deeptechatelier.com
[2] sentinel-hub.com
[2] eurodatacube.com
[2] google.com
[2] ponderwall.com

Top Domains in Tweet in G5:
[3] gov.in
[1] facebook.com
[1] twitter.com

Top Domains in Tweet in G6:
[24] psyarxiv.com
[9] twitter.com
[3] ucar.edu
[2] sagepub.com
[2] wiley.com
[2] viglink.com
[1] youtube.com
[1] wikipedia.org
[1] elsevier.com
[1] substack.com

Top Domains in Tweet in G7:
[1] parliament.uk
[1] twitter.com
[1] dailysceptic.org

Top Domains in Tweet in G8:
[71] scienceopen.com
[8] associationsnow.com
[7] tweetedtimes.com
[6] digital-science.com
[6] europa.eu
[4] ac.uk
[3] twitter.com
[2] google.com
[2] knowledgespeak.com
[1] intechopen.com

Top Domains in Tweet in G9:
[2] thedirect.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[555] openscience
[193] science
[118] shuri
[118] blackpanther
[83] openaccess
[77] betterwayconference
[74] research
[56] lps22
[42] commstwt
[38] academicservice



Top Hashtags in Tweet in G1:
[418] openscience
[32] nasatops
[26] openaccess
[25] opendata
[19] whec2022
[16] eosc
[13] fairmetrics
[11] drugdiscovery
[11] compchem
[9] fair

Top Hashtags in Tweet in G2:
[45] science
[40] commstwt
[38] academicservice
[38] academiccommissions
[38] lfcommissioner
[38] lfclient
[8] technology
[7] admissionsopen
[6] education
[6] datascience

Top Hashtags in Tweet in G3:
[1] aog
[1] hopehappinessharmony

Top Hashtags in Tweet in G4:
[53] lps22
[20] opensource
[18] openscience
[13] eo
[11] scicomm
[9] modis
[9] terra
[9] sicily
[9] etna
[8] bonn

Top Hashtags in Tweet in G5:
[1] onlinecourse
[1] isro

Top Hashtags in Tweet in G6:
[5] tai4es22
[2] openscience
[2] sips2022
[2] hpc
[2] highered
[2] science

Top Hashtags in Tweet in G7:
[53] betterwayconference

Top Hashtags in Tweet in G8:
[39] research
[31] openscience
[31] openaccess
[9] openedu
[8] sdg7
[6] horizoneurope
[5] metadata
[4] covid
[4] mentalhealth
[4] preprints

Top Hashtags in Tweet in G9:
[117] shuri
[117] blackpanther

Top Words
Top Words in Tweet in Entire Graph:
[5692] science
[5621] open
[728] school
[665] research
[617] data
[564] paper
[555] #openscience
[538] access
[474] 2022
[472] social

Top Words in Tweet in G1:
[629] open
[550] science
[418] #openscience
[172] tops
[128] research
[114] nasa
[104] development
[93] data
[88] team
[86] transform

Top Words in Tweet in G2:
[872] open
[803] science
[260] lf
[252] academic
[218] essay
[209] commissions
[202] paper
[194] commissioner
[184] research
[167] rush

Top Words in Tweet in G3:
[267] kiit
[267] school
[267] social
[267] finance
[267] human
[267] science
[267] team
[267] distributed
[267] sports
[267] accessories

Top Words in Tweet in G4:
[84] open
[64] science
[53] #lps22
[37] esa_eo
[29] join
[26] planet
[24] living
[22] symposium
[21] eo_open_science
[20] #opensource

Top Words in Tweet in G5:
[375] isro
[191] space
[190] massive
[190] open
[189] online
[189] course
[189] overview
[189] science
[189] technology
[189] students

Top Words in Tweet in G6:
[177] science
[174] open
[108] developmental
[91] paper
[69] reading
[67] overview
[66] annotated
[66] t_kalandadze
[64] list
[62] infant

Top Words in Tweet in G7:
[115] open
[112] science
[107] debate
[104] much
[103] alanvibe
[95] without
[94] concern
[94] draseemmalhotra
[94] making
[53] #betterwayconference

Top Words in Tweet in G8:
[65] open
[50] science
[41] janet
[39] #research
[31] #openscience
[31] #openaccess
[27] emblebi
[26] first
[26] science_open
[24] thornton

Top Words in Tweet in G9:
[117] official
[117] reconstruction
[117] #shuri
[117] lab
[117] set
[117] #blackpanther
[117] open
[117] gallery
[117] london's
[117] science

Top Words in Tweet in G10:
[6] science
[6] open
[4] mcfunny
[4] krebiozen
[4] provaxtexan
[4] jameslynchgtc
[3] crabb_vicki
[3] andrewlazarus4
[3] skepticalmutant
[3] tonybaduy

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1199] open,science
[504] open,access
[294] data,science
[276] science,team
[267] kiit,school
[267] school,social
[267] social,finance
[267] finance,human
[267] human,science
[267] team,distributed

Top Word Pairs in Tweet in G1:
[411] open,science
[77] science,tops
[75] transform,open
[72] subject,matter
[71] tops,nasa
[71] nasa,nasaearthdata
[71] nasaearthdata,curriculum
[71] curriculum,development
[71] development,team
[71] team,theagu

Top Word Pairs in Tweet in G2:
[114] lf,commissioner
[73] open,science
[72] non,rush
[64] academic,commission
[62] write,ups
[62] lf,client
[61] open,acad
[60] political,science
[59] academic,commissions
[57] reflection,paper

Top Word Pairs in Tweet in G3:
[267] kiit,school
[267] school,social
[267] social,finance
[267] finance,human
[267] human,science
[267] science,team
[267] team,distributed
[267] distributed,sports
[267] sports,accessories
[267] accessories,stationery

Top Word Pairs in Tweet in G4:
[29] open,science
[24] living,planet
[22] planet,symposium
[11] next,week
[10] gt,lt
[10] esa_eo,eo_open_science
[9] esa_eo,involved
[9] involved,future
[9] future,#eo
[9] #eo,open

Top Word Pairs in Tweet in G5:
[190] massive,open
[189] open,online
[189] online,course
[189] course,overview
[189] overview,space
[189] space,science
[189] science,technology
[188] isro,conducts
[188] conducts,massive
[188] technology,school

Top Word Pairs in Tweet in G6:
[103] developmental,science
[67] open,developmental
[67] science,overview
[66] annotated,reading
[64] reading,list
[63] overview,annotated
[62] paper,open
[62] list,infant
[62] infant,child
[62] child,development

Top Word Pairs in Tweet in G7:
[96] open,debate
[95] debate,science
[95] science,without
[94] much,concern
[94] concern,open
[94] without,draseemmalhotra
[94] draseemmalhotra,making
[93] alanvibe,much
[52] speakers,globe
[52] globe,over

Top Word Pairs in Tweet in G8:
[46] open,science
[24] janet,thornton
[19] dame,janet
[17] congratulations,prof
[17] prof,dame
[17] thornton,winning
[17] winning,first
[17] first,febsnews
[17] febsnews,#openscience
[17] #openscience,award

Top Word Pairs in Tweet in G9:
[117] official,reconstruction
[117] reconstruction,#shuri
[117] #shuri,lab
[117] lab,set
[117] set,#blackpanther
[117] #blackpanther,open
[117] open,gallery
[117] gallery,london's
[117] london's,science
[115] mcu_direct,official

Top Word Pairs in Tweet in G10:
[3] fvckyourfear,krebiozen
[2] provaxtexan,skepticalmutant
[2] jameslynchgtc,ang__johnson
[2] open,debate
[2] andrewlazarus4,aspalaasnasntyr
[2] alex_on_a14,isthisnetaken
[2] malo_j,tryingmypatient
[2] tryingmypatient,chimera414
[2] chimera414,itisjustmebabe
[2] diar380,realshocks

Top Replied-To
Top Replied-To in Entire Graph:
@acadhelpersph
@acadhelpernyx
@elonmusk
@open_rocking
@hebbianloop
@pujaohlhaver
@dsquintana
@justintrudeau
@colognav
@shkmahraalmakto

Top Replied-To in G1:
@stefanfschubert
@lukeprog
@donnainfiorino
@trashbirdecol
@drsusannasif
@leesplez
@xadrianbonilla
@easternblot
@conradsen_marie
@openlifesci

Top Replied-To in G2:
@acadhelpernyx
@acadhelpersph
@iamcccc

Top Replied-To in G4:
@khorneflakes88
@tjuc123
@sciencecrux
@dogontheroof

Top Replied-To in G5:
@isro

Top Replied-To in G6:
@dsquintana
@notawful
@annlaurin

Top Replied-To in G8:
@egonwillighagen
@emblebi
@easternblot
@science_open
@dustinbajer
@erleellis
@wbrehm

Top Replied-To in G10:
@jameslynchgtc
@crabb_vicki
@iamtybalt79
@jaytee116james
@richykirsh

Top Mentioned
Top Mentioned in Entire Graph:
@artofgiving_net
@isro
@mcu_direct
@nasa
@alanvibe
@draseemmalhotra
@theagu
@ssacommish
@libcce
@nasaearthdata

Top Mentioned in G1:
@nasa
@theagu
@libcce
@nasaearthdata
@opensci_news
@unesco
@donnainfiorino
@eulacfoundation
@monsauce
@phdtoothfairy

Top Mentioned in G2:
@cartermorrishr
@teneikaask_you
@pro_essays24
@alternet_europe
@yuvalzommer
@c_coolidge
@learnbay1
@academicblink
@butkovichpete
@roni1015

Top Mentioned in G3:
@artofgiving_net

Top Mentioned in G4:
@esa_eo
@eo_open_science
@esa
@nasaearth
@eurogeosciences
@pierre_markuse
@smithsoniangvp
@volcanessa
@defis_eu
@iavcei_hazards

Top Mentioned in G5:
@isro
@satcom_india
@careerpick

Top Mentioned in G6:
@t_kalandadze
@mcxfrank
@gen_pov
@tamislemondanyu
@dgasevic
@sbuckshum
@haskhosravi
@riotsciencenl
@saraannhart
@stevefranconeri

Top Mentioned in G7:
@alanvibe
@draseemmalhotra
@togetherdec
@toadmeister
@ofcom
@maddog60352461
@marksteynonline
@gbnews
@thecoastguy
@wch_org

Top Mentioned in G8:
@emblebi
@science_open
@febsnews
@uclopen_env
@dsdimensions
@africaosh
@herrison
@unpaywall
@mala
@digitalsci

Top Mentioned in G9:
@mcu_direct

Top Mentioned in G10:
@mcfunny
@krebiozen
@provaxtexan
@andrewlazarus4
@skepticalmutant
@tonybaduy
@wendyorent
@fvckyourfear
@djchicus
@swaledalemutton

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@jornalistavitor
@chidambara09
@jurylady5
@xaelbot
@codedailybot
@matiere
@dhruvbhim
@morgandavii
@jfsebastian146

Top Tweeters in G1:
@king_220_
@steltenpower
@llarisah
@kurierat
@biorxivpreprint
@_open_science_
@wired
@almu_hs
@candidate7153
@teoriantropolog

Top Tweeters in G2:
@dev_discourse
@dataaugmented
@jackiedeburca
@topgaming43
@c_coolidge
@onepostguy
@para_science_
@that_thulzy
@petimiti
@amcell

Top Tweeters in G3:
@droupadi20
@akmishra2203
@smrutirani1
@sanjeev76554403
@manmohan1255
@jayeshmangela3
@heartpadhan
@jkkiit
@adityasethy7
@hemanginidas

Top Tweeters in G4:
@opensource_orgs
@ks_1968
@eternalritewing
@cornubiageol
@pythonroboto
@b0tsci
@diversityup
@scicommbot
@james_bg
@redbull

Top Tweeters in G5:
@dhruvbhim
@prachi_ras
@beingvick
@firozkh46754379
@prasadhemant
@cheena92
@shrikant_stpib
@maharashtra
@mimarathibhau
@hiteshgngr18

Top Tweeters in G6:
@richardkimphd
@deevybee
@je6whx
@timetit
@saraannhart
@jfrickuga
@ucatolica
@giladfeldman
@cconrymurray
@kumaragarg

Top Tweeters in G7:
@princessofwails
@havenaar64
@simon32445788
@janet_cutts1
@hhelenakhl
@loreign83
@imchaffie
@steveg06322664
@alwaysthemama
@madywaterer

Top Tweeters in G8:
@glynmoody
@skatiq3
@leclercfl
@bartb1067
@egonwillighagen
@alleone
@davidpriceucl
@fraggyfred
@gawbul
@ataxia_and_me

Top Tweeters in G9:
@morgandavii
@randys0725
@sadam_of_me
@choniby
@toden_laviateur
@wolveriffverine
@sdagger02
@yeahitzjay
@blueboy8000
@jonatha80958138

Top Tweeters in G10:
@doritmi
@_mamadeb
@tony__heller
@takethatct
@kath2cats
@mcfunny
@biorealism
@chimera414
@malo_j
@joltdude