open science, Twitter, 12/12/2022 11:54:54 PM, 286159


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open science_2022-12-12_15-30-01.xlsx
open science_2022-12-12_15-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 12, 2022
Short Description:
open science via NodeXL https://bit.ly/3j1WGqw
@_open_science_
@drcpennington
@openscitalk
@thuslibrarians
@ketanj0
@linguacelta
@drjbhattacharya
@statsjamie
@fluffyb64978720
@sonjaeisenbeiss

Top hashtags:
#openscience
#science
#organoids
#phd
#openaccess
#commstwt

Description:
Description
The graph represents a network of 8,979 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, 12 December 2022 at 23:44 UTC.

The requested start date was Monday, 12 December 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, 15-hour, 46-minute period from Wednesday, 07 December 2022 at 09:11 UTC to Monday, 12 December 2022 at 00:57 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 : 8979
Unique Edges : 6175
Edges With Duplicates : 10866
Total Edges : 17041
Number of Edge Types : 5
Retweet : 4809
MentionsInRetweet : 6804
Tweet : 1792
Mentions : 2896
Replies to : 740
Self-Loops : 1835
Reciprocated Vertex Pair Ratio : 0.0207052070520705
Reciprocated Edge Ratio : 0.0405703956617795
Connected Components : 1727
Single-Vertex Connected Components : 631
Maximum Vertices in a Connected Component : 1831
Maximum Edges in a Connected Component : 4786
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.611988
Graph Density : 0.000123527755202971
Modularity : 0.595411
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 8,979 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, 12 December 2022 at 23:44 UTC.

The requested start date was Monday, 12 December 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, 15-hour, 46-minute period from Wednesday, 07 December 2022 at 09:11 UTC to Monday, 12 December 2022 at 00:57 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:
[110] https://cessi.iiserkol.ac.in/nsss/Outreach.html
[49] https://www.shorturl.at/qwyP8
[35] https://disinformationchronicle.substack.com/p/monsantos-ghostwriting-to-influence?r=da5yr&utm_campaign=post&utm_medium=email
[33] https://bomenenbos.substack.com/p/wob-dossier-de-twee-keuzes-voor-het?utm_campaign=post&utm_medium=web
[27] https://gregellis.substack.com/p/a-call-to-action-on-parental-alienation?r=1tk83f&utm_campaign=post&utm_medium=email
[26] https://parp-dsm.info/
[26] https://open.spotify.com/show/0FE7QgH5Yq5wcYuG1njzN2
[25] https://www.umcutrecht.nl/nieuws/miljoenen-voor-onderzoek-naar-open-science
[25] https://www.psychiatrictimes.com/view/a-silent-epidemic-parental-alienation
[24] https://theconversation.com/why-we-need-open-source-science-innovation-not-patents-and-paywalls-192484

Top URLs in Tweet in G1:
[4] https://theconversation.com/why-we-need-open-source-science-innovation-not-patents-and-paywalls-192484
[4] https://twitter.com/nnnnabiyaaah/status/1477453676889313280
[3] https://www.getrevue.co/profile/open-science-retreat
[3] https://twitter.com/NaifehHussein/status/1595463555616493569/video/1
[3] https://twitter.com/Ikeumms/status/1580075610084618241
[3] https://scholarlykitchen.sspnet.org/2022/12/08/some-observations-from-charleston-open-access-edition/
[3] https://twitter.com/messages/compose?text=&recipient_id=1579041715876294656
[3] https://twitter.com/viciacademics/status/1438324731321536512
[3] https://random42.com/ar-advent-calendar?utm_source=twitter&utm_medium=social&utm_campaign=r42
[3] https://twitter.com/AhmadPingoo/status/1600761037187612674/video/1

Top URLs in Tweet in G2:
[18] https://www.umcutrecht.nl/nieuws/miljoenen-voor-onderzoek-naar-open-science
[16] https://blue-cloud.org/events/blue-cloud-final-conference-open-science-eu-green-deal?utm_source=twitter.com&utm_medium=social&utm_campaign=20221208_b-c_final_conference
[12] https://theconversation.com/why-we-need-open-source-science-innovation-not-patents-and-paywalls-192484
[11] https://yerun.eu/calendar/
[10] https://tweetedtimes.com/v/1745
[9] https://tweetedtimes.com/v/1559
[8] https://zenodo.org/record/7409433#.Y5R25bJBw-S
[6] https://ecoevo.social/
[6] https://numfocus.org/eoy-2022
[5] https://blog.aau.org/aau-advocates-for-top-level-support-for-the-open-science-agenda/

Top URLs in Tweet in G3:
[18] https://twitter.com/paniterka_ch/status/1599893818186543105

Top URLs in Tweet in G4:
[3] https://osf.io/zy2pc
[2] https://www.foldercase.com/
[2] http://listservlistserv.uconn.edu
[1] https://twitter.com/nytimes/status/1601622110467952640
[1] https://redirect.viglink.com?u=https%3A%2F%2Fwww.amazon.co.uk%2FStudents-Guide-Open-Science-Replication%2Fdp%2F0335251161%2Fref%3Dsr_1_1%3Fcrid%3D37CR522LEERK8%26keywords%3D9780335251162%26qid%3D1670251103%26sprefix%3D9780335251162%252Caps%252C94%26sr%3D8-1&key=a7e37b5f6ff1de9cb410158b1013e54a&prodOvrd=RAC&opt=false
[1] https://blackwells.co.uk/bookshop/product/9780335251162
[1] https://experimentalfieldlinguistics.wordpress.com/open-science/
[1] https://www.mheducation.co.uk/professionals/open-university-press
[1] https://twitter.com/drcpennington/status/1601159290261225472
[1] https://twitter.com/flavio_azevedo_/status/1601612391522844673

Top URLs in Tweet in G6:
[1] https://virologyj.biomedcentral.com/articles/10.1186/s12985-022-01831-0
[1] https://www.abc.net.au/news/science/2022-12-08/covid-misinformation-spiking-on-twitter-elon-musk/101742276
[1] https://www.newsbusters.org/blogs/nb/brad-wilmouth/2020/11/27/cnn-cues-doc-slam-scotus-ruling-churches-and-covid-absolutely

Top URLs in Tweet in G7:
[1] https://www.jewishvirtuallibrary.org/creation-and-cosmogony-in-the-bible

Top URLs in Tweet in G8:
[2] https://wherearethenumbers.substack.com/p/flawed-covid-definitions-data-and
[1] https://www.youtube.com/watch?v=8Avq_tMz2LU&feature=youtu.be

[1] https://www.youtube.com/watch?v=YV13XLYgvY8&feature=youtu.be


Top URLs in Tweet in G9:
[1] https://rootandshoot.org/root-shoot-nsf-rcn-travel-award-application-for-members-of-sacnas-or-manrrs/
[1] https://www.nps.gov/subjects/science/scientists-in-parks-current-positions.htm
[1] https://aprecruit.ucr.edu/JPF01680

Top URLs in Tweet in G10:
[11] https://www.getrevue.co/profile/open-science-retreat/issues/open-science-retreat-application-now-open-1415687
[6] https://openlifesci.org/ols-7
[2] https://open.science-retreat.org/registration/
[1] https://blog.datacite.org/mind-the-gap-what-to-expect-when-practicing-fair/
[1] https://datacite.org/jobopportunities.html#head1
[1] https://zenodo.org/record/7410496#.Y5C2YeymNhE
[1] https://twitter.com/Durham_Riots/status/1600483705960767489
[1] https://anchor.fm/reboot-academia
[1] https://anchor.fm/opensciencestories
[1] https://forrt.org/glossary/open-science/

Top Domains
Top Domains in Tweet in Entire Graph:
[303] twitter.com
[243] substack.com
[132] spotify.com
[110] ac.in
[76] sciencedirect.com
[52] shorturl.at
[48] elsevier.com
[47] bit.ly
[43] ac.uk
[35] youtube.com

Top Domains in Tweet in G1:
[80] twitter.com
[37] spotify.com
[37] substack.com
[25] sciencedirect.com
[14] bit.ly
[11] ac.uk
[9] youtube.com
[6] google.com
[6] awardedtenders.au
[5] theconversation.com

Top Domains in Tweet in G2:
[49] twitter.com
[23] blue-cloud.org
[20] tweetedtimes.com
[19] umcutrecht.nl
[13] zenodo.org
[12] theconversation.com
[11] ecoevo.social
[11] yerun.eu
[6] numfocus.org
[5] aau.org

Top Domains in Tweet in G3:
[18] twitter.com

Top Domains in Tweet in G4:
[4] twitter.com
[3] co.uk
[3] osf.io
[2] foldercase.com
[2] uconn.edu
[2] cos.io
[2] ac.uk
[1] viglink.com
[1] wordpress.com
[1] topfactor.org

Top Domains in Tweet in G6:
[1] biomedcentral.com
[1] net.au
[1] newsbusters.org

Top Domains in Tweet in G7:
[1] jewishvirtuallibrary.org

Top Domains in Tweet in G8:
[2] substack.com
[2] youtube.com

Top Domains in Tweet in G9:
[1] rootandshoot.org
[1] nps.gov
[1] ucr.edu

Top Domains in Tweet in G10:
[11] getrevue.co
[9] twitter.com
[6] openlifesci.org
[2] datacite.org
[2] zenodo.org
[2] anchor.fm
[2] science-retreat.org
[2] spotify.com
[1] forrt.org
[1] soundcloud.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[401] openscience
[123] science
[99] organoids
[94] phd
[64] openaccess
[63] commstwt
[49] biotechnology
[43] bluecloudfc
[36] wsf2022
[34] opendata



Top Hashtags in Tweet in G1:
[54] commstwt
[32] science
[26] 世畜杯
[13] commissionsopen
[11] openaccess
[10] 世界杯
[8] academicservice
[8] academiccommissions
[6] technology
[5] lfcommissioner

Top Hashtags in Tweet in G2:
[358] openscience
[43] bluecloudfc
[36] wsf2022
[32] opendata
[28] openaccess
[22] agu22
[21] openhardware
[19] opensource
[19] wsf_za2022
[15] openedu

Top Hashtags in Tweet in G4:
[16] openscience
[7] phdchat
[5] academia
[4] academictwitter
[4] phd
[4] rstats
[3] phdlife
[3] phds
[2] topfactor
[2] yerun

Top Hashtags in Tweet in G6:
[1] science
[1] twitter
[1] climatechange
[1] cars
[1] musk
[1] twitterfiles

Top Hashtags in Tweet in G9:
[1] nps
[1] internships

Top Hashtags in Tweet in G10:
[4] researchers
[2] openscience
[2] spotifywrapped
[2] innovative
[1] fair
[1] mindthegap
[1] fairprinciples
[1] wearehiring
[1] opencall
[1] archaeology

Top Words
Top Words in Tweet in Entire Graph:
[5165] open
[5100] science
[633] research
[561] paper
[506] 2023
[484] data
[477] more
[420] rush
[396] #openscience
[368] access

Top Words in Tweet in G1:
[826] science
[810] open
[352] paper
[263] rush
[214] lf
[180] essay
[178] commissions
[162] reflection
[150] reaction
[147] academic

Top Words in Tweet in G2:
[418] open
[388] science
[353] #openscience
[96] research
[80] more
[77] data
[72] unesco
[64] day
[62] join
[53] live

Top Words in Tweet in G3:
[212] created
[212] ai
[212] extremely
[212] science
[212] lying
[212] pseudo
[212] effective
[212] engine
[212] open
[212] disinformation

Top Words in Tweet in G4:
[169] science
[169] open
[116] available
[115] reform
[115] replication
[115] guide
[114] drcpennington
[114] using
[114] crisis
[114] pre

Top Words in Tweet in G5:
[142] requirements
[142] mandate
[142] testing
[142] continues
[142] tourists
[142] open
[142] countries
[142] entry
[142] without
[142] usa

Top Words in Tweet in G6:
[68] science
[62] open
[50] elonmusk
[13] debate
[12] parents
[12] know
[11] eltonofficial
[11] discussion
[9] covid
[9] seen

Top Words in Tweet in G7:
[13] open
[11] ah_science
[9] scientiapercept
[9] briannazarenus
[9] megafant1
[9] heathenwombat
[9] truthwiththord
[8] sidney1st
[8] mucusmucous
[8] dirk_fasshauer

Top Words in Tweet in G8:
[184] covid
[114] profnfenton
[107] short
[76] certificate
[76] classified
[76] death
[76] extract
[76] sole
[76] deaths
[76] listed

Top Words in Tweet in G9:
[149] applications
[130] open
[111] plant
[90] 2023
[88] position
[69] january
[69] assistant
[69] ecology
[69] review
[69] professor

Top Words in Tweet in G10:
[140] open
[124] science
[34] die
[24] engagement
[20] apply
[20] realsci_de
[19] access
[17] paper
[17] announce
[17] active

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[936] open,science
[315] open,access
[235] non,rush
[228] space,science
[217] open,ai
[214] lying,disinformation
[214] created,extremely
[214] science,engine
[214] extremely,effective
[214] pseudo,science

Top Word Pairs in Tweet in G1:
[121] non,rush
[117] reflection,paper
[117] lf,clients
[102] open,rush
[102] rush,non
[90] reaction,paper
[89] write,ups
[78] academic,commissions
[69] paper,reaction
[64] open,science

Top Word Pairs in Tweet in G2:
[248] open,science
[37] science,day
[35] cape,town
[27] open,source
[27] international,workshop
[24] learn,more
[23] open,access
[21] follow,live
[20] needs,open
[20] see,more

Top Word Pairs in Tweet in G3:
[212] ai,created
[212] science,engine
[212] pseudo,science
[212] open,ai
[212] extremely,effective
[212] disinformation,pseudo
[212] lying,disinformation
[212] effective,lying
[212] created,extremely
[211] ketanj0,open

Top Word Pairs in Tweet in G4:
[161] open,science
[114] guide,open
[114] available,pre
[114] using,replication
[114] replication,crisis
[114] crisis,reform
[114] science,using
[88] reform,psychologyâ
[88] œa,studentâ
[88] studentâ,guide

Top Word Pairs in Tweet in G5:
[142] continues,vaccine
[142] entry,open
[142] tourists,countries
[142] usa,continues
[142] countries,without
[142] without,testing
[142] vaccine,mandate
[142] open,tourists
[142] testing,requirements
[142] mandate,entry

Top Word Pairs in Tweet in G6:
[10] open,discussion
[9] open,debate
[7] elonmusk,murraymints82
[6] lose,jobs
[6] 2020,seen
[6] parents,going
[6] jobs,over
[6] going,2020
[6] science,open
[6] know,lose

Top Word Pairs in Tweet in G7:
[7] rkdoctr,sidney1st
[7] crispycurry,miss_p1_
[7] thhuxley1,gotaq4u
[7] serpent210,ravenlove69
[7] jeremyfprice,waitherethen
[7] waitherethen,jfayesf
[7] ravenlove69,knitman57
[7] debbie25808035,truthwiththord
[7] omnimomo,serpent210
[7] gotaq4u,omnimomo

Top Word Pairs in Tweet in G8:
[76] death,certificate
[76] deaths,covid
[76] covid,listed
[76] classified,deaths
[76] listed,sole
[76] covid,classified
[76] many,covid
[76] sole,cause
[76] cause,death
[75] another,short

Top Word Pairs in Tweet in G9:
[69] ecology,position
[69] 18,2023
[69] community,ecology
[69] applications,begins
[69] position,open
[69] 2023,uc
[69] assistant,professor
[69] review,applications
[69] professor,plant
[69] plant,community

Top Word Pairs in Tweet in G10:
[91] open,science
[19] open,access
[17] announce,open
[17] excited,announce
[17] learning,free
[17] free,energy
[17] access,publication
[17] active,learning
[17] publication,paper
[16] paper,œoptimizing

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@peterhotez
@drjbhattacharya
@drneilstone
@potus
@amyklobuchar
@pierre_markuse
@timmbosliceeee
@redalyc
@fleeto91

Top Replied-To in G1:

Top Replied-To in G2:
@redalyc
@bluecloudeu
@juliaveraprieto
@emodnet
@mtsmftftfj
@csir_niscpr
@joyowango
@worldsciforum
@strech_da

Top Replied-To in G4:
@bschmid1
@bettyslai
@osframework
@drcpennington
@academic_exit

Top Replied-To in G6:
@elonmusk
@peterhotez
@eltonofficial
@allisongr0ss
@tedlieu
@repadamschiff
@exposinglibs101
@guthers102
@420eur
@zismo64

Top Replied-To in G7:
@timmbosliceeee
@drsly16
@dan_cameron99
@luckylaughter1
@cubesteve
@dlanorx
@plain_and_mid
@megafant1
@ababiokomfokofi
@romfordgeeza

Top Replied-To in G8:
@profnfenton

Top Replied-To in G10:
@maiageorgecoach
@realsci_de
@morenorse
@obenimbaum
@untrueandnew
@trollify69
@heidibaya

Top Mentioned
Top Mentioned in Entire Graph:
@ketanj0
@statsjamie
@drcpennington
@profnfenton
@isro
@yukikapics
@serenstar4
@santiago_ecofiz
@veen_els
@umeaplantsci

Top Mentioned in G1:
@acadhelpersph
@prudentwriters
@essayassignmen9
@plasmanerd
@mskphysiojnl
@varakashi4edbyo
@duketinkertown
@tayloredsci

Top Mentioned in G2:
@bluecloudeu
@worldsciforum
@unesco
@csir_niscpr
@nrf_news
@ariannabec
@figshare
@redalyc
@inge_stegeman
@uaem_mx

Top Mentioned in G3:
@ketanj0

Top Mentioned in G4:
@drcpennington
@dsquintana
@researcheff
@academicchatter
@susannaasansone
@mcintord
@phdfriendsana
@oxforderesearch
@cnsyoung
@phdvoice

Top Mentioned in G5:
@statsjamie

Top Mentioned in G6:
@elonmusk
@eltonofficial
@murraymints82
@nyc_stateofmind
@drjbhattacharya
@styx666official
@peterhotez
@davidsacks
@drelidavid
@davesavage1982

Top Mentioned in G7:
@ah_science
@heathenwombat
@briannazarenus
@scientiapercept
@truthwiththord
@dirk_fasshauer
@megafant1
@mucusmucous
@sidney1st
@mirandaisrisen

Top Mentioned in G8:
@profnfenton
@martinneil9
@pandata19
@dietheartnews
@statsjamie
@hugh_mankind

Top Mentioned in G9:
@santiago_ecofiz
@rootandshootrcn
@sip_internships

Top Mentioned in G10:
@realsci_de
@wpwalters
@heidibaya
@datacite
@spotify
@openlifesci
@artsatcern
@batool664
@aleesteele
@turingway

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@_redfrog
@dhruvbhim
@httweets
@lesleygsmith3
@vonrosenchild
@magicdmw
@drdaveanddee
@costeslioneler
@dataaugmented

Top Tweeters in G1:
@onepostguy
@jackiedeburca
@tian_a1
@miragenewscom
@litepocketdeals
@adilshe37346142
@copastetik
@nzuchitimesusa
@gethypedllc
@wilsonjmashaka

Top Tweeters in G2:
@costeslioneler
@florthense
@hubbucket
@ingecommissaris
@deepgreendesign
@pib_india
@hohoyanna
@16_amo10
@_open_science_
@bhakamatisita

Top Tweeters in G3:
@aluizcosta
@darylgibson
@rnitsch
@glynmoody
@lamhfada
@alisonborealis
@loborundas
@bigred_13
@sponson
@john_chu

Top Tweeters in G4:
@jornalistavitor
@academicchatter
@cnsyoung
@phdvoice
@creddingvye
@zerdeve
@drgbuckingham
@lindakkaye
@kreebx
@pablotapian

Top Tweeters in G5:
@shiremoorpotter
@revengebunny
@ctsian
@jackied23444532
@elainecoulson58
@labouroutofscot
@cuteasducklings
@lorrainestv_ads
@errolstock
@soyoprincess

Top Tweeters in G6:
@rhonda_harbison
@tradewithalerts
@biogirl09
@leighanne2014
@louisemensch
@aukerdean
@virgurilla
@jeffreyatucker
@styx666official
@nogg_the

Top Tweeters in G7:
@rob_kimbell
@takethatdarwin
@impeachqueen
@daccampofamily
@cubesteve
@scientiapercept
@ei9iw
@takethathistory
@romfordgeeza
@ah_science

Top Tweeters in G8:
@petermcc66
@prasadhemant
@dopaminergic13
@athenafreedom20
@buckleylad88
@antanicardani
@goosedancer
@navynotnuclear
@guygadboisguyg1
@neilhar38005083

Top Tweeters in G9:
@snarkylicious
@treebiology
@rk_ct
@plantteaching
@villegas_pao
@emsaurios
@erickdlbm
@drlmrobinson
@botanyone
@ecohidrologo

Top Tweeters in G10:
@scieducation1
@chabis_ch
@bugspriet
@petra_hartwig1
@punk_mit_brille
@deevybee
@olu_gh
@realsci_de
@torstenwiebke
@hapsci


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