open science, Twitter, 9/13/2021 10:05:17 PM, 261950


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open science_2021-09-13_14-25-58.xlsx
open science_2021-09-13_14-25-58.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 13, 2021
Short Description:
open science via NodeXL https://bit.ly/2XjKjva
@openscitalk
@_open_science_
@braincures
@examsexperts
@discovertech3
@iochem_bd
@openlifescience
@cnrsocial_
@hydrology_irpi
@techietalkiez

Top hashtags:
#openscience
#science
#openaccess
#datascience
#tech

Description:
Description
The graph represents a network of 9,610 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, 13 September 2021 at 21:39 UTC.

The requested start date was Monday, 13 September 2021 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 6-day, 11-hour, 23-minute period from Monday, 06 September 2021 at 12:28 UTC to Sunday, 12 September 2021 at 23:51 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 : 9610
Unique Edges : 6656
Edges With Duplicates : 10969
Total Edges : 17625
Number of Edge Types : 5
Retweet : 4863
MentionsInRetweet : 6563
Replies to : 1018
Tweet : 1600
Mentions : 3581
Self-Loops : 1693
Reciprocated Vertex Pair Ratio : 0.0207420391469471
Reciprocated Edge Ratio : 0.0406410990269033
Connected Components : 1823
Single-Vertex Connected Components : 585
Maximum Vertices in a Connected Component : 1612
Maximum Edges in a Connected Component : 4422
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.82107
Graph Density : 0.000113512208735112
Modularity : 0.608116
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 9,610 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, 13 September 2021 at 21:39 UTC.

The requested start date was Monday, 13 September 2021 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 6-day, 11-hour, 23-minute period from Monday, 06 September 2021 at 12:28 UTC to Sunday, 12 September 2021 at 23:51 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:
[39] https://www.dailymail.co.uk/news/article-9958909/Health-Secretary-Sajid-Javid-plans-make-vaccines-condition-employment-NHS-workers.html?fbclid=IwAR3Ac6fE8FAiw1JNCYISHomeSGk0t4fVIUSVdH470Sb8UhmjiYGi-vL25KM
[12] https://careersearch.stanford.edu/jobs/life-science-research-professional-2-14106
[11] https://twitter.com/MadiskarteAcads/status/1414561030852669440?s=20
[11] https://docs.google.com/document/d/1TGjyR98H38DCEEIhrNq7lL51KCrGphU4CgJnyZoHmLY/edit?usp=sharing
[11] https://twitter.com/madiskarteacads/status/1401235755071000580?s=21
[10] https://apple.co/3BLIfLa
[10] https://spoti.fi/3A55pvL
[8] http://aber.ac.uk/en/study-with-us/open-days/
[8] https://ijpds.org/announcement/view/13
[8] https://academic.oup.com/joc/advance-article/doi/10.1093/joc/jqab025/6359522

Top URLs in Tweet in G1:
[3] https://www.helmholtz.de/forschung/open-science/offene-daten-fuer-die-forschung/
[3] https://open.spotify.com/show/2uO8pxtd1vL7zHBIa7NVpk
[3] https://anchor.fm/scicomx
[2] https://cyclotronroad.lbl.gov/news/applications-opening-cyclotron-road
[2] https://scipost.org/SciPostChem
[2] https://ask-open-science.org/1756/should-we-publish-researchers-pledges
[1] https://os.helmholtz.de/open-science-realisieren/veranstaltungen/helmholtz-open-science-online-seminare/60-online-seminar/
[1] https://twitter.com/ingsciadvice/status/1425805563242455044
[1] https://biss.pensoft.net/article/74037/
[1] https://www.rsm.nl/science-works

Top URLs in Tweet in G2:
[2] https://physicsworld.com/a/standing-on-the-shoulders-of-programmers/
[2] https://twitter.com/ringo_ring/status/1434356217208623106
[2] https://ift.tt/38R9es5
[2] https://www.science.org/content/article/wild-cockatoos-make-their-own-cutlery-sets?utm_campaign=NewsfromScience&utm_source=Social&utm_medium=Twitter&cookieSet=1
[2] https://drmarkrowe.com/dr-barbara-ryan-the-gut-expert-helping-you-find-a-healthier-happier-gut/
[2] https://open.spotify.com/episode/5Y6RrQfbgTZG5lnnaGTToZ
[2] https://advisor.museumsandheritage.com/news/innovative-exhibition-crowdsourced-curiosities-finally-set-open-14-month-wait/
[2] https://twitter.com/M_B_Petersen/status/1436193849601413124
[2] https://www.science.org/content/article/no-revolution-covid-19-boosted-open-access-preprints-are-only-fraction-pandemic-papers?cookieSet=1
[2] https://twitter.com/OpenScienceFAIR/status/1435952841697468424

Top URLs in Tweet in G5:
[7] https://buff.ly/2LWiihI
[1] https://www.researchprofessionalnews.com/rr-funding-insight-2021-9-europe-funding-at-a-glance-26-august-to-9-september/
[1] https://www.cambridge.org/core/journals/bjpsych-open/article/multiple-measures-of-depression-to-enhance-validity-of-major-depressive-disorder-in-the-uk/D34B7DCDD744B0C3520C7AEAE6A8E718/share/40c536cc909164a31edd57bf75ff69074947b79d
[1] https://twitter.com/KylieGlanville/status/1308699884749496320?s=20
[1] https://github.com/kglanville/depression_phenotyping_ukb
[1] https://twitter.com/timparrique/status/1432960647122272257
[1] https://bmcmedresmethodol.biomedcentral.com/articles/10.1186/s12874-021-01304-y
[1] https://twitter.com/NoahHaber/status/1432380268007108617

Top URLs in Tweet in G6:
[12] https://careersearch.stanford.edu/jobs/life-science-research-professional-2-14106
[1] https://provost.jhu.edu/about/vivien-thomas-scholars-initiative/admissions/
[1] https://utah.peopleadmin.com/postings/121711

Top URLs in Tweet in G8:
[1] https://www.abc.net.au/news/science/2021-09-10/covid-19-vaccination-certificate-can-be-easily-forged/100441774
[1] https://abcn.ws/38npUrf
[1] https://twitter.com/jaderesearch/status/1434281865301659649

Top URLs in Tweet in G9:
[1] https://twitter.com/jmcmaster29/status/1434844458894467079
[1] https://twitter.com/perdidostschool/status/1434232282219433986

Top Domains
Top Domains in Tweet in Entire Graph:
[288] twitter.com
[171] spotify.com
[71] sciencedirect.com
[65] co.uk
[61] plos.org
[50] bit.ly
[47] science.org
[39] ac.uk
[34] youtube.com
[34] scienceopen.com

Top Domains in Tweet in G1:
[61] twitter.com
[50] plos.org
[12] osf.io
[12] ac.za
[11] sagepub.com
[11] youtube.com
[11] helmholtz.de
[8] bit.ly
[6] medium.com
[5] mcgill.ca

Top Domains in Tweet in G2:
[56] twitter.com
[56] spotify.com
[16] sciencedirect.com
[11] bit.ly
[9] science.org
[7] smartnews.com
[5] gov.az
[5] co.uk
[4] physicsworld.com
[4] drmarkrowe.com

Top Domains in Tweet in G5:
[9] buff.ly
[3] twitter.com
[2] science.org
[2] cambridge.org
[1] theguardian.com
[1] linkedin.com
[1] sciencemag.org
[1] researchprofessionalnews.com
[1] kinaseacademy.org
[1] nsf.gov

Top Domains in Tweet in G6:
[12] stanford.edu
[2] twitter.com
[1] mailchi.mp
[1] jhu.edu
[1] peopleadmin.com

Top Domains in Tweet in G7:
[1] medium.com

Top Domains in Tweet in G8:
[3] net.au
[2] twitter.com
[1] reut.rs
[1] mcqst.de
[1] abcn.ws

Top Domains in Tweet in G9:
[7] twitter.com
[1] blogspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[499] openscience
[257] science
[84] openaccess
[59] datascience
[49] tech
[45] machinelearning
[45] gaming
[44] covid19
[44] nerd
[44] gamedev



Top Hashtags in Tweet in G1:
[457] openscience
[42] oai12
[33] openaccess
[30] futureofopenscience
[26] opensciencechat
[26] opendata
[23] opensource
[19] science
[17] openscienceweek
[11] compchem

Top Hashtags in Tweet in G2:
[58] science
[13] podcast
[10] education
[8] pay
[7] calculus
[7] biology
[7] commissionsopen
[6] chemistry
[6] openaccess
[6] research

Top Hashtags in Tweet in G5:
[9] dayofscience
[5] diversity
[4] editors
[4] sexual
[4] harassment
[4] academic
[4] bullying
[3] wildfires
[3] postdoc
[2] science

Top Hashtags in Tweet in G7:
[1] fumbducks

Top Hashtags in Tweet in G8:
[1] quantum
[1] froginboilingwater
[1] endclimatesilence
[1] nswcovid
[1] science
[1] factsmatter

Top Hashtags in Tweet in G9:
[13] letusreunite
[10] whyweshouldnotgiveup
[9] loveisnottourism
[3] liftthetravelban
[2] covid19
[2] science
[1] loveisnottourisim
[1] arizona
[1] masks
[1] vaccines

Top Words
Top Words in Tweet in Entire Graph:
[5393] science
[5263] open
[638] covid
[512] data
[497] #openscience
[479] ed
[461] research
[437] one
[434] fraud
[425] 2021

Top Words in Tweet in G1:
[590] open
[515] science
[457] #openscience
[101] research
[100] join
[96] quiz
[84] plos
[64] 2021
[60] take
[55] see

Top Words in Tweet in G2:
[620] open
[618] science
[116] college
[102] comms
[81] pay
[73] english
[69] school
[67] more
[65] data
[65] helper

Top Words in Tweet in G3:
[218] science
[209] congrats
[209] jeffrey
[209] goldberg
[209] putting
[209] together
[209] one
[209] finest
[209] teams
[209] publishing

Top Words in Tweet in G4:
[428] fraud
[214] entire
[214] obesity
[214] science
[214] system
[214] engaged
[214] widespread
[214] open
[214] scientific
[214] outright

Top Words in Tweet in G5:
[46] open
[33] science
[16] hate
[16] tweets
[15] parasocial
[15] relationship
[15] celebrities
[15] reduce
[15] study
[15] 15

Top Words in Tweet in G6:
[151] open
[119] biomedical
[117] goleylab
[107] basic
[107] cluster
[107] hire
[103] y'all
[103] institute
[103] sciences
[103] hopkins

Top Words in Tweet in G7:
[8] open
[8] science
[5] debate
[4] time
[4] ejwwest
[4] kenneth72712993
[4] johndublin10
[4] veritatem2021
[4] dawntj90
[4] barbaragirouard

Top Words in Tweet in G8:
[392] covid
[292] biden
[132] open
[129] science
[98] protect
[97] masks
[97] borders
[96] self
[96] serving
[96] politician

Top Words in Tweet in G9:
[82] science
[56] open
[44] border
[43] potus
[36] week
[25] land
[22] months
[22] cdcgov
[22] following
[21] known

Top Words in Tweet in G10:
[14] open
[13] jools6691
[12] jatapps
[12] umfpt
[12] conserberal
[12] scientiapercept
[12] ah_science
[12] malo_j
[10] michaelsteidel
[10] tarquinrees

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[878] open,science
[323] open,access
[244] data,science
[218] open,scientific
[216] entire,obesity
[216] obesity,science
[216] science,system
[216] system,engaged
[216] engaged,widespread
[216] widespread,open

Top Word Pairs in Tweet in G1:
[383] open,science
[52] quiz,plos
[49] took,open
[49] science,quiz
[47] plos,take
[40] take,quiz
[40] quiz,yourself
[40] yourself,see
[39] see,score
[32] opensci_news,#openscience

Top Word Pairs in Tweet in G2:
[68] open,science
[53] english,science
[52] open,comms
[49] high,school
[47] science,college
[46] tula,poem
[45] creative,writing
[45] writing,personal
[45] personal,commissioner
[45] commissioner,server

Top Word Pairs in Tweet in G3:
[209] congrats,jeffrey
[209] jeffrey,goldberg
[209] goldberg,putting
[209] putting,together
[209] together,one
[209] one,finest
[209] finest,science
[209] science,teams
[209] teams,publishing
[209] publishing,ed

Top Word Pairs in Tweet in G4:
[214] entire,obesity
[214] obesity,science
[214] science,system
[214] system,engaged
[214] engaged,widespread
[214] widespread,open
[214] open,scientific
[214] scientific,fraud
[214] fraud,outright
[214] outright,fraud

Top Word Pairs in Tweet in G5:
[15] parasocial,relationship
[15] relationship,celebrities
[15] celebrities,reduce
[15] reduce,hate
[15] hate,study
[15] study,15
[15] 15,million
[15] million,tweets
[15] tweets,found
[15] found,superstar

Top Word Pairs in Tweet in G6:
[107] cluster,hire
[103] y'all,institute
[103] institute,basic
[103] basic,biomedical
[103] biomedical,sciences
[103] sciences,hopkins
[103] hopkins,opened
[103] opened,cluster
[103] hire,open
[103] open,areas

Top Word Pairs in Tweet in G7:
[2] debate,climate
[2] ejwwest,roger_clague
[2] jefftonna1,fagandr1
[2] fagandr1,dawntj90
[2] dawntj90,davewrose
[2] davewrose,gjcats
[2] open,debate
[2] halbrow68884227,chimera414
[2] chimera414,bigrakadoc
[2] bigrakadoc,guygadboisguyg1

Top Word Pairs in Tweet in G8:
[97] open,borders
[96] biden,self
[96] self,serving
[96] serving,politician
[96] politician,trusted
[96] trusted,science
[96] science,shows
[96] shows,masks
[96] masks,protect
[96] protect,against

Top Word Pairs in Tweet in G9:
[22] following,science
[20] known,months
[20] months,vaccines
[20] vaccines,wouldn
[20] wouldn,fully
[20] fully,protect
[20] protect,everyone
[20] everyone,keep
[20] keep,wearing
[20] wearing,masks

Top Word Pairs in Tweet in G10:
[9] 2020wanderlust,protoatheist
[9] protoatheist,annodraco22
[9] annodraco22,takethatdarwin
[9] takethatdarwin,zachsmind
[9] anticommy4ever,p3driver
[9] p3driver,haircutspock
[9] haircutspock,nelsonmkerr
[8] scientiapercept,ah_science
[8] thedukeistheman,2020wanderlust
[8] zachsmind,malo_j

Top Replied-To
Top Replied-To in Entire Graph:
@science_brady
@examsexperts
@newsmax
@i_ameztoy
@carolynmwilke
@olivyaessays
@insta_science
@jjjvanderhooft
@potus
@cnn

Top Replied-To in G1:
@jjjvanderhooft
@mishdalton
@vitalikbuterin
@npeppas
@jeroenson
@hrzepa
@marijswinkels
@allison_eden
@erikvansebille
@r2ospodcast

Top Replied-To in G2:
@khatebessays
@idealtutor2020
@albertexams

Top Replied-To in G3:
@courtneylleon
@laseletzky
@thesixler
@lmaocomeonman

Top Replied-To in G5:
@david_colquhoun
@dbetteracademia
@drzoersmith
@rebeccatennan10
@wellcometrust
@drashleyh

Top Replied-To in G7:
@tcw_team
@uvmeter
@louiscy72344053
@oscarswild1
@priscian
@robert76907841

Top Replied-To in G8:
@newsmax
@maddow
@foxnews
@washingtonpost
@dailycaller
@senschumer
@marshablackburn
@tedcruz
@jdvance1
@gop

Top Replied-To in G9:
@potus
@presssec
@cnn
@cdcdirector
@ann30765841
@crampell
@secblinken
@chimarathon
@shawnh95
@dysartusd

Top Replied-To in G10:
@michellmybell1
@tanya_terrell1
@patricktheb
@michaelsteidel
@2cents69
@123resonate
@imkimaaron
@yenotayevka
@malo_j
@1pckt

Top Mentioned
Top Mentioned in Entire Graph:
@artists_ali
@athertonkd
@gigz
@goleylab
@thejagmeetsingh
@ontautism
@vupakistan
@richardpandohie
@plos
@chizom_

Top Mentioned in G1:
@plos
@alleninstitute
@opensci_news
@uniutrecht
@utrechtuni
@chanzuckerberg
@helmholtz_os
@cziscience
@helmholtz_de
@oai_ge

Top Mentioned in G2:
@albertexams
@smcadman
@priciset
@moreennjue
@wedopapersh
@essay_help_pay
@prowriters001a
@academicpro71

Top Mentioned in G3:
@athertonkd
@laseletzky
@artists_ali
@sundene
@courtneylleon
@ghost_of_roger
@ericboehlert
@theeconomist

Top Mentioned in G4:
@artists_ali

Top Mentioned in G5:
@emollick
@eswntweets
@adammarcusphd
@leyclem
@ukri_ceo
@universitiesuk
@naturerevcancer
@academicchatter
@nsf
@morimahmoudi

Top Mentioned in G6:
@goleylab
@elearlybird
@bcmb_jhmi
@jacobswagnerlab
@hopkinsmedicine
@jwmodell
@jmorri2jim
@johnshopkins
@johnshopkinsmbg
@jillianldempsey

Top Mentioned in G7:
@ejwwest
@kenneth72712993
@johndublin10
@veritatem2021
@dawntj90
@barbaragirouard
@jaisans
@mikedel21893959
@fillmorewhite
@bubbasranch

Top Mentioned in G8:
@maddow
@abcnews
@admiralgracie
@foxnews
@lukerawks
@abc
@reuters
@washboard61
@duaynesharpe
@mcqst_cluster

Top Mentioned in G9:
@potus
@cdcgov
@whitehouse
@myrabatchelder
@statedept
@dhsgov
@presssec
@paulsorrentino3
@sammualm
@hkbouchard

Top Mentioned in G10:
@jools6691
@jatapps
@umfpt
@conserberal
@scientiapercept
@ah_science
@malo_j
@tarquinrees
@heathenwombat
@godflythe

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@tomthunkitsmind
@sectest9
@only_rock_radio
@mistersalesman
@chidambara09
@world_news_eng
@femtech_
@xaelbot
@britpoptarts

Top Tweeters in G1:
@chidambara09
@eraser
@discovertech3
@masterprogram1
@opensource_orgs
@academicchatter
@france_in_world
@ingecommissaris
@chabis_ch
@_open_science_

Top Tweeters in G2:
@prpnews
@rvp
@dev_discourse
@jackiedeburca
@isearch247
@biconnections
@republic
@livemint
@bastylefilegirl
@fabienprevots

Top Tweeters in G3:
@lechatnoire4
@amyayers16
@bukiwilliams
@beccanalia
@plankysmith
@heysyd
@kirkmurphy
@chickilopiccolo
@apexnerd
@frannyhelen

Top Tweeters in G4:
@britpoptarts
@tadrow
@ilovaussiesheps
@sanitythief
@semilocon
@alisonborealis
@drillbotkillbot
@kingdomofwench
@serpent849
@erupton

Top Tweeters in G5:
@hubofml
@kellyrek
@drumeshprabhu
@david_colquhoun
@drpetra
@piersmorgan
@hrw
@protohedgehog
@proftimnoakes
@diversityup

Top Tweeters in G6:
@needhibhalla
@celticfeminist
@surt_lab
@peiferlabunc
@alanschenkel
@johnshopkins
@hopkinsmedicine
@kwitschas
@danielbolnick
@madamscientist

Top Tweeters in G7:
@ronnieressler
@neasdenparade
@friendsoscience
@robmeekel
@oscarswild1
@asinister
@jaggermickoz
@dawntj90
@chimera414
@no2wind

Top Tweeters in G8:
@cipherequality
@reuters
@mms5048
@thr
@nytimes
@foxnews
@washingtonpost
@abc
@people
@dailycaller

Top Tweeters in G9:
@paulsorrentino3
@bernieupstateny
@mimitexasangel
@cnn
@woobietuesday
@dcarsoncpa
@brianstelter
@shadumura
@reneearnett
@hashtagjones1

Top Tweeters in G10:
@zachsmind
@takethatdarwin
@michellmybell1
@thegod_particle
@catheri77148739
@lynneth1000000
@mikecannytalk
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