open science, Twitter, 8/16/2021 10:03:30 PM, 260333


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open science_2021-08-16_14-25-57.xlsx
open science_2021-08-16_14-25-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 16, 2021
Short Description:
open science via NodeXL https://bit.ly/2VZGbPW
@ozraeliavi
@tonyhinton2016
@rebelnewsonline
@_open_science_
@craigkellymp
@1obefiend
@cieloyla
@maajidnawaz
@friendsoscience
@inyas_insa

Top hashtags:
#openscience
#science
#inyasmidyearmeeting2021
#datascience
#nep2020

Description:
Description
The graph represents a network of 9,322 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, 16 August 2021 at 21:36 UTC.

The requested start date was Monday, 16 August 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 3-day, 11-hour, 46-minute period from Thursday, 12 August 2021 at 12:13 UTC to Monday, 16 August 2021 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 : 9322
Unique Edges : 4372
Edges With Duplicates : 12771
Total Edges : 17143
Number of Edge Types : 5
Tweet : 972
Retweet : 5945
MentionsInRetweet : 7109
Replies to : 623
Mentions : 2494
Self-Loops : 1016
Reciprocated Vertex Pair Ratio : 0.0133585778899758
Reciprocated Edge Ratio : 0.0263649574423915
Connected Components : 1310
Single-Vertex Connected Components : 378
Maximum Vertices in a Connected Component : 2039
Maximum Edges in a Connected Component : 4093
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.172489
Graph Density : 0.000110875358074812
Modularity : 0.562555
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 9,322 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, 16 August 2021 at 21:36 UTC.

The requested start date was Monday, 16 August 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 3-day, 11-hour, 46-minute period from Thursday, 12 August 2021 at 12:13 UTC to Monday, 16 August 2021 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:
[76] https://ccpgloballockdownfraud.medium.com/the-chinese-communist-partys-global-lockdown-fraud-88e1a7286c2b
[22] https://mcusercontent.com/f30981e9cc9532497e11d5850/files/e1d44b46-fc10-c2d2-5153-e9cba5aa8476/AJA_APC_english.pdf
[15] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41580-021-00414-1
[12] https://open.spotify.com/show/0FE7QgH5Yq5wcYuG1njzN2
[11] https://sciencecounts.org/civic-science/
[10] https://www.bpsgos.org/issue/S2667-1743(21)X0002-X?utm_campaign=STMJ_1626296809_TOPA_TOPOTR&utm_medium=SPPC&utm_source=TW&dgcid=STMJ_1626296809_TOPA_TOPOTR
[10] https://www.sciencedirect.com/science/article/pii/S1364661321000516
[9] https://twitter.com/AcadJovenAR/status/1426193109344456710
[8] https://sites.google.com/view/thedarksideobservatory/home
[7] https://www.nature.com/articles/s41580-021-00414-1

Top URLs in Tweet in G1:
[1] https://twitter.com/malaymail/status/1426125765662306309

Top URLs in Tweet in G2:
[1] https://www.jpost.com/health-science/israel-to-expand-use-of-covid-drug-that-gets-88-percent-of-patients-out-of-hospital-676397

Top URLs in Tweet in G3:
[2] https://www.wsj.com/articles/fda-ivermectin-covid-19-coronavirus-masks-anti-science-11627482393
[1] https://www.telegraph.co.uk/news/2020/08/12/swedens-success-shows-true-cost-arrogant-failed-establishment/

Top URLs in Tweet in G5:
[21] https://mcusercontent.com/f30981e9cc9532497e11d5850/files/e1d44b46-fc10-c2d2-5153-e9cba5aa8476/AJA_APC_english.pdf
[14] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41580-021-00414-1
[6] https://plos.org/open-science/preprints/?utm_medium=social&utm_source=twitter&utm_campaign=oswednesdays&utm_content=preprint
[6] https://twitter.com/arxiv/status/1426544137050804224
[3] https://en.ccunesco.ca/-/media/Files/Unesco/Resources/2020/04/UNESCORecommendationOpenScienceCanadianPerspectives.pdf&ved=2ahUKEwjrormPpazyAhWEVN8KHRqFC_QQFnoECAcQAQ&usg=AOvVaw1LAKrdJcKXOcvWokxIA7K9&cshid=1628799054904
[3] https://onlinelibrary.wiley.com/doi/10.2134/jeq2017.08.0318
[3] https://www.nature.com/articles/s41580-021-00414-1
[3] https://vsnu.nl/en_GB/open-science-agreement-with-elsevier.html
[3] https://www.pastglobalchanges.org/science/osm-ysm/archive
[3] https://events.cornell.edu/event/open_science_framework_for_evidence_synthesis_protocol_registration

Top URLs in Tweet in G6:
[3] https://campusmorningmail.com.au/news/the-triumph-of-open-science/
[3] https://www.govinfo.gov/app/details/BILLS-117s2643is
[3] https://www.instagram.com/accounts/login/
[2] https://lalist.inist.fr/?p=51474&utm_source=dlvr.it&utm_medium=twitter
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-02173-7
[2] https://therisk.global/from-principles-to-practices-open-science-at-europes-universities/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.sciencedirect.com/science/article/pii/S0301421521002925
[2] https://www.academics.com/jobs/devops-engineer-at-the-open-science-lab-m-f-d-technische-informationsbibliothek-tib-hannover-1046112?wt_zmc=sm.int.zonaudev.twitter.stellenanzeige.acacom.feed.acacom_jobmarket.x&utm_medium=sm&utm_source=twitter_zonaudev_int&utm_campaign=stellenanzeige&utm_content=acacom_feed_acacom_jobmarket_x&layer=layer_job_com
[2] https://cwa.ac.uk/higher-education/news-ucwa/open-days
[2] https://twinybots.ch/

Top URLs in Tweet in G7:
[1] https://www.aier.org/article/good-medicine-requires-second-opinions/

Top URLs in Tweet in G8:
[3] https://www.youtube.com/channel/UCGPNkKrDB60Rkz8z6qLptSw
[2] https://www.sacnas.org/what-we-do/chapters/chapter-awards/
[2] https://www.aps.org/publications/apsnews/updates/china-risk.cfm
[2] https://www.rd-alliance.org/fair-island-webinar-Aug2021
[2] https://bityl.co/85a9
[1] https://www.youtube.com/watch?v=8aysjDEjDTw

[1] https://twitter.com/vvrobin/status/1425971985868214273
[1] https://www.youtube.com/watch?v=8aysjDEjDTw&feature=youtu.be

[1] https://www.openaccessweek.org/profiles/blogs/2021-theme-announcement-english
[1] https://www.sciencedirect.com/science/article/pii/S2214629621003133?dgcid=rss_sd_all

Top URLs in Tweet in G9:
[1] https://onlinelibrary.wiley.com/doi/10.1002/ecy.3513
[1] https://www.linkedin.com/slink?code=dkWicnG
[1] https://www.nature.com/articles/d41586-019-01728-z
[1] https://www.linkedin.com/slink?code=grGD75g

Top Domains
Top Domains in Tweet in Entire Graph:
[214] twitter.com
[86] medium.com
[84] spotify.com
[61] sciencedirect.com
[37] youtube.com
[36] nature.com
[22] elsevier.com
[22] mcusercontent.com
[20] ac.uk
[19] google.com

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[1] jpost.com

Top Domains in Tweet in G3:
[2] wsj.com
[1] co.uk

Top Domains in Tweet in G5:
[36] twitter.com
[23] nature.com
[21] mcusercontent.com
[14] plos.org
[12] scienceopen.com
[7] youtube.com
[6] ac.uk
[4] wiley.com
[4] academictransfer.com
[4] arxiv.org

Top Domains in Tweet in G6:
[52] twitter.com
[22] spotify.com
[10] sciencedirect.com
[6] youtube.com
[6] ac.uk
[5] nature.com
[4] instagram.com
[3] linkedin.com
[3] elsevier.com
[3] google.com

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

Top Domains in Tweet in G8:
[6] youtube.com
[3] twitter.com
[2] sacnas.org
[2] aps.org
[2] rd-alliance.org
[2] bityl.co
[1] openaccessweek.org
[1] sciencedirect.com
[1] spotify.com

Top Domains in Tweet in G9:
[2] linkedin.com
[1] wiley.com
[1] nature.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[203] openscience
[105] science
[95] inyasmidyearmeeting2021
[65] datascience
[63] nep2020
[62] iitmadras
[44] openaccess
[34] merckchemistry
[27] immunoengineering
[25] osot2



Top Hashtags in Tweet in G3:
[2] awakening

Top Hashtags in Tweet in G5:
[181] openscience
[28] openaccess
[10] orcid
[9] eosc
[9] belgium
[9] preprint
[8] opensource
[8] oa
[7] research
[7] academictwitter

Top Hashtags in Tweet in G6:
[25] science
[9] pay
[5] research
[4] commissionsopen
[4] thesis
[3] innovation
[3] education
[3] nowplaying
[3] university
[3] engineering

Top Hashtags in Tweet in G8:
[95] inyasmidyearmeeting2021
[6] narendradabholkar
[5] scihub
[5] sacnaschapters
[5] ndistem21
[4] openscience
[2] freethescience
[2] sciencecommunication
[2] rda
[1] support

Top Hashtags in Tweet in G9:
[2] stem
[1] freeaccess
[1] opendata
[1] limnology
[1] openscience
[1] nsffunded
[1] silence
[1] mentalhealth
[1] science
[1] graduate

Top Words
Top Words in Tweet in Entire Graph:
[5096] open
[3357] science
[1221] way
[1161] young
[1149] push
[1148] child
[1147] police
[1146] meanwhile
[1145] store
[1143] empty

Top Words in Tweet in G1:
[747] amazing
[747] open
[747] spaces
[747] proper
[747] ventilation
[747] excellent
[747] social
[747] distancing
[747] create
[747] cluster

Top Words in Tweet in G2:
[656] meanwhile
[656] police
[656] push
[656] way
[656] empty
[656] store
[656] warn
[656] owner
[656] young
[656] child

Top Words in Tweet in G3:
[550] open
[546] schools
[546] those
[545] keep
[545] taking
[545] sensible
[545] swedish
[545] approach
[545] masks
[545] tests

Top Words in Tweet in G4:
[476] meanwhile
[476] police
[476] push
[476] way
[476] empty
[476] store
[476] warn
[476] owner
[476] young
[476] child

Top Words in Tweet in G5:
[319] open
[317] science
[181] #openscience
[57] more
[51] team
[50] join
[44] research
[32] check
[31] register
[29] learn

Top Words in Tweet in G6:
[422] open
[419] science
[98] paper
[76] research
[55] pay
[51] data
[47] study
[44] dm
[42] review
[41] more

Top Words in Tweet in G7:
[328] canada
[328] border
[328] travel
[327] laurenboebert
[327] closed
[327] nonessential
[327] march
[327] 2020
[327] extended
[327] ban

Top Words in Tweet in G8:
[186] open
[100] inyas_insa
[98] sci
[97] ringo_ring
[95] #inyasmidyearmeeting2021
[94] hub
[93] making
[92] public
[91] lecture
[91] alexandra

Top Words in Tweet in G9:
[12] open
[10] science
[6] evidencebase_im
[6] alisongeorge10
[6] complicated
[6] schools
[6] few
[6] weeks
[6] mitigations
[6] place

Top Words in Tweet in G10:
[256] denying
[256] exists
[128] science
[128] done
[128] point
[128] climate
[128] crisis
[128] gravity
[128] deniers
[127] ralflittle

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1142] police,push
[1142] push,way
[1142] way,empty
[1142] empty,store
[1142] store,warn
[1142] warn,owner
[1142] owner,young
[1142] young,child
[1140] child,fa
[756] social,distancing

Top Word Pairs in Tweet in G1:
[747] amazing,open
[747] open,spaces
[747] spaces,proper
[747] proper,ventilation
[747] ventilation,excellent
[747] excellent,social
[747] social,distancing
[747] distancing,create
[747] create,cluster
[746] 1obefiend,amazing

Top Word Pairs in Tweet in G2:
[656] police,push
[656] push,way
[656] way,empty
[656] empty,store
[656] store,warn
[656] warn,owner
[656] owner,young
[656] young,child
[655] child,fa
[648] meanwhile,newcastle

Top Word Pairs in Tweet in G3:
[545] keep,schools
[545] schools,open
[545] open,taking
[545] taking,sensible
[545] sensible,swedish
[545] swedish,approach
[545] approach,masks
[545] masks,tests
[545] tests,send
[545] send,home

Top Word Pairs in Tweet in G4:
[476] police,push
[476] push,way
[476] way,empty
[476] empty,store
[476] store,warn
[476] warn,owner
[476] owner,young
[476] young,child
[475] child,fa
[436] meanwhile,australia

Top Word Pairs in Tweet in G5:
[211] open,science
[23] generation,open
[23] science,good
[23] good,science
[23] let's,check
[22] science,science
[21] science,few
[21] few,open
[21] open,let's
[21] check,statement

Top Word Pairs in Tweet in G6:
[44] open,science
[32] open,access
[28] research,paper
[23] data,science
[23] case,study
[23] physics,biology
[22] computer,science
[18] dm,open
[18] pay,homework
[17] book,review

Top Word Pairs in Tweet in G7:
[327] canada,border
[327] border,closed
[327] closed,nonessential
[327] nonessential,travel
[327] travel,march
[327] march,2020
[327] 2020,extended
[327] extended,ban
[326] laurenboebert,canada
[8] guys,inside

Top Word Pairs in Tweet in G8:
[94] sci,hub
[92] inyas_insa,#inyasmidyearmeeting2021
[91] public,lecture
[91] alexandra,elbakyan
[91] elbakyan,ringo_ring
[91] ringo_ring,founder
[91] founder,sci
[90] #inyasmidyearmeeting2021,public
[90] lecture,alexandra
[90] hub,share

Top Word Pairs in Tweet in G9:
[6] complicated,science
[6] science,schools
[6] schools,open
[6] open,few
[6] few,weeks
[6] weeks,mitigations
[6] mitigations,place
[6] place,transmission
[5] alisongeorge10,complicated
[5] transmission,wil

Top Word Pairs in Tweet in G10:
[128] science,done
[128] done,point
[128] point,denying
[128] denying,climate
[128] climate,crisis
[128] crisis,exists
[128] exists,denying
[128] denying,gravity
[128] gravity,exists
[128] exists,deniers

Top Replied-To
Top Replied-To in Entire Graph:
@science_dirk
@hydrology_irpi
@potus
@erinotoole
@joyannreid
@albertexams
@inyas_insa
@pierre_markuse
@nytopinion
@platformadam

Top Replied-To in G2:
@johnkoetsier

Top Replied-To in G3:
@andstlc
@xtal
@willsiskey

Top Replied-To in G5:
@stem_files
@agu_gcubed
@seemaychou
@francesvidotto
@occupymars2025
@fedxatz
@duetosymmetry
@peterbranney

Top Replied-To in G6:
@albertexams

Top Replied-To in G7:
@laurenboebert

Top Replied-To in G8:
@inyas_insa
@oaindia
@apsphysics

Top Replied-To in G9:
@dbetteracademia
@do_kinder
@dgurdasani1
@sonyalegg
@hziauddeen

Top Mentioned
Top Mentioned in Entire Graph:
@1obefiend
@ozraeliavi
@tonyhinton2016
@rebelnewsonline
@laurenboebert
@appelgroup
@ralflittle
@gladstein
@craigkellymp
@inyas_insa

Top Mentioned in G1:
@1obefiend

Top Mentioned in G2:
@ozraeliavi
@craigkellymp
@rebelnewsonline
@tonyhinton2016

Top Mentioned in G3:
@tonyhinton2016
@ozraeliavi
@keciatrvlr
@larrydahlgren
@news2pman

Top Mentioned in G4:
@rebelnewsonline
@ozraeliavi
@tonyhinton2016

Top Mentioned in G5:
@theneuro_mni
@acadjovenar
@ccunesco
@knowequitylab
@arxiv
@ingsciadvice
@plos
@akhmerovanton
@quantumtinkerer
@stepheneglen

Top Mentioned in G6:
@custompapers4
@idealtutor2020
@claraessay
@24hrspaperworks
@fabienprevots
@bugrahansipahi
@riskcentre
@academics_de

Top Mentioned in G7:
@laurenboebert
@therealarod1984

Top Mentioned in G8:
@ringo_ring
@inyas_insa
@sparc_na
@rda_us
@kabiran_
@apsphysics
@resdatall
@sacnas
@ingsciadvice
@ccunesco

Top Mentioned in G9:
@evidencebase_im
@alisongeorge10
@braincures
@dgurdasani1
@morimahmoudi
@suzanne_garrett
@marikasboros
@jeremyfarrar
@proftimnoakes
@bolderesident

Top Mentioned in G10:
@ralflittle

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@jurylady5
@cybersec_feeds
@3novices
@jamesroy
@femtech_
@roblwilson
@bspodnetwork
@cipherequality
@jjauthor

Top Tweeters in G1:
@hafizatulnasuha
@bawangbyte
@mistaaimanvevo
@syahidarzzz
@tatadinosaur
@sakinah_yahya
@syafi_keyrh
@fthhntsya
@mabitxch
@araveinology

Top Tweeters in G2:
@ele9061
@truthseeker6761
@woodward_roxie
@wantbighammer
@albi2103
@govols37872
@jlg1956
@salosso
@usertuiter1
@neiljamesweekes

Top Tweeters in G3:
@lewtonserena5
@teesvalleyvoice
@princessofwails
@eclectelectric
@mariebe10098426
@sarapadmore
@steinhauer_t
@hhelenakhl
@weaverbirder
@larsfermi

Top Tweeters in G4:
@fl85
@tyrelle123
@maegan_laporte
@johnjonny1
@politiwars
@jerzboyusa
@realcanuck7
@mallubang77
@sidljon
@christinadonn11

Top Tweeters in G5:
@academicchatter
@betterjobsearch
@phildurling100
@margymaclibrary
@steltenpower
@scieducation1
@enerphyschem
@ceobillionaire
@_open_science_
@patentbuddy

Top Tweeters in G6:
@cjwritesnthangs
@jackiedeburca
@fabienprevots
@medicalquack
@urhyness85
@lovemovesyou
@hebergementwebs
@vroomvroomveer
@diezeit_jobs
@tntmoline2011

Top Tweeters in G7:
@nooneishere51
@susaninlaguna
@pl14
@therealbiostate
@rliberalskiddin
@coyotecojoflv
@cptcookswife
@altv8480
@kimberly_kucera
@raider_los

Top Tweeters in G8:
@sinemetuvivere
@jacobsberg
@bituur_esztreym
@ivacheung
@tingerwu
@sunil_abraham
@fd_aballay
@pranesh
@b0tsci
@lupicinio

Top Tweeters in G9:
@curiocat13
@197winstonsmith
@sweetie_tweeter
@realscientists
@piersmorgan
@mbalter
@schneiderleonid
@hrw
@suebarnish
@proftimnoakes

Top Tweeters in G10:
@roblwilson
@thestephenralph
@loonylaura
@politicswatch15
@ffokncarlosfcb
@jazzysid
@ianrslack2
@johnandi
@ruthrgreenwood
@mi5uk


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