open science, Twitter, 12/6/2021 11:46:10 PM, 267801


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open science_2021-12-06_14-25-57.xlsx
open science_2021-12-06_14-25-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 06, 2021
Short Description:
open science via NodeXL https://bit.ly/3DvvVPx
@_open_science_
@openscitalk
@jayaisales
@unesco
@theagu
@sdawsonberlin
@rebeccahaacker
@doescience
@materials_mrs
@openscience

Top hashtags:
#openscience
#science
#openaccess
#spotifywrapped
#datascience
#research

Description:
Description
The graph represents a network of 9,561 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, 06 December 2021 at 22:42 UTC.

The requested start date was Monday, 06 December 2021 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, 4-hour, 42-minute period from Wednesday, 01 December 2021 at 20:18 UTC to Monday, 06 December 2021 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 : 9561
Unique Edges : 6505
Edges With Duplicates : 11664
Total Edges : 18169
Number of Edge Types : 5
Tweet : 1559
Retweet : 4947
MentionsInRetweet : 6653
Replies to : 844
Mentions : 4166
Self-Loops : 1654
Reciprocated Vertex Pair Ratio : 0.0240315293665289
Reciprocated Edge Ratio : 0.046935135642542
Connected Components : 1720
Single-Vertex Connected Components : 577
Maximum Vertices in a Connected Component : 2421
Maximum Edges in a Connected Component : 5987
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 7.26254
Graph Density : 0.000116549580999169
Modularity : 0.591424
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 9,561 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, 06 December 2021 at 22:42 UTC.

The requested start date was Monday, 06 December 2021 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, 4-hour, 42-minute period from Wednesday, 01 December 2021 at 20:18 UTC to Monday, 06 December 2021 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:
[73] https://podcasts.apple.com/us/podcast/science-based-weight-with-dr-ashley-lucas/id1549417954?i=1000542691686
[73] https://open.spotify.com/episode/44U8Zfhs0r0ToU3wTc6FVI?si=82EAirGvQZuwS3moD5Ga2A&utm_source=copy-link
[20] https://open.spotify.com/show/0FE7QgH5Yq5wcYuG1njzN2
[19] http://trib.al/FFW4lWu
[17] https://www.theopennotebook.com/science-journalism-master-classes/
[16] https://www.unesco.org/en/natural-sciences/open-science
[15] https://creativecommons.org/2021/12/02/unesco-recommendation-on-open-science-ratified/
[15] https://www.openscapes.org/blog/2021/10/18/nasa-open-source-science/
[14] https://t.livepocket.jp/e/isy5l
[14] https://sta.eventsair.com/science-meets-parliament-2022/

Top URLs in Tweet in G1:
[14] https://www.openscapes.org/blog/2021/10/18/nasa-open-source-science/
[9] https://creativecommons.org/2021/12/02/unesco-recommendation-on-open-science-ratified/
[8] https://rri-tools.eu/en/-/the-yerun-open-science-advent-calendar
[8] https://theconversation.com/how-the-united-nations-new-open-science-framework-could-speed-up-the-pace-of-discovery-173148?utm_source=twitter&utm_medium=bylinetwitterbutton
[6] https://op.europa.eu/en/publication-detail/-/publication/2a327ee6-5192-11ec-91ac-01aa75ed71a1/language-en
[4] https://www.yerun.eu/2021/12/busting-myths-on-open-science-with-the-yerun-os-calendar-2021/
[4] https://www.unil.ch/openscience/home/menuguid/evenements/decembre-2021---calendrier-de-lavent-open-science-2021.html
[3] https://twitter.com/creativecommons/status/1466467105860206598
[3] https://www.unesco.org/en/natural-sciences/open-science
[3] https://oaaustralasia.org/resources/

Top URLs in Tweet in G2:
[7] https://apple.news/AtTUzUMWuS0-DvK_BFphSDw
[6] https://apnews.com/article/coronavirus-pandemic-science-health-africa-south-africa-2e44bbbd4f6e46447a17638580647a52
[5] https://www.bbc.com/news/science-environment-59521211
[4] https://creativecommons.org/2021/12/02/unesco-recommendation-on-open-science-ratified/
[4] https://www.smartnews.com/p/4357591442755952088?placement=article-preview
[4] https://twitter.com/smjacadcomish/status/1440249976932634632
[3] https://www.express.co.uk/news/science/1530905/virus-outbreak-warning-zika-chikungunya-dengue-mexico-1530905
[3] https://ncesd.zoom.us/meeting/register/tZYoceCvrj4iHtdDn7NlsO_pyLjvEoic1Gpd
[3] https://www.popsci.com/science/great-pacific-garbage-patch-coastal-species/
[3] https://www.eastmojo.com/world/2021/12/05/how-the-uns-open-science-framework-could-speed-up-the-pace-of-discovery/

Top URLs in Tweet in G3:
[73] https://podcasts.apple.com/us/podcast/science-based-weight-with-dr-ashley-lucas/id1549417954?i=1000542691686
[73] https://open.spotify.com/episode/44U8Zfhs0r0ToU3wTc6FVI?si=82EAirGvQZuwS3moD5Ga2A&utm_source=copy-link
[1] http://www.msn.com/en-us/health/medical/sure-signs-youre-getting-dementia-according-to-science/ss-AARsHP7?ocid=st

Top URLs in Tweet in G4:
[2] https://www.researchprofessionalnews.com/rr-news-africa-partnerships-2021-12-unesco-science-head-praises-south-africa-s-omicron-spotters/
[1] https://www.youtube.com/watch?v=xS2-95Sitgo

[1] https://vimeo.com/574157223
[1] https://www.telegraph.co.uk/news/2017/10/13/us-now-boys-mp-calls-men-take-stand-colleagues-open-sexual-harassment/
[1] https://threadreaderapp.com/thread/1084356159040114688.html
[1] https://www.theguardian.com/commentisfree/2019/oct/22/gene-editing-crispr-scientists
[1] https://twitter.com/BRAINCURES/status/1466539169333727235
[1] https://arxiv.org/abs/2104.01180
[1] https://open.spotify.com/episode/6jZND7UNmHWw0YoZXtcf7m?si=54dd5114ea884711
[1] https://parliamentlive.tv/event/index/e4fa2fa3-7f11-4dfa-b077-68795defbe8c?in=11:04:17

Top URLs in Tweet in G5:
[2] https://science.osti.gov/wdts/suli
[1] https://trib.al/mU7ohG4
[1] https://trib.al/lTr2wD1
[1] https://trib.al/nAD1Ham
[1] https://trib.al/IyiE1RW
[1] https://trib.al/397TeVb
[1] https://trib.al/4b5vjjS
[1] https://trib.al/fK3tZO2
[1] https://trib.al/2sPGmYw
[1] https://trib.al/3wkchSz

Top URLs in Tweet in G6:
[1] https://blog.coursera.org/hear-from-students-pursuing-their-master-of-data-science-degrees-from-russias-hse-university/?utm_source=tw&utm_medium=social&utm_campaign=blog_hearfromstudentspursuingmsdatascience_hseuniversity_12022021

Top URLs in Tweet in G7:
[1] https://sites.google.com/view/k12mathmatters/home

Top URLs in Tweet in G8:
[1] https://www.scientistsymone.com/a-peace-of-nature
[1] https://twitter.com/MISS_Elasmo/status/1465846883771899904

Top URLs in Tweet in G10:
[1] https://www.usnews.com/news/health-news/articles/2021-11-29/lockdown-free-florida-top-vacation-spot-for-holidays?fbclid=IwAR0J2rC-JAZrN2feDbZ0DXjSZM7Ei6L7KIhDZFmSQkvXNwO0XrGg7AXIqdw

Top Domains
Top Domains in Tweet in Entire Graph:
[308] twitter.com
[262] spotify.com
[91] apple.com
[57] sciencedirect.com
[50] scienceopen.com
[49] ac.uk
[45] linkedin.com
[42] trib.al
[30] unesco.org
[28] co.uk

Top Domains in Tweet in G1:
[79] twitter.com
[46] scienceopen.com
[14] openscapes.org
[11] rri-tools.eu
[9] creativecommons.org
[9] unesco.org
[8] ac.uk
[8] theconversation.com
[7] yerun.eu
[6] wordpress.com

Top Domains in Tweet in G2:
[72] twitter.com
[36] spotify.com
[16] smartnews.com
[15] co.uk
[12] sciencedirect.com
[10] linkedin.com
[8] ac.uk
[8] apple.news
[6] apnews.com
[5] elsevier.com

Top Domains in Tweet in G3:
[73] apple.com
[73] spotify.com
[1] msn.com

Top Domains in Tweet in G4:
[2] researchprofessionalnews.com
[2] org.uk
[1] youtube.com
[1] vimeo.com
[1] co.uk
[1] threadreaderapp.com
[1] theguardian.com
[1] twitter.com
[1] arxiv.org
[1] spotify.com

Top Domains in Tweet in G5:
[18] trib.al
[3] osti.gov
[1] twitter.com

Top Domains in Tweet in G6:
[1] coursera.org

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

Top Domains in Tweet in G8:
[1] scientistsymone.com
[1] twitter.com

Top Domains in Tweet in G10:
[1] usnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[474] openscience
[174] science
[107] openaccess
[62] spotifywrapped
[56] datascience
[38] research
[38] engineering
[37] podcast
[33] greenpeaceisevil
[32] maths



Top Hashtags in Tweet in G1:
[426] openscience
[80] openaccess
[28] scienceopen
[17] opendata
[14] oa
[13] rri
[13] adventofrepro
[12] reproducibility
[12] research
[11] open

Top Hashtags in Tweet in G2:
[35] science
[8] sales
[6] technology
[6] innovation
[5] space
[5] news
[5] tech
[4] spotifywrapped
[4] engineering
[4] datascience

Top Hashtags in Tweet in G4:
[6] lab
[2] phd
[1] alzheimer
[1] sdg3
[1] metoo
[1] stemtoo
[1] sdg16
[1] reimagineresearch
[1] universities
[1] fundingagencies

Top Hashtags in Tweet in G5:
[4] dyk
[1] science
[1] dog
[1] accessible
[1] academia

Top Hashtags in Tweet in G7:
[25] originofcovid

Top Hashtags in Tweet in G8:
[9] bimsweek

Top Hashtags in Tweet in G9:
[1] covid19

Top Words
Top Words in Tweet in Entire Graph:
[5476] open
[5178] science
[680] more
[541] research
[487] data
[474] #openscience
[440] access
[339] come
[327] 2022
[319] people

Top Words in Tweet in G1:
[563] open
[552] science
[426] #openscience
[156] unesco
[131] data
[124] research
[113] recommendation
[85] creative
[83] commons
[80] #openaccess

Top Words in Tweet in G2:
[665] open
[612] science
[90] research
[84] commissions
[80] dm
[79] acad
[72] paper
[67] commissioner
[67] tags
[66] essay

Top Words in Tweet in G3:
[164] weight
[120] zecohealth
[91] powerful
[91] episode
[91] show
[91] dr
[91] ashley
[91] lucas
[91] explains
[91] struggle

Top Words in Tweet in G4:
[31] open
[30] science
[26] meeting
[17] 2nd
[17] cross
[17] swafs
[17] stakeholder
[16] rosie_open
[15] sops4ri
[9] forum

Top Words in Tweet in G5:
[187] open
[175] simulation
[175] provides
[175] unprecedented
[175] glimpse
[175] coronavirus
[175] survives
[175] air
[175] spreads
[101] nytscience

Top Words in Tweet in G6:
[155] science
[152] open
[151] room
[151] more
[151] women
[151] technology
[151] engineering
[151] mathematics
[151] please
[151] come

Top Words in Tweet in G7:
[155] math
[106] science
[79] open
[77] letter
[77] distinguished
[77] group
[77] professors
[77] criticizes
[77] proposed
[77] california

Top Words in Tweet in G8:
[136] science
[125] hello
[125] twitter
[125] fam
[125] job
[125] market
[125] non
[125] academic
[125] ecology
[125] bird

Top Words in Tweet in G9:
[27] open
[25] ah_science
[25] sicut_lupus
[15] nosciencedenial
[14] heathenwombat
[14] melanie33720945
[14] mucusmucous
[13] smoistpit
[13] malo_j
[13] scientiapercept

Top Words in Tweet in G10:
[114] florida's
[114] incredible
[114] economic
[114] recovery
[114] covid
[114] made
[114] possible
[114] science
[114] based
[114] decisions

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[986] open,science
[404] open,access
[245] science,technology
[227] open,air
[177] survives,open
[176] air,spreads
[175] simulation,provides
[175] provides,unprecedented
[175] unprecedented,glimpse
[175] glimpse,coronavirus

Top Word Pairs in Tweet in G1:
[373] open,science
[91] unesco,recommendation
[90] recommendation,open
[83] creative,commons
[79] commons,applauds
[79] applauds,unanimous
[79] unanimous,ratification
[79] ratification,unesco
[79] science,landmark
[78] creativecommons,creative

Top Word Pairs in Tweet in G2:
[65] open,science
[55] still,open
[54] dm,tags
[52] write,ups
[52] acad,commission
[52] tags,acad
[50] open,write
[50] ups,commissions
[50] don,hesitate
[50] hesitate,slide

Top Word Pairs in Tweet in G3:
[91] powerful,episode
[91] episode,zecohealth
[91] zecohealth,show
[91] show,dr
[91] dr,ashley
[91] ashley,lucas
[91] lucas,explains
[91] explains,struggle
[91] struggle,lose
[91] lose,weight

Top Word Pairs in Tweet in G4:
[17] open,science
[17] 2nd,cross
[17] cross,swafs
[17] swafs,stakeholder
[9] stakeholder,forum
[9] forum,meeting
[9] meeting,responsible
[9] responsible,open
[9] science,meeting
[9] meeting,successfully

Top Word Pairs in Tweet in G5:
[175] simulation,provides
[175] provides,unprecedented
[175] unprecedented,glimpse
[175] glimpse,coronavirus
[175] coronavirus,survives
[175] survives,open
[175] open,air
[175] air,spreads
[100] nytscience,simulation
[100] spreads,ho

Top Word Pairs in Tweet in G6:
[151] room,more
[151] more,women
[151] women,science
[151] science,technology
[151] technology,engineering
[151] engineering,mathematics
[151] mathematics,please
[151] please,come
[151] come,keep
[151] keep,door

Top Word Pairs in Tweet in G7:
[77] open,letter
[77] letter,distinguished
[77] distinguished,group
[77] group,science
[77] science,math
[77] math,professors
[77] professors,criticizes
[77] criticizes,proposed
[77] proposed,california
[77] california,math

Top Word Pairs in Tweet in G8:
[125] hello,twitter
[125] twitter,fam
[125] fam,job
[125] job,market
[125] market,non
[125] non,academic
[125] academic,ecology
[125] ecology,bird
[125] bird,science
[125] science,policy

Top Word Pairs in Tweet in G9:
[13] wally_wego,inbybits2
[13] inbybits2,drsly16
[13] galcondude,bartrardo
[13] bartrardo,melanie33720945
[13] melanie33720945,ah_science
[13] hugh_bothwell,greekvikingx
[13] greekvikingx,crispycurry
[13] crispycurry,d1scojerrys
[13] d1scojerrys,thedukeistheman
[13] thedukeistheman,mscredentials

Top Word Pairs in Tweet in G10:
[114] florida's,incredible
[114] incredible,economic
[114] economic,recovery
[114] recovery,covid
[114] covid,made
[114] made,possible
[114] possible,science
[114] science,based
[114] based,decisions
[114] decisions,kept

Top Replied-To
Top Replied-To in Entire Graph:
@saferprint
@mla_sudhakar
@adrianturner01
@science_dirk
@mtgreenee
@realsci_de
@uther82468721
@yerun_eu
@potus
@borisjohnson

Top Replied-To in G1:
@realsci_de
@yerun_eu
@retractionwatch
@wesleyzhao
@victoriagalaxia
@jeroenson
@david_colquhoun
@lthilly_cg
@occupystm
@brembs

Top Replied-To in G3:
@saferprint
@bt_rocks
@arialigi
@paulhaedo
@entradabooks
@destynethereal
@shuvashisdasbd
@graphicpro2020
@ijenlencha
@jackdeanna

Top Replied-To in G4:
@braincures
@rebeccatennan10
@lead_coalition
@alancarson15
@sops4ri
@bartlettquantum

Top Replied-To in G5:
@nytscience

Top Replied-To in G7:
@truthtwt

Top Replied-To in G9:
@adrianturner01
@uther82468721
@musoniusrufus
@murphyyuiko
@remofjacob
@albinogoth
@harleychill2
@apostatepod
@smoistpit
@mindfuldamage

Top Mentioned
Top Mentioned in Entire Graph:
@ivybarley
@unesco
@juitamartinez
@floridagop
@nytscience
@creativecommons
@lunduniversity
@rmconservative
@tompughlab
@mattyglesias

Top Mentioned in G1:
@unesco
@creativecommons
@astrocrawford
@opensci_news
@yerun_eu
@thenasem
@eoscassociation
@dralethamaybank
@openaire_eu
@rohankhaz

Top Mentioned in G2:
@academikss
@hugosugg
@togaanz
@mskphysiojnl
@darrellwakelam
@thespectrumsolu
@fabienprevots
@itsadequate

Top Mentioned in G3:
@zecohealth
@a_diangelo
@saferprint
@jayharnilaina
@yoga_and_more
@re_dewine
@vedadacuba
@moniquepiquefd
@janedoegmailco1
@bhight3

Top Mentioned in G4:
@rosie_open
@sops4ri
@braincures
@wellcometrust
@ribozonepodcast
@dean_r_lomax
@aeryn_thrace
@lonnibesancon
@lsmonster

Top Mentioned in G5:
@nytscience
@nythealth
@doescience
@microbesinfo
@thenasciences
@minoritystem
@nacme
@coetalk
@cccuorg
@competenow

Top Mentioned in G6:
@ivybarley
@hse_eng
@coursera

Top Mentioned in G7:
@mattyglesias
@ayjchan
@burgerlab12
@skepticalmutant
@natedoromal
@r0b1999
@smutclyde
@teddyfreddy11
@juanita87722370
@chrisjohnsonmd

Top Mentioned in G8:
@juitamartinez
@scientistsymone
@carleemj_
@uopscience
@blackinmarsci

Top Mentioned in G9:
@sicut_lupus
@ah_science
@nosciencedenial
@heathenwombat
@melanie33720945
@mucusmucous
@malo_j
@scientiapercept
@rkdoctr
@godflythe

Top Mentioned in G10:
@floridagop

Top Tweeters
Top Tweeters in Entire Graph:
@fkittlerbot
@thebookofginko
@wweaverbot
@robinsnewswire
@chidambara09
@sgh_rts
@world_news_eng
@pparzival
@geoffrey_payne
@collegemenfess

Top Tweeters in G1:
@geoffrey_payne
@tadrow
@fleming77
@kulturbolschewi
@margymayell
@ferminacevesd
@drrimmer
@anas_erindra
@lizaariani5
@vputin_biz

Top Tweeters in G2:
@fkittlerbot
@wweaverbot
@robinsnewswire
@prpnews
@dancas2
@schestowitz
@magicdmw
@dev_discourse
@raybeckerman
@jackiedeburca

Top Tweeters in G3:
@sgh_rts
@joepranaitis
@davepperlmutter
@blazedrts
@saferprint
@yoga_and_more
@sme_rt
@datsyuklover
@kaceykells
@keepcalmpersist

Top Tweeters in G4:
@evankirstel
@guardian
@nicochan33
@ricardo_ik_ahau
@ailsaforshaw
@bar_zie
@laporres
@spirosmargaris
@psb_dc
@dinisguarda

Top Tweeters in G5:
@john1966olsen
@rosenchild
@mspadine
@benishii_
@omi_082
@dvcstarsonia
@chicago2503
@hubbucket
@superlayo_
@drferdowsi

Top Tweeters in G6:
@nerdy_ian
@spino_onipsgh
@andrew_am1
@vinkyenkyehene
@mformeya
@drspizzy
@_naneee_
@fellowblackman
@pinto_clarks
@amoakodarko

Top Tweeters in G7:
@lizditz
@sallyagale
@bassaces1
@eilonwy24
@omnipangolin
@doritmi
@pjmugs
@felicea
@coastalmom11
@ferrino100

Top Tweeters in G8:
@readincolour
@michael_aw77
@badhg21
@am_anatiala
@kejames
@iteobesta
@cirquelar
@bill14051
@mweiss_tue
@angeliquegammon

Top Tweeters in G9:
@foxnews
@pen_bird
@takethatdarwin
@thegod_particle
@benusa567
@scientiapercept
@nosciencedenial
@murphyyuiko
@malo_j
@greekvikingx

Top Tweeters in G10:
@u2biker
@tweetypickler
@jenrobertson2o2
@jeffdhutch4
@joybell75174267
@prashermary
@latimerbrett
@paulrhaney
@abcclothing
@hotspotorlando


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