open science, Twitter, 5/9/2022 11:27:49 PM, 275975


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open science_2022-05-09_15-30-01.xlsx
open science_2022-05-09_15-30-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 09, 2022
Short Description:
open science via NodeXL https://bit.ly/3vZZQiy
@danielgoyal
@_open_science_
@koen_hufkens
@neon_sci
@braincures
@iiscbangalore
@atqzahmd
@ukri_news
@thesequenceai
@black_dragon123

Top hashtags:
#openscience
#science
#covid19
#openaccess
#ukjobs
#research
#datascience

Description:
Description
The graph represents a network of 9,210 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, 09 May 2022 at 22:42 UTC.

The requested start date was Monday, 09 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, 1-hour, 25-minute period from Wednesday, 04 May 2022 at 22:34 UTC to Monday, 09 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 : 9210
Unique Edges : 4935
Edges With Duplicates : 11881
Total Edges : 16816
Number of Edge Types : 5
Mentions : 2857
Retweet : 5352
MentionsInRetweet : 6562
Tweet : 1411
Replies to : 634
Self-Loops : 1477
Reciprocated Vertex Pair Ratio : 0.022534606717459
Reciprocated Edge Ratio : 0.0440759785916675
Connected Components : 1455
Single-Vertex Connected Components : 513
Maximum Vertices in a Connected Component : 4142
Maximum Edges in a Connected Component : 9000
Maximum Geodesic Distance (Diameter) : 31
Average Geodesic Distance : 6.813586
Graph Density : 0.000112350555427237
Modularity : 0.562977
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 9,210 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, 09 May 2022 at 22:42 UTC.

The requested start date was Monday, 09 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, 1-hour, 25-minute period from Wednesday, 04 May 2022 at 22:34 UTC to Monday, 09 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:
[32] https://agristok.net/2022/05/05/2-two-phd-funded-projects-in-plant-science-at-lancaster-university-open-to-uk-or-non-uk-students/
[20] https://ceh.wd3.myworkdayjobs.com/en-US/CEH_Careers/details/Molecular-Ecologist_JR676
[17] https://desci.berlin/
[17] https://open.spotify.com/album/4RHD4xL9OBtRmHfCxIqp1c?si=uWU1zovdTdm4OnERToSJFA
[14] https://open.spotify.com/album/51cLLBwum2814O6R3iEtyq
[13] https://www.youtube.com/watch?v=2anE5ekyQKY&feature=youtu.be

[13] https://www.shazam.com/id/track/589339180/fire-saturday
[13] https://twitter.com/onestopacadhelp/status/1508711548961067009
[11] https://open.spotify.com/track/2o8kmcip6yKFcYGluRxWe5?si=FJx9wKfWRV-9ePQRcu9niw
[11] https://open.spotify.com/album/0y0WxAxhyfYQwaIrgwBfNs?si=WDOCJ6GFSCIPIP6-RKVKSA

Top URLs in Tweet in G2:
[13] https://twitter.com/onestopacadhelp/status/1508711548961067009
[11] https://www.allthetopbananas.com/details/D9B2E06A8B2E831A65A5E89999C5F74D
[11] https://www.allthetopbananas.com/details/FD9AE50F7A2A4F6A08C8DAEB2F6DFACB
[10] https://www.allthetopbananas.com/details/9D6AC768C193337615AFC71D820BC631
[9] https://www.allthetopbananas.com/details/078375DC8626DC99FF276ED7BF3D271C
[9] https://twitter.com/js_acads/status/1521051715130523649
[8] https://www.allthetopbananas.com/details/5A60D72585E8507B98A246C4CD8D4782
[6] https://twitter.com/js_acads/status/1522555626143985664
[6] https://twitter.com/ReiAcads/status/1522539284296724480
[5] https://open.spotify.com/show/0FE7QgH5Yq5wcYuG1njzN2

Top URLs in Tweet in G3:
[8] https://rri-tools.eu/-/open-science-and-intellectual-property-rights-how-can-they-better-interact-state-of-the-art-and-reflections
[8] https://septentrio.uit.no/index.php/nopos/
[6] https://www.eurekalert.org/news-releases/951843
[5] https://researchprofessionalnews.com/rr-news-europe-infrastructure-2022-5-earma-mulling-group-to-offer-assistance-on-open-science/
[5] https://open.spotify.com/episode/1crXqGa4aa7tozF9KH6Ozp?si=9c2633762d104d40
[4] https://scholarly.events/chapter-xxxvi-stockholm/
[4] https://septentrio.uit.no/index.php/nopos/article/view/6253
[4] https://www.tcc-africa.org/advancing-open-science-in-africa-three-organizations-collaborate-to-implement-open-science-principles-in-seven-partner-states/
[3] https://www.iybssd2022.org/en/for-advancing-open-science-iiasa-researchers-honoured/
[3] https://openscience-utrecht.com/open-science-monitor-share-your-opinion/

Top URLs in Tweet in G4:
[2] https://jakevdp.github.io/PythonDataScienceHandbook/

Top URLs in Tweet in G6:
[17] https://open.spotify.com/album/4RHD4xL9OBtRmHfCxIqp1c?si=uWU1zovdTdm4OnERToSJFA

Top URLs in Tweet in G7:
[3] https://schoolsweek.co.uk/nominations-are-open-now-for-royal-society-of-chemistry-education-prizes-2022/
[2] https://www.dretjobs.co.uk/vacancies/vacancy/Ujh3RUdwMUhFaWsxYS9GQlVWSUkwdz09/head-of-faculty-science
[2] https://www.geriatricarea.com/2022/05/04/primera-edicion-del-foro-internacional-age-open-science/
[1] https://twitter.com/AilsaForshaw/status/1339110626593935360
[1] https://vimeo.com/574157223
[1] https://twitter.com/ringo_ring/status/1470815566160179201
[1] https://www.youtube.com/watch?v=oMJIGSVzJf4&feature=youtu.be

[1] https://open.who.int/2020-21/contributors/overview/ac
[1] https://www.forbes.com/sites/grrlscientist/2019/07/25/why-are-londons-iconic-sparrows-disappearing/
[1] https://royalsociety.org/blog/2022/04/high-ranking-naked-mole-rats/

Top URLs in Tweet in G8:
[1] https://amp.kompas.com/sains/read/2017/11/22/181700923/ilmuwan-temukan-perubahan-iklim-bikin-kadal-makin-bodoh

Top URLs in Tweet in G10:
[1] https://twitter.com/RepStefanik/status/1522712824765730819

Top Domains
Top Domains in Tweet in Entire Graph:
[244] twitter.com
[161] spotify.com
[85] sciencedirect.com
[52] elsevier.com
[49] allthetopbananas.com
[47] co.uk
[34] youtube.com
[33] google.com
[33] agristok.net
[31] scienceopen.com

Top Domains in Tweet in G2:
[99] twitter.com
[49] allthetopbananas.com
[38] spotify.com
[17] sciencedirect.com
[13] co.uk
[12] smartnews.com
[10] elsevier.com
[7] google.com
[6] ac.uk
[6] tweetedtimes.com

Top Domains in Tweet in G3:
[47] twitter.com
[12] uit.no
[8] rri-tools.eu
[8] spotify.com
[6] researchprofessionalnews.com
[6] eurekalert.org
[5] osf.io
[5] oup.com
[5] kuleuven.be
[5] scholarly.events

Top Domains in Tweet in G4:
[2] github.io

Top Domains in Tweet in G6:
[17] spotify.com

Top Domains in Tweet in G7:
[6] co.uk
[3] sciencedirect.com
[2] twitter.com
[2] science.org
[2] geriatricarea.com
[1] vimeo.com
[1] youtube.com
[1] who.int
[1] forbes.com
[1] royalsociety.org

Top Domains in Tweet in G8:
[1] kompas.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[399] openscience
[95] science
[58] covid19
[50] openaccess
[49] ukjobs
[42] research
[32] datascience
[32] commstwt
[31] python
[27] rstats



Top Hashtags in Tweet in G2:
[49] ukjobs
[43] science
[28] commstwt
[24] academicservice
[24] academiccommissions
[24] lfcommissioner
[24] lfclient
[9] podcast
[6] innovation
[5] open

Top Hashtags in Tweet in G3:
[357] openscience
[24] openaccess
[14] rri
[12] eosc
[10] earmaconference
[9] librarians
[9] fairdata
[9] opendata
[8] intellectualpropertyrights
[8] citizenscience

Top Hashtags in Tweet in G6:
[16] ignite

Top Hashtags in Tweet in G7:
[3] sciencediplomacy
[2] science
[2] yahoo
[2] swimming
[2] narrative
[2] scicomm
[2] machinelearning
[2] immunology
[2] ciencia
[2] envejecimiento

Top Words
Top Words in Tweet in Entire Graph:
[6098] open
[3985] science
[2081] work
[1917] fully
[1915] crazy
[1912] mask
[1910] isolate
[1909] window
[1908] wear
[1908] vaccinated

Top Words in Tweet in G1:
[1891] open
[1890] danielgoyal
[1890] wear
[1890] mask
[1890] isolate
[1890] sick
[1890] window
[1890] work
[1890] fully
[1890] vaccinated

Top Words in Tweet in G2:
[827] open
[709] science
[211] lf
[211] essay
[180] commissions
[168] academic
[158] paper
[152] commissioner
[129] math
[128] client

Top Words in Tweet in G3:
[401] open
[357] #openscience
[340] science
[77] research
[71] data
[65] year
[61] more
[61] scientific
[57] access
[49] publishing

Top Words in Tweet in G4:
[499] learn
[256] data
[249] free
[249] book
[249] numpy
[249] pandas
[249] matplotlib
[249] visualizations
[249] scikit
[249] efficient

Top Words in Tweet in G5:
[124] science
[123] weekly
[123] reminder
[123] greens
[123] party
[123] based
[123] climate
[123] policy
[123] labor
[122] greenforgreens

Top Words in Tweet in G6:
[32] light
[32] gt
[17] legend
[17] never
[17] dies
[17] comes
[17] back
[17] life
[17] learns
[17] advanced

Top Words in Tweet in G7:
[54] open
[47] science
[25] work
[12] semh
[11] collaborating
[11] started
[11] school
[11] due
[11] sept
[11] need

Top Words in Tweet in G8:
[154] kadal
[154] berjanggut
[153] sebuah
[153] penelitian
[153] yg
[153] diterbitkan
[153] dalam
[153] jurnal
[153] royal
[153] society

Top Words in Tweet in G9:
[3] friendsoscience
[3] mikedel21893959
[3] roypentland
[3] science
[3] open
[3] based
[2] andrygiles
[2] brknman
[2] veritatem2021
[2] barbarajdurkin

Top Words in Tweet in G10:
[13] open
[8] mucusmucous
[8] leanneaf
[8] ah_science
[6] michellmybell1
[6] heathenwombat
[6] patricktheb
[6] danieljnickolas
[6] naughtmai
[6] impeachqueen

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1907] wear,mask
[1906] sick,open
[1905] mask,isolate
[1905] isolate,sick
[1905] open,window
[1905] window,work
[1905] work,fully
[1905] fully,vaccinated
[1905] vaccinated,crazy
[1904] danielgoyal,wear

Top Word Pairs in Tweet in G1:
[1890] wear,mask
[1890] mask,isolate
[1890] isolate,sick
[1890] sick,open
[1890] open,window
[1890] window,work
[1890] work,fully
[1890] fully,vaccinated
[1890] vaccinated,crazy
[1889] danielgoyal,wear

Top Word Pairs in Tweet in G2:
[119] open,science
[94] lf,commissioner
[92] open,access
[69] math,science
[59] write,ups
[58] lf,client
[49] frontiers,award
[49] award,winning
[49] winning,open
[49] science,platform

Top Word Pairs in Tweet in G3:
[250] open,science
[45] open,access
[45] opensci_news,#openscience
[38] open,data
[29] scientific,publications
[29] access,publishing
[29] psych,science
[28] assigned,students
[28] students,go
[28] go,psych

Top Word Pairs in Tweet in G4:
[249] free,book
[249] book,learn
[249] learn,numpy
[249] numpy,pandas
[249] pandas,matplotlib
[249] matplotlib,data
[249] data,visualizations
[249] visualizations,scikit
[249] scikit,learn
[249] learn,efficient

Top Word Pairs in Tweet in G5:
[123] weekly,reminder
[123] reminder,greens
[123] greens,party
[123] party,science
[123] science,based
[123] based,climate
[123] climate,policy
[123] policy,labor
[122] greenforgreens,weekly
[122] labor,lib

Top Word Pairs in Tweet in G6:
[17] legend,never
[17] never,dies
[17] dies,comes
[17] comes,back
[17] back,life
[17] life,learns
[17] learns,advanced
[17] advanced,science
[17] science,reach
[17] reach,heights

Top Word Pairs in Tweet in G7:
[11] collaborating,started
[11] started,work
[11] work,semh
[11] semh,school
[11] school,due
[11] due,open
[11] open,sept
[11] sept,need
[11] need,write
[11] write,science

Top Word Pairs in Tweet in G8:
[154] kadal,berjanggut
[153] berjanggut,sebuah
[153] sebuah,penelitian
[153] penelitian,yg
[153] yg,diterbitkan
[153] diterbitkan,dalam
[153] dalam,jurnal
[153] jurnal,royal
[153] royal,society
[153] society,open

Top Word Pairs in Tweet in G9:
[2] based,emissions

Top Word Pairs in Tweet in G10:
[6] ms_bubble,jools6691
[6] jools6691,reactiveintent
[6] reactiveintent,brijswijk
[6] geraldpayne25,peterfi98279139
[6] peterfi98279139,denbar64
[6] denbar64,humeanskeptic76
[6] p3driver,leanneaf
[6] leanneaf,bitcoinbabbi
[6] bitcoinbabbi,deanomartino1
[6] deanomartino1,c_82l

Top Replied-To
Top Replied-To in Entire Graph:
@copernicuseu
@geostylegeo
@acadhelpernyx
@wrix2
@mrj880
@acadhelpersph
@jprecotta
@elonmusk
@mayabraun97
@mparisiguitar

Top Replied-To in G1:
@danielgoyal

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

Top Replied-To in G3:
@mayabraun97
@irynakuchma
@marghefantoli
@decostersara
@elife
@sortecoevo
@smarten_winter
@sofievranken_
@seis_matters
@hcp4715

Top Replied-To in G4:
@eshlemanchris
@dankornas

Top Replied-To in G6:
@wrix2
@mparisiguitar
@a1mrecords
@clouzine
@mymusicliveson
@sanfordholst
@dmchenoll
@theninthearl
@stephenastral

Top Replied-To in G7:
@elonmusk
@lead_coalition
@sci_hub_
@ulfateh
@suziequ111
@roastingtrump

Top Replied-To in G9:
@jpgcrowley
@mikedel21893959
@narvuntien

Top Replied-To in G10:
@michellmybell1
@jcatsgot9
@naughtmai
@odktiger
@chaligov
@hubie0
@zypisfy
@steveschmidtses
@ah_science
@epicurus710

Top Mentioned
Top Mentioned in Entire Graph:
@danielgoyal
@thesequenceai
@__anakkolong
@greenforgreens
@walkerbragman
@spenderallegra
@iiscbangalore
@kirstenwiens
@gregggonsalves
@mark1854now

Top Mentioned in G1:
@danielgoyal

Top Mentioned in G2:
@acads_w_chaela
@letmedoyourtask
@fabienprevots
@zaliyah_acads
@miguelh35018123
@al_meowmin
@lia_comms
@behavecolpapers
@tracette761
@teammerder4ever

Top Mentioned in G3:
@opensci_news
@unesco
@jprotzko
@ku_leuven
@kuleuvenopensc
@tccafrica
@openaire_eu
@dchalaud
@osframework
@rritools

Top Mentioned in G4:
@thesequenceai
@eef31415
@kareem_carr
@francoismodave
@eshlemanchris
@curiouscase21
@dankornas

Top Mentioned in G5:
@greenforgreens
@spenderallegra
@danielgoyal

Top Mentioned in G6:
@mars_prophecy
@ascollide
@edensendmusic
@keyonharris11
@3mindblight
@wrix2
@weatherhum
@therealspins
@mikeyj_music
@angiekuskemusic

Top Mentioned in G7:
@kirstygerrard2
@elsevierconnect
@braincures
@royalsociety
@rsocpublishing
@cthoyt
@sciencemagazine
@acspublications
@ringo_ring
@hollyelse

Top Mentioned in G8:
@__anakkolong

Top Mentioned in G9:
@friendsoscience
@roypentland
@andrygiles
@brknman
@veritatem2021
@mikedel21893959
@barbarajdurkin
@flowerandfist
@wlbeeton
@asinister

Top Mentioned in G10:
@mucusmucous
@leanneaf
@ah_science
@heathenwombat
@patricktheb
@danieljnickolas
@impeachqueen
@ingridingwah
@megavolt1
@malo_j

Top Tweeters
Top Tweeters in Entire Graph:
@wweaverbot
@only_rock_radio
@chidambara09
@robinsnewswire
@rk70534
@xaelbot
@roblwilson
@w_angels_wings
@evankirstel
@daily_express

Top Tweeters in G1:
@roblwilson
@hazelglasgow
@wildwalkerwoman
@curiocat13
@tartancobweb
@manchuriandevil
@dingabelle
@camz99
@tighnacoille
@aspiemum

Top Tweeters in G2:
@wweaverbot
@robinsnewswire
@prpnews
@jackiedeburca
@rhutthormer
@tian_a1
@suriyasubraman
@onepostguy
@saeedbaygi
@fabienprevots

Top Tweeters in G3:
@sdevincenzo
@meknowhu
@margymaclibrary
@steltenpower
@hohoyanna
@johnsam57668631
@cd_fuller
@_open_science_
@bdgeorges
@v_i_o_l_a

Top Tweeters in G4:
@fullnam35087976
@cchukudebelu
@vlak_off
@pythonroboto
@py_data_sci
@alternative200
@garciacarmonaam
@thtnigeriankid
@tarquis
@nopiedra

Top Tweeters in G5:
@wally_wests
@mwhalan
@opa1420
@danascully2
@guytaur
@frygerard
@jiangyin
@flipcritic
@thesismis
@caramia200

Top Tweeters in G6:
@only_rock_radio
@w_angels_wings
@jgmacleodauthor
@ebtesam00369622
@readingisourpas
@mquigley1963
@gabrielconstans
@artyny59
@mymusicliveson
@wrix2

Top Tweeters in G7:
@evankirstel
@guardian
@ailsaforshaw
@ricardo_ik_ahau
@nicochan33
@drumeshprabhu
@bar_zie
@laporres
@spirosmargaris
@b0tsci

Top Tweeters in G8:
@gotothejek
@77bayoe
@lizaariani5
@hgberry
@ngkongroses
@alvaomega_
@becak125cc
@rosses1black
@laingenlisa
@leonita_lestari

Top Tweeters in G9:
@rmack2x
@friendsoscience
@metoffice
@oscarswild1
@ansgartodinson
@jaggermickoz
@jedward02
@dawntj90
@cieloyla
@veritatem2021

Top Tweeters in G10:
@michellmybell1
@takethatdarwin
@zypisfy
@impeachqueen
@kaimatai
@scientiapercept
@imkimaaron
@malo_j
@janetb172
@cubesteve


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