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open science_2022-12-19_15-30-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 19, 2022
Short Description:
open science via NodeXL https://bit.ly/3Vbqi1X
@_open_science_
@p_mcculloughmd
@charliejgardner
@pandata19
@utwentedcc
@openscitwente
@martymakary
@jerry25a
@mariannelandje1
@openscitalk

Top hashtags:
#openscience
#openaccess
#science
#agu22
#commstwt
#phd
#research

Description:
Description
The graph represents a network of 9,079 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, 19 December 2022 at 23:42 UTC.

The requested start date was Monday, 19 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, 17-hour, 55-minute period from Wednesday, 14 December 2022 at 06:57 UTC to Monday, 19 December 2022 at 00:52 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 : 9079
Unique Edges : 5964
Edges With Duplicates : 10835
Total Edges : 16799
Number of Edge Types : 5
Retweet : 4843
MentionsInRetweet : 6466
Replies to : 775
Mentions : 2970
Tweet : 1745
Self-Loops : 1828
Reciprocated Vertex Pair Ratio : 0.022436569511428
Reciprocated Edge Ratio : 0.0438884331419196
Connected Components : 1728
Single-Vertex Connected Components : 632
Maximum Vertices in a Connected Component : 3011
Maximum Edges in a Connected Component : 7214
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 7.573525
Graph Density : 0.000118321998954563
Modularity : 0.591722
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 9,079 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, 19 December 2022 at 23:42 UTC.

The requested start date was Monday, 19 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, 17-hour, 55-minute period from Wednesday, 14 December 2022 at 06:57 UTC to Monday, 19 December 2022 at 00:52 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:
[21] https://openpress.nuigalway.ie/genomicsdatascience/
[15] https://scholarlykitchen.sspnet.org/2022/12/13/guest-post-how-do-we-measure-success-for-open-science/
[13] http://www.wcsj.org/registration
[13] https://plantae.org/plant-science-research-weekly-december-16-2022/
[13] https://open.spotify.com/show/0FE7QgH5Yq5wcYuG1njzN2
[12] https://www.eifl.net/news/launch-unesco-open-science-toolkit
[12] https://twitter.com/messages/compose?text=&recipient_id=1579041715876294656
[12] https://theplosblog.plos.org/2022/12/open-science-indicators-first-dataset/
[10] https://tweetedtimes.com/v/1745
[10] https://www.aalto.fi/en/open-positions/assistant-professors-computer-science

Top URLs in Tweet in G1:
[12] https://twitter.com/messages/compose?text=&recipient_id=1579041715876294656
[10] https://tweetedtimes.com/v/1745
[9] https://twitter.com/kaiyun10348113/status/1601754862647414785/video/1
[6] https://www.fisheries.noaa.gov/event/santa-visit-woods-hole-science-aquarium-special-holiday-events
[6] https://twitter.com/lvralicm/status/1602262187229073408
[3] https://twitter.com/ra180582/status/1601422463513989120/video/1
[3] https://twitter.com/netflix__001/status/1602801152764280832/video/1
[3] https://essl.leeds.ac.uk/homepage/139/ba_social_science_foundation_degree
[3] https://code.org/
[3] https://code.org/helloworld

Top URLs in Tweet in G3:
[13] https://scholarlykitchen.sspnet.org/2022/12/13/guest-post-how-do-we-measure-success-for-open-science/
[7] https://septentrio.uit.no/index.php/OSTalk/article/view/6866
[6] https://www.eifl.net/news/ukraine-launches-national-open-science-action-plan
[6] https://theplosblog.plos.org/2022/12/open-science-indicators-first-dataset/
[5] http://bjoern.brembs.net/2022/12/what-if-greta-thunberg-took-a-shell-sponsored-professorship/
[5] https://www.linkedin.com/video/event/urn:li:ugcPost:6998938982906527745/
[5] https://www.openaire.eu/copyright-for-open-science-c4os-series
[4] https://www.getrevue.co/profile/open-science-retreat/issues/open-science-retreat-deadline-coming-up-1496837
[4] https://data.agu.org/2022/12/07/parsec-fm.html
[4] https://tweetedtimes.com/v/1559

Top URLs in Tweet in G4:
[1] https://vinayprasadmdmph.substack.com/p/do-unvaccinated-people-need-to-be?r=abaxo&utm_campaign=post&utm_medium=email
[1] https://boriquagato.substack.com/p/our-covid-model-says-x-saves-lives?r=8bcy7&utm_campaign=post&utm_medium=web

Top URLs in Tweet in G5:
[1] https://petermcculloughmd.substack.com/p/dr-peter-mccullough-interviews-dr?r=rat00&utm_campaign=post&utm_medium=web
[1] https://alexberenson.substack.com/p/what-will-take-for-the-media-and?r=14jb45&utm_campaign=post&utm_medium=email
[1] https://petermcculloughmd.substack.com/p/the-courage-to-face-covid-19-book?r=qrwme&utm_campaign=post&utm_medium=web
[1] https://igorchudov.substack.com/p/professor-norman-fenton-fact-checks?r=c8ui1&utm_medium=ios&utm_campaign=post

Top URLs in Tweet in G6:
[8] https://quran.com/
[1] https://commission.europa.eu/strategy-and-policy/priorities-2019-2024/europe-fit-digital-age/digital-markets-act-ensuring-fair-and-open-digital-markets_en#what-will-be-the-consequences-of-non-compliance
[1] https://stevekirsch.substack.com/p/an-open-letter-to-cdc-director-walensky?r=1icpla&utm_medium=ios&utm_campaign=post
[1] https://twitter.com/EvaVlaar/status/1604057573887561728
[1] https://www.science.org/doi/10.1126/science.adg3034
[1] https://ceqanet.opr.ca.gov/2022040174
[1] https://www.tdlr.texas.gov/weather/weathermod.htm
[1] https://www.usatoday.com/story/news/factcheck/2020/06/11/fact-check-n-95-filters-not-too-large-stop-covid-19-particles/5343537002/
[1] https://twitter.com/RobertLustigMD/status/1602929564501647361
[1] https://yourlocalepidemiologist.substack.com/p/musk-fauci-trust-in-science-and-how?r=1oz6a&utm_campaign=post&utm_medium=email

Top URLs in Tweet in G8:
[2] https://www.coursera.org/learn/open-source-tools-for-data-science?irclickid=&irgwc=1&utm_medium=partners&utm_source=impact&utm_campaign=2840738&utm_content=b2c
[1] https://www.mdpi.com/about/announcements/5130?utm_campaign=tam_video&utm_medium=social_corp&utm_source=twitter
[1] https://www.mdpi.com/about/announcements/5130?utm_campaign=tam_main&utm_medium=social_corp&utm_source=twitter
[1] https://www.mdpi.com/2673-1991/3/4
[1] https://tandfonline.com/doi/abs/10.1080/14459795.2022.2133906
[1] https://twitter.com/loisfournier_/status/1603373105673535489

Top URLs in Tweet in G9:
[1] https://www.vox.com/the-highlight/2019/6/3/18271538/open-access-elsevier-california-sci-hub-academic-paywalls
[1] https://www.youtube.com/watch?v=noj4phMT9OE&feature=youtu.be


Top URLs in Tweet in G10:
[2] https://hxstem.substack.com/p/from-russia-with-love-science-and?utm_campaign=post&utm_medium=web
[1] https://blog.friendsofscience.org/2020/01/13/an-open-letter-to-poynter-institute-and-facebook-fuel-and-poor-forest-management-is-the-main-factor-in-australian-wildfires-not-human-caused-climate-change/

Top Domains
Top Domains in Tweet in Entire Graph:
[270] twitter.com
[142] substack.com
[92] spotify.com
[77] sciencedirect.com
[53] ac.uk
[40] elsevier.com
[37] youtube.com
[36] scienceopen.com
[26] eifl.net
[24] google.com

Top Domains in Tweet in G1:
[102] twitter.com
[34] substack.com
[27] spotify.com
[10] ac.uk
[10] tweetedtimes.com
[9] sciencedirect.com
[9] acspubs.org
[9] amazon.com
[7] google.com
[6] code.org

Top Domains in Tweet in G3:
[54] twitter.com
[16] sspnet.org
[14] eifl.net
[10] youtube.com
[9] getrevue.co
[9] plos.org
[7] uit.no
[6] unesco.org
[5] brembs.net
[5] osf.io

Top Domains in Tweet in G4:
[2] substack.com

Top Domains in Tweet in G5:
[4] substack.com

Top Domains in Tweet in G6:
[8] quran.com
[3] substack.com
[2] twitter.com
[1] europa.eu
[1] science.org
[1] ca.gov
[1] texas.gov
[1] usatoday.com
[1] theguardian.com

Top Domains in Tweet in G8:
[3] mdpi.com
[2] coursera.org
[1] tandfonline.com
[1] twitter.com

Top Domains in Tweet in G9:
[1] vox.com
[1] youtube.com

Top Domains in Tweet in G10:
[2] substack.com
[1] friendsofscience.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[429] openscience
[148] openaccess
[129] science
[64] agu22
[59] commstwt
[53] phd
[45] research
[32] 世界杯
[31] snowblack
[30] esccongress



Top Hashtags in Tweet in G1:
[34] commstwt
[32] 世界杯
[28] science
[16] commissionsopen
[13] open
[12] academicservice
[12] academiccommissions
[7] datascience
[6] 开云体育
[6] woodsholeholidaystroll

Top Hashtags in Tweet in G3:
[390] openscience
[47] openaccess
[37] agu22
[23] opendata
[20] ukraine
[17] opensource
[12] copyright
[12] datasharing
[11] fair
[10] eosc

Top Hashtags in Tweet in G5:
[1] courageousdiscourse

Top Hashtags in Tweet in G6:
[1] elongoat
[1] mindvirus
[1] science
[1] technology
[1] truth

Top Hashtags in Tweet in G8:
[79] openaccess
[4] gambling
[2] datascience
[1] burns
[1] openscience
[1] burncare
[1] mdpi

Top Hashtags in Tweet in G9:
[1] theists
[1] pedopriests

Top Hashtags in Tweet in G10:
[1] climatechange

Top Words
Top Words in Tweet in Entire Graph:
[5457] open
[4649] science
[785] published
[736] more
[678] scientists
[623] research
[617] paper
[598] 40
[585] letter
[577] 80

Top Words in Tweet in G1:
[900] science
[863] open
[343] paper
[282] rush
[199] essay
[195] lf
[177] commissions
[156] academic
[150] reflection
[141] english

Top Words in Tweet in G2:
[565] scientists
[564] letter
[564] open
[564] profs
[564] 40
[564] published
[564] signed
[564] 80
[564] incl
[564] cop15

Top Words in Tweet in G3:
[424] open
[390] #openscience
[376] science
[120] research
[108] data
[71] more
[50] support
[50] first
[49] join
[48] unesco

Top Words in Tweet in G4:
[466] unvaccinated
[233] need
[233] drive
[233] people
[233] accident
[233] counseled
[233] more
[233] car
[233] slower
[233] america

Top Words in Tweet in G5:
[200] science
[196] p_mcculloughmd
[195] end
[195] medical
[194] dead
[194] stop
[194] take
[194] time
[194] doing
[194] quickly

Top Words in Tweet in G6:
[84] science
[83] open
[46] elonmusk
[16] media
[16] fake
[16] keep
[14] truth
[13] people
[12] scientific
[12] tech

Top Words in Tweet in G7:
[335] programming
[171] open
[168] computer
[167] harvard
[167] friendly
[167] beginner
[167] university
[167] offering
[166] scienc
[166] python_spaces

Top Words in Tweet in G8:
[135] million
[132] thanks
[132] published
[132] articles
[130] mdpiopenaccess
[117] open
[106] 000
[79] #openaccess
[79] one
[79] become

Top Words in Tweet in G9:
[14] open
[9] ah_science
[9] science
[7] scientiapercept
[6] rkdoctr
[5] evidence
[5] maidelk
[5] ravenlove69
[5] mirandaisrisen
[5] remofjacob_

Top Words in Tweet in G10:
[5] science
[4] geoff4273
[4] brknman
[4] roypentland
[4] cieloyla
[4] alamerqld
[4] osprey0
[4] narvuntien
[4] damienhamilto17
[4] rustyaway

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[775] open,science
[582] open,letter
[570] scientists,signed
[570] signed,open
[569] 150,scientists
[569] cop15,incl
[569] phds,published
[569] 40,profs
[569] incl,40
[569] profs,80

Top Word Pairs in Tweet in G1:
[126] non,rush
[116] reflection,paper
[111] open,rush
[109] rush,non
[108] lf,clients
[98] reaction,paper
[94] write,ups
[87] academic,commissions
[87] open,science
[72] paper,reaction

Top Word Pairs in Tweet in G2:
[564] signed,open
[564] cop15,incl
[564] profs,80
[564] open,letter
[564] letter,cop15
[564] phds,published
[564] 80,phds
[564] 150,scientists
[564] scientists,signed
[564] 40,profs

Top Word Pairs in Tweet in G3:
[312] open,science
[39] science,indicators
[28] indicators,dataset
[28] first,open
[24] action,plan
[24] open,source
[21] national,#openscience
[21] #openscience,action
[18] measure,success
[18] government,ukraine

Top Word Pairs in Tweet in G4:
[233] car,accident
[233] america,more
[233] drive,slower
[233] people,need
[233] unvaccinated,america
[233] unvaccinated,people
[233] accident,unvaccinated
[233] need,counseled
[233] counseled,drive
[233] more,car

Top Word Pairs in Tweet in G5:
[194] key,recognize
[194] stop,doing
[194] dead,end
[194] doing,take
[194] medical,science
[194] science,fail
[194] recognize,dead
[194] quickly,stop
[194] time,key
[194] fail,time

Top Word Pairs in Tweet in G6:
[9] science,tech
[8] shape,fake
[8] world,maps
[8] lied,abt
[8] fake,gods
[8] nasa,climate
[8] gods,fake
[8] preserved,god
[8] cudnt,alter
[8] abt,history

Top Word Pairs in Tweet in G7:
[167] university,offering
[167] offering,beginner
[167] programming,open
[167] open,harvard
[167] harvard,university
[167] programming,computer
[167] beginner,friendly
[167] friendly,programming
[166] computer,scienc
[166] python_spaces,programming

Top Word Pairs in Tweet in G8:
[132] articles,published
[79] become,first
[79] mdpi,become
[79] milestone,one
[79] first,#openaccess
[79] #openaccess,publisher
[79] million,articles
[79] publisher,reach
[79] one,million
[79] reach,milestone

Top Word Pairs in Tweet in G9:
[5] rkdoctr,sidney1st
[5] crispycurry,miss_p1_
[5] thhuxley1,gotaq4u
[5] serpent210,ravenlove69
[5] jeremyfprice,waitherethen
[5] ravenlove69,knitman57
[5] debbie25808035,truthwiththord
[5] omnimomo,serpent210
[5] mucusmucous,rkdoctr
[5] gotaq4u,omnimomo

Top Word Pairs in Tweet in G10:
[4] narvuntien,geoff4273
[4] alamerqld,cieloyla
[4] no2wind,roypentland
[4] brknman,narvuntien
[4] osprey0,alamerqld
[4] roypentland,brknman
[4] cieloyla,no2wind
[4] rustyaway,damienhamilto17
[4] damienhamilto17,osprey0
[3] geoff4273,barba

Top Replied-To
Top Replied-To in Entire Graph:
@pierre_markuse
@elonmusk
@science_pit
@who
@peterhotez
@pdakean
@climatehuman
@emeraldrobinson
@engineers_feed
@copernicuseu

Top Replied-To in G1:
@acadsbyyana
@acadhelpernyx

Top Replied-To in G3:
@opuseu
@opus
@samanthajmarin
@realmilancurcic
@heidibaya
@plos
@gpichetto
@olexandr
@phd_genie
@brembs

Top Replied-To in G5:
@dwoverdrive

Top Replied-To in G6:
@elonmusk
@climatehuman
@zaleskiluke
@overit_miss
@layahheilpern
@darylavid__
@jasenwunder
@vtpep
@enuminous
@cow_belle65

Top Replied-To in G8:
@fns_ch

Top Replied-To in G9:
@briannazarenus
@jesse_knight1
@aig
@pfitzart
@swizznowt
@slaveofchrist02
@ababiokomfokofi
@pabloortiz66
@soundsofnyx
@etabundatgratia

Top Replied-To in G10:
@rustyaway
@gautenilsen
@asinister

Top Mentioned
Top Mentioned in Entire Graph:
@charliejgardner
@martymakary
@p_mcculloughmd
@python_spaces
@mdpiopenaccess
@itstotallyki
@jamaticulus
@christt14n
@ceescees72
@theagu

Top Mentioned in G1:
@acadhelpernyx
@acadhelpersph
@kinaalam
@thmonk_pf
@seriseri_cat
@essayassignmen9
@abunaye39995641
@ggagingj
@acynthia_

Top Mentioned in G2:
@charliejgardner

Top Mentioned in G3:
@plos
@unesco
@numfocus
@nasa
@eiflnet
@eoscfuture
@openaire_eu
@scholarlykitchn
@opuseu
@gravana

Top Mentioned in G4:
@martymakary
@vprasadmdmph

Top Mentioned in G5:
@p_mcculloughmd
@martymakary
@denistoovey
@mamabearwakesup

Top Mentioned in G6:
@elonmusk
@potus
@hodgetwins
@meaganphelan
@climatehuman
@layahheilpern
@twitter
@ramyplaid
@ronfilipkowski
@dineshdsouza

Top Mentioned in G7:
@python_spaces
@temabef
@nilofer_tweets

Top Mentioned in G8:
@mdpiopenaccess
@joelbillieux
@openscienceunil
@swisspsyopen
@osframework
@mkarhulahti
@loisfournier_
@unesco
@eggersnsf
@paolocrosetto

Top Mentioned in G9:
@ah_science
@scientiapercept
@rkdoctr
@takethatdarwin
@kester_lowers
@mindfuldamage
@takethathistory
@spikeinthemidge
@chortling_man
@canna420uk

Top Mentioned in G10:
@damienhamilto17
@osprey0
@alamerqld
@cieloyla
@no2wind
@roypentland
@brknman
@narvuntien
@geoff4273
@friendsoscience

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@collegemenfess
@cybersecurityn8
@independent
@_redfrog
@lizditz
@vonrosenchild
@stockguy61
@miguelhilargiak

Top Tweeters in G1:
@denniskoch10
@strawberryng
@onepostguy
@jackiedeburca
@jonups_
@biconnections
@abnewswire
@dances
@para_science_
@danielnavassund

Top Tweeters in G2:
@wally_wests
@b1e56df9ce6549f
@micjojd
@glynmoody
@ranilyons
@phanitodafizzo
@percievedlogic
@18diannem
@klimatendnukes
@mangotree_books

Top Tweeters in G3:
@vonrosenchild
@anas_erindra
@rstatstweet
@hubbucket
@sound_of_sirens
@academicchatter
@hohoyanna
@drmel_t
@rinatie_ceo
@jjmerelo

Top Tweeters in G4:
@dahart66
@rollypoly31
@speak4tomorrow
@dianabardsley
@bucmon21
@katmur23
@lily04022018
@hstowit
@hellawoland
@vegas_whoa

Top Tweeters in G5:
@mtrushmore2016
@norejj
@johndmtb
@yvettehenson
@ohioyallers
@al_nimer
@blkf5
@clrfldcdaughtry
@roobeedoo1
@lou05316597

Top Tweeters in G6:
@davidmweissman
@zaleskiluke
@neontaster
@wholemarsblog
@geraldkutney
@grantcardone
@jackposobiec
@muellershewrote
@insane_voice
@gadsaad

Top Tweeters in G7:
@broken_heart490
@qelzlikkle
@rodrigo99691785
@b_o_o_g_i
@masrinez
@valentino_lexi
@azurflorian
@vckouma
@rhyddyone
@stream_wheel

Top Tweeters in G8:
@ssxman2
@festsilva_233
@purevdo27046751
@djriveraros
@dd_nana_
@nanwarner
@kirakar
@samadovaabditch
@ladyofleisure78
@cprimera

Top Tweeters in G9:
@takethatdarwin
@awayfromthekeys
@rjdownard
@taygee
@cubesteve
@scientiapercept
@tonyjhopkinson
@takethathistory
@ah_science
@kester_lowers

Top Tweeters in G10:
@rmack2x
@dude_america
@friendsoscience
@noturbine
@takethatct
@veritatem2021
@dawntj90
@cieloyla
@obundwie
@kctaz


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