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#ScienceTwitter Twitter NodeXL SNA Map and Report for Wednesday, 30 November 2022 at 17:23 UTC (experimental version)
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From:
SMRFoundation
Uploaded on:
November 30, 2022
Short Description:
#ScienceTwitter via NodeXL https://bit.ly/3ubzLLo
@isciverse
@b0tsci
@medicaladv
@academicchatter
@youtube
@creativescty
@openscitalk
@dna_rna_uni
@elife
@jumiri44

Top hashtags:
#sciencetwitter
#scicomm
#academictwitter
#medtwitter
#meded
#science
#health
#healthcare

Description:
Description
The graph represents a network of 2,866 Twitter users whose recent tweets contained "#ScienceTwitter", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 30 November 2022 at 17:34 UTC.

The tweets in the network were tweeted over the 8-day, 18-hour, 37-minute period from Monday, 21 November 2022 at 22:32 UTC to Wednesday, 30 November 2022 at 17:10 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 : 2866
Unique Edges : 3623
Edges With Duplicates : 1236
Total Edges : 4859
Number of Edge Types : 5
Retweet : 2368
MentionsInRetweet : 1119
Mentions : 542
Tweet : 741
Replies to : 89
Self-Loops : 802
Reciprocated Vertex Pair Ratio : 0.015357867284845
Reciprocated Edge Ratio : 0.0302511415525114
Connected Components : 529
Single-Vertex Connected Components : 264
Maximum Vertices in a Connected Component : 1349
Maximum Edges in a Connected Component : 2606
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.172169
Graph Density : 0.000426739933431493
Modularity : 0.704628
NodeXL Version : 1.0.1.508
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=285180
Data Import : The graph represents a network of 2,866 Twitter users whose recent tweets contained "#ScienceTwitter", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 30 November 2022 at 17:34 UTC.

The tweets in the network were tweeted over the 8-day, 18-hour, 37-minute period from Monday, 21 November 2022 at 22:32 UTC to Wednesday, 30 November 2022 at 17:10 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 : TwitterSearch
Graph Term : #ScienceTwitter
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 Color : In-Degree
Vertex Radius : In-Degree
Vertex Alpha : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[84] https://www.cambridge.org/core/product/identifier/S2632882821000187/type/journal_article
[60] https://www.youtube.com/watch?t=22817&v=ow2Dm-3SP24&feature=youtu.be
[49] https://www.forbes.com/sites/brucelee/2022/11/22/new-died-suddenly-film-pushes-unfounded-depopulation-claims-about-covid-19-vaccine/
[37] http://treatment.plazi.org/id/03B6C56A-FFA5-1A0E-FF7E-F8BEFE22FE23
[37] https://doi.org/10.11646/zootaxa.5209.1.8
[36] https://www.ifc.unam.mx/pdf/convocatoria/2022_Convocatoria_Basica.pdf
[30] https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-022-08452-5
[25] https://dx.plos.org/10.1371/journal.pone.0239275
[23] https://bmcresnotes.biomedcentral.com/articles/10.1186/s13104-017-2985-y
[23] https://www.genomebc.ca/blog/cats-on-the-case?utm_source=twitter&utm_medium=&utm_term=&utm_content=&utm_campaign=

Top URLs in Tweet in G1:
[1] https://twitter.com/MedicalAdv/status/1595419589332332546/video/1

Top URLs in Tweet in G2:
[3] https://www.amazon.com/dp/B0B6XWF9RB/
[3] https://scientificinquirer.com/the-big-question/
[2] https://twitter.com/stinabiologista/status/1588914919885262848
[2] https://www.redbubble.com/people/carrietdesigns/works/130233889-science-doesnt-care-what-you-believe?asc=u
[2] https://www.sciencedirect.com/science/article/abs/pii/S0003347218300125
[2] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-022-03836-9
[2] https://mundonaturalista.com/2022/11/28/beetles-day-otiorhynchus/
[2] https://podcast.theamericanupgradeproject.com/share
[1] https://edulab.com/resource_type/worksheet/
[1] https://twitter.com/NFTLever/status/1594941681975328768?t=1669120966

Top URLs in Tweet in G3:
[84] https://www.cambridge.org/core/product/identifier/S2632882821000187/type/journal_article
[30] https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-022-08452-5
[25] https://dx.plos.org/10.1371/journal.pone.0239275
[23] https://bmcresnotes.biomedcentral.com/articles/10.1186/s13104-017-2985-y
[20] https://www.mdpi.com/2223-7747/11/7/963/htm
[15] http://biorxiv.org/lookup/doi/10.1101/2022.02.16.480750
[15] https://academic.oup.com/g3journal/article/10/1/37/6020287
[15] https://bmcgenomics.biomedcentral.com/articles/10.1186/s12864-018-5360-z
[14] http://biorxiv.org/lookup/doi/10.1101/607390
[13] https://www.frontiersin.org/article/10.3389/fmolb.2018.00062/full

Top URLs in Tweet in G4:
[1] https://twitter.com/MedicalAdv/status/1595419589332332546/video/1

Top URLs in Tweet in G6:
[58] https://www.youtube.com/watch?t=22817&v=ow2Dm-3SP24&feature=youtu.be

Top URLs in Tweet in G7:
[47] https://www.forbes.com/sites/brucelee/2022/11/22/new-died-suddenly-film-pushes-unfounded-depopulation-claims-about-covid-19-vaccine/
[3] https://science.thewire.in/the-sciences/brcp-parasite-publishers-report-excerpt/
[2] https://www.wolterskluwer.com/en/expert-insights/authors-video-tutorial-write-results

Top URLs in Tweet in G8:
[36] https://www.ifc.unam.mx/pdf/convocatoria/2022_Convocatoria_Basica.pdf
[5] https://twitter.com/NCCRMicrobiomes/status/1595777752531177472
[1] https://www.mdpi.com/1422-0067/23/23/14755

Top URLs in Tweet in G9:
[6] https://asm.wildapricot.org/Donate
[6] https://fediscience.org/@eLife
[3] https://twitter.com/flydrocarbon/status/1556691232872472576

Top Domains
Top Domains in Tweet in Entire Graph:
[201] twitter.com
[137] youtube.com
[86] medicalnewstoday.com
[86] cambridge.org
[77] biomedcentral.com
[69] mdpi.com
[64] biorxiv.org
[58] forbes.com
[37] plazi.org
[37] doi.org

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

Top Domains in Tweet in G2:
[43] twitter.com
[7] youtube.com
[7] hello-naturelovers.com
[5] elsevier.com
[4] blogspot.com
[4] amazon.com
[3] tiktok.com
[3] sciencedirect.com
[3] scientificinquirer.com
[2] johnhuntpublishing.com

Top Domains in Tweet in G3:
[84] cambridge.org
[77] biomedcentral.com
[62] biorxiv.org
[40] youtube.com
[38] mdpi.com
[25] plos.org
[20] twitter.com
[15] oup.com
[13] frontiersin.org
[11] forbes.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G6:
[58] youtube.com

Top Domains in Tweet in G7:
[47] forbes.com
[3] thewire.in
[2] wolterskluwer.com

Top Domains in Tweet in G8:
[36] unam.mx
[5] twitter.com
[1] mdpi.com

Top Domains in Tweet in G9:
[6] wildapricot.org
[6] fediscience.org
[3] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3149] sciencetwitter
[1307] scicomm
[1101] academictwitter
[1097] medtwitter
[847] meded
[683] science
[451] health
[437] healthcare
[402] healthy
[333] academia



Top Hashtags in Tweet in G1:
[648] sciencetwitter
[645] medtwitter
[637] academictwitter
[634] meded
[633] scicomm
[334] science
[298] healthcare
[290] health
[288] healthyliving
[287] ear

Top Hashtags in Tweet in G2:
[328] sciencetwitter
[87] science
[17] research
[17] nature
[15] academictwitter
[14] education
[12] stem
[11] medtwitter
[9] scicomm
[9] academicchatter

Top Hashtags in Tweet in G3:
[418] sciencetwitter
[304] scicomm
[210] bioinformatics
[199] academicchatter
[193] genomics
[142] openscience
[106] academictwitter
[106] openaccess
[99] medtwitter
[98] plantsci

Top Hashtags in Tweet in G4:
[150] sciencetwitter
[145] medtwitter
[145] academictwitter
[143] scicomm
[118] health
[118] healthcare
[104] meded2022
[97] healthy
[84] medical
[80] surgery

Top Hashtags in Tweet in G5:
[78] medtwitter
[78] sciencetwitter
[77] meded
[76] scicomm
[76] academictwitter
[74] medstudenttwitter
[64] biology
[6] health
[6] healthy
[6] science

Top Hashtags in Tweet in G6:
[58] military
[58] scientists
[58] technologies
[58] creativesociety
[58] survivalinunity
[58] sciencetwitter

Top Hashtags in Tweet in G7:
[55] sciencetwitter
[51] scicomm
[51] epitwitter
[47] covid19
[47] diedsuddenly
[8] academicchatter
[8] academictwitter
[6] medcomm
[5] phdhack
[5] phdchat

Top Hashtags in Tweet in G8:
[49] sciencetwitter
[39] academicchatter
[5] nccr
[5] microbiome
[5] bioinformatics
[5] microbialecology
[4] academia
[4] fairucnow
[1] womeninstem

Top Hashtags in Tweet in G9:
[30] sciencetwitter
[6] blackmammalogists
[6] academictwitter
[3] teachertwitter
[1] academicchatter

Top Hashtags in Tweet in G10:
[41] sciencetwitter

Top Words
Top Words in Tweet in Entire Graph:
[3436] #sciencetwitter
[1457] #scicomm
[1114] #academictwitter
[1098] #medtwitter
[847] #meded
[699] #science
[680] works
[466] #academicchatter
[452] #health
[438] #healthcare

Top Words in Tweet in G1:
[648] #sciencetwitter
[645] #medtwitter
[637] #academictwitter
[634] #meded
[633] #scicomm
[615] works
[334] #science
[298] #healthcare
[290] #health
[288] #healthyliving

Top Words in Tweet in G2:
[329] #sciencetwitter
[87] #science
[40] science
[17] like
[17] #nature
[17] scientific
[17] #research
[15] #academictwitter
[14] #education
[12] #stem

Top Words in Tweet in G3:
[640] #sciencetwitter
[451] #scicomm
[376] #academicchatter
[281] #bioinformatics
[279] #genomics
[274] #openaccess
[264] #openscience
[252] #datascience
[218] #100daysofcode
[213] #womeninstem

Top Words in Tweet in G4:
[150] #sciencetwitter
[145] #academictwitter
[145] #medtwitter
[143] #scicomm
[118] #healthcare
[118] #health
[104] #meded2022
[97] #healthy
[84] #medical
[80] #surgery

Top Words in Tweet in G5:
[78] #sciencetwitter
[78] #medtwitter
[77] #meded
[76] #scicomm
[76] #academictwitter
[74] #medstudenttwitter
[64] drmiketodorovic
[64] soreness
[64] muscle
[64] acid

Top Words in Tweet in G6:
[58] minds
[58] closed
[58] genius
[58] #creativesociety
[58] #sciencetwitter
[58] sector
[58] #survivalinunity
[58] engaged
[58] humanity's
[58] #military

Top Words in Tweet in G7:
[94] suddenly
[94] died
[56] #sciencetwitter
[52] #epitwitter
[51] #scicomm
[47] vaccines
[47] genocide
[47] hashtag
[47] unfounded
[47] #diedsuddenly

Top Words in Tweet in G8:
[72] en
[72] de
[49] #sciencetwitter
[39] #academicchatter
[36] sistemas
[36] desarrollo
[36] ifc_unam
[36] asociado
[36] plaza
[36] investigador

Top Words in Tweet in G9:
[35] #sciencetwitter
[23] award
[17] indigenous
[17] scholars
[17] pleased
[17] mammalogy
[17] announce
[17] blkmammalogists
[17] recipients
[17] mammalogists

Top Words in Tweet in G10:
[41] rove
[41] think
[41] stuff
[41] told
[41] laboulbeniales
[41] beetle
[41] worm
[41] stage
[41] #sciencetwitter
[41] resting

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[827] #meded,#medtwitter
[671] works,#meded
[600] #scicomm,#academictwitter
[509] #sciencetwitter,#scicomm
[409] #academictwitter,#health
[336] #health,#healthcare
[323] #healthy,#healthyliving
[323] #medtwitter,#ear
[323] #ear,#anatomy
[323] #healthcare,#healthy

Top Word Pairs in Tweet in G1:
[634] #meded,#medtwitter
[613] works,#meded
[415] #scicomm,#academictwitter
[306] #sciencetwitter,#scicomm
[288] #academictwitter,#health
[287] ear,works
[287] #anatomy,#sciencetwitter
[287] #healthcare,#healthy
[287] #ear,#anatomy
[287] #health,#healthcare

Top Word Pairs in Tweet in G2:
[37] #science,#sciencetwitter
[18] #sciencetwitter,#science
[8] #education,#educationforall
[7] #cartoon,#cartoons
[7] #cartoons,#comicart
[7] #naturephotography,#animal
[7] #academictwitter,#sciencetwitter
[7] #naturelovers,#nature
[7] #nature,#education
[7] #animal,#naturelovers

Top Word Pairs in Tweet in G3:
[233] #academicchatter,#sciencetwitter
[126] #genomics,#bioinformatics
[90] #openaccess,#womeninscience
[86] #100daysofcode,#datascience
[86] #womeninstem,#openaccess
[86] #womeninscience,#womenwhocode
[79] #womenwhocode,#100daysofcode
[78] #scicomm,#academicchatter
[78] #womenwhocode,#bigdata
[76] #sciencetwitter,#scicomm

Top Word Pairs in Tweet in G4:
[112] #sciencetwitter,#scicomm
[104] #academictwitter,#health
[101] #meded2022,#medtwitter
[79] #academia,#academictwitter
[79] #scicomm,#academia
[77] #medtwitter,#surgery
[77] #healthcare,#medical
[77] #surgery,#sciencetwitter
[71] forearm,transplantation
[71] transplantation,#meded2022

Top Word Pairs in Tweet in G5:
[77] #meded,#medtwitter
[70] #sciencetwitter,#medstudenttwitter
[69] #scicomm,#academictwitter
[68] #medtwitter,#scicomm
[64] #biology,#sciencetwitter
[64] lactic,acid
[64] acid,muscle
[64] drmiketodorovic,#meded
[64] soreness,drmiketodorovic
[64] muscle,soreness

Top Word Pairs in Tweet in G6:
[58] humanity's,best
[58] genius,#scientists
[58] laboratories,#technologies
[58] best,minds
[58] #military,sector
[58] closed,laboratories
[58] forum,#sciencetwitter
[58] #survivalinunity,forum
[58] #scientists,closed
[58] #creativesociety,#survivalinunity

Top Word Pairs in Tweet in G7:
[94] died,suddenly
[47] suddenly,film
[47] twitter,account
[47] unfounded,depopulation
[47] claims,#covid19
[47] vaccines,died
[47] film,pushes
[47] #covid19,vaccines
[47] genocide,claims
[47] pushing,#diedsuddenly

Top Word Pairs in Tweet in G8:
[39] #sciencetwitter,#academicchatter
[36] áreas,biología
[36] plaza,de
[36] investigador,asociado
[36] biología,celular
[36] tc,en
[36] de,sistemas
[36] genética,molecular
[36] las,siguientes
[36] estructural,de

Top Word Pairs in Tweet in G9:
[17] mammalogy,veronarindra
[17] da,paixão
[17] ingrid,beatriz
[17] pleased,announce
[17] mammalogists,black
[17] announce,recipients
[17] blkmammalogists,mammalogists
[17] recipients,blkmammalogists
[17] ramananjato,ingrid
[17] indigenous,scholars

Top Word Pairs in Tweet in G10:
[41] beetle,staphylinidae
[41] stuff,laboulbeniales
[41] staphylinidae,stuff
[41] worm,#sciencetwitter
[41] told,resting
[41] rove,beetle
[41] #sciencetwitter,think
[41] stage,worm
[41] resting,stage
[41] laboulbeniales,told

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@dw_scitech
@drmiketodorovic
@forbes
@zootaxa
@wpolydb
@weird_animais
@ifc_unam
@twitter
@gretathunberg
@academicchatter

Top Mentioned in G1:
@dw_scitech
@manualomedicine
@medicaladv
@slava__bobrov
@innov_medicine

Top Mentioned in G2:
@stemjets
@jankaromero
@lablifeuk

Top Mentioned in G3:
@youtube
@academicchatter
@phd_genie
@openacademics
@phdforum
@europeanxfel
@phdvoice
@plants_mdpi
@progyny
@usnewshealth

Top Mentioned in G4:
@slava__bobrov
@nucleusmedart
@innov_medicine
@transonicflow
@dw_scitech
@nejm
@justinkrantz
@syntropystudio
@drmiketodorovic
@medicaladv

Top Mentioned in G5:
@drmiketodorovic
@webmd
@nutriosci
@dw_scitech
@d7my7988

Top Mentioned in G7:
@forbes

Top Mentioned in G8:
@ifc_unam
@pengellab
@pennstatebio

Top Mentioned in G9:
@blkmammalogists
@mammalogists
@joinmastodon
@corriemoreau
@drmichellelarue
@birdmapper
@elasmo_gal
@divaamon
@erinashe
@herpomania

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@codedailybot
@cybersecurityn8
@susanneleist
@iartg
@lizditz
@evankirstel
@o_fabriciosouza
@vtubertweeter
@mayirmamay14

Top Tweeters in G1:
@tsarina_muna
@vicentelozadab
@scieducation1
@laura__3_14
@peepsqueak
@thefatinbella
@brendaschory
@notisalud
@ppoheisenberg
@gaitan_alfonso2

Top Tweeters in G2:
@drugmonkeyblog
@woodentek
@mkg_ii_0
@anyidea
@arminhamidian
@blowthewhittle
@runwaybrandon
@fromcanada_org
@startchangeri
@nathanbroon

Top Tweeters in G3:
@sectest9
@codedailybot
@cybersecurityn8
@o_fabriciosouza
@serverlessfan
@rosiaxbot
@pythonroboto
@b0tsci
@pythonbot_by_pm
@amazonin

Top Tweeters in G4:
@1atsuhimerose2
@eightynines
@hernangraffe
@elchiche
@jmhustle
@crissalcedo73
@ngunhlanhla
@smaksked
@tak06073852
@nazeerukhaleed8

Top Tweeters in G5:
@vicentepugliaar
@monica_wilcox
@webmd
@ray31_
@budhapalm
@dianaflores37
@yahya13255029
@dulla_ud
@slydehandboards
@jii159

Top Tweeters in G6:
@arthurmic
@boena53376486
@branka_kd
@julciajulcia
@kamilmroczk
@vladdepisch
@evgenko88
@yarikoligarh
@lazarevdima1976
@creative_s_uk

Top Tweeters in G7:
@lizditz
@forbes
@doritmi
@pash22
@sandi89701936
@chrislancashir3
@alexmas1
@showboat7
@canettoyant
@fruityfruit6

Top Tweeters in G8:
@rocko_basilisk
@icary84
@arelyireta
@j_andres_mtnz_t
@jchavez_rios
@cienciamxn
@ptu_us_es
@lau_uribefig
@quantum_goat
@javyriverac

Top Tweeters in G9:
@daniellegembala
@epidatageek
@needhibhalla
@am_anatiala
@ibjiyongi
@lisavipes
@immabiolog
@crowelizabeth
@doctorflopsy
@pottymouthpup

Top Tweeters in G10:
@marcoalbuja
@jaredgonia
@mskvarla36
@thaqxhut
@aglaiabouma
@unmagroio
@khefferon
@weatheredworm
@victorlpezmtz
@bertonemyia


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