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#academia Twitter NodeXL SNA Map and Report for Wednesday, 30 November 2022 at 18:56 UTC (experimental version)
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From:
SMRFoundation
Uploaded on:
November 30, 2022
Short Description:
#academia via NodeXL https://bit.ly/3AXLh0M
@drasmajabeen1
@phdeducations
@academicchatter
@openacademics
@memingphd
@thestrugglings4
@isciverse
@abdul_y_maigoro
@ajinkyarl
@foldercase_com

Top hashtags:
#academia
#academictwitter
#research
#phd
#researcher
#science

Description:
Description
The graph represents a network of 8,228 Twitter users whose recent tweets contained "#academia", 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 19:50 UTC.

The tweets in the network were tweeted over the 8-day, 20-hour, 42-minute period from Monday, 21 November 2022 at 22:26 UTC to Wednesday, 30 November 2022 at 19:08 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 : 8228
Unique Edges : 9698
Edges With Duplicates : 6827
Total Edges : 16525
Number of Edge Types : 5
Tweet : 2560
Retweet : 9463
Mentions : 990
MentionsInRetweet : 3444
Replies to : 68
Self-Loops : 2626
Reciprocated Vertex Pair Ratio : 0.0110736639383727
Reciprocated Edge Ratio : 0.0219047619047619
Connected Components : 1424
Single-Vertex Connected Components : 985
Maximum Vertices in a Connected Component : 5500
Maximum Edges in a Connected Component : 11549
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.514622
Graph Density : 0.000155114900550076
Modularity : 0.560173
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 8,228 Twitter users whose recent tweets contained "#academia", 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 19:50 UTC.

The tweets in the network were tweeted over the 8-day, 20-hour, 42-minute period from Monday, 21 November 2022 at 22:26 UTC to Wednesday, 30 November 2022 at 19:08 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 : #academia
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[1257] https://www.ondezx.com/
[659] https://t.me/PhDGuidanceindia
[494] https://www.tandfonline.com/doi/abs/10.1179/146531204225020445?cookieSet=1
[388] https://instagram.com/memingphd/
[153] https://onlinelibrary.wiley.com/doi/10.1002/jca.21797
[151] https://drasmajabeen.com/qualitative-re
[117] http://www.ondezx.com
[90] https://ondezx.com/
[76] https://www.etsy.com/listing/1322614291/light-academia-aesthetic-fairycore
[66] https://www.etsy.com/de/listing/652967477/dark-academia-halskette-alternative

Top URLs in Tweet in G1:
[356] https://www.tandfonline.com/doi/abs/10.1179/146531204225020445?cookieSet=1
[100] https://drasmajabeen.com/qualitative-re
[17] https://drasmajabeen.com/how-to-design-a-questionnaire-for-research/
[5] https://tweetedtimes.com/v/18008
[1] https://www.premium-editing.com/
[1] https://multilingual.com/solving-the-language-gap-in-scientific-research/
[1] https://drasmajabeen.com/how-to-write-problem-statement-in-research/
[1] https://tweetedtimes.com/v/1265

Top URLs in Tweet in G2:
[1130] https://www.ondezx.com/
[604] https://t.me/PhDGuidanceindia
[140] https://onlinelibrary.wiley.com/doi/10.1002/jca.21797
[105] http://www.ondezx.com
[102] https://www.tandfonline.com/doi/abs/10.1179/146531204225020445?cookieSet=1
[79] https://ondezx.com/
[31] https://drasmajabeen.com/qualitative-re
[11] https://drasmajabeen.com/how-to-design-a-questionnaire-for-research/
[6] https://jphe.amegroups.com/article/view/4265/5102
[2] https://twitter.com/DrasmaJabeen1/status/1597333616719450112

Top URLs in Tweet in G3:
[70] https://www.etsy.com/listing/1322614291/light-academia-aesthetic-fairycore
[58] https://www.etsy.com/de/listing/1323351545/dark-academia-heirloom-choker-topas
[58] https://www.etsy.com/de/listing/729155539/dark-academia-asthetisches-edelstein
[56] https://www.etsy.com/listing/1263841591/dark-academia-cottagecore-choker
[56] https://www.etsy.com/de/listing/1244269724/dark-cottagecore-dark-academia-asthetik
[54] https://www.etsy.com/de/listing/1247057827/leuchtendes-asthetisches-armband-dark
[53] https://www.etsy.com/de/listing/1292966213/silber-ohrringe-dark-academia-aesthetic
[52] https://www.etsy.com/de/listing/1251288727/peridot-dark-academia-asthetische
[52] https://www.etsy.com/de/listing/729128543/dark-academia-asthetischer-anhanger
[51] https://www.etsy.com/de/listing/729214039/dark-academia-black-pearl-choker-saphir

Top URLs in Tweet in G4:
[72] https://instagram.com/memingphd/
[48] https://www.ondezx.com/
[27] https://t.me/PhDGuidanceindia
[7] https://thestrugglingscientists.com/shop/
[7] https://www.tandfonline.com/doi/abs/10.1179/146531204225020445?cookieSet=1
[7] https://equityhealthj.biomedcentral.com/about/editorial-board
[5] https://thestrugglingscientists.com/tips-for-future-phd-students-part-2-finding-a-phd-spot-that-works-for-you/
[5] https://open.spotify.com/episode/5A4IBztuq9E5LIbuZh9X7k?si=0625fb15c8e642d7
[5] https://drasmajabeen.com/qualitative-re
[5] https://onlinelibrary.wiley.com/doi/10.1002/jca.21797

Top URLs in Tweet in G5:
[59] https://www.ondezx.com/
[23] https://www.tandfonline.com/doi/abs/10.1179/146531204225020445?cookieSet=1
[16] https://t.me/PhDGuidanceindia
[15] https://drasmajabeen.com/qualitative-re
[9] https://ondezx.com/
[9] https://twitter.com/westernuFHS/status/1583176959001255936
[8] https://instagram.com/memingphd/
[6] https://drasmajabeen.com/how-to-design-a-questionnaire-for-research/
[6] http://www.ondezx.com
[5] https://www.foldercase.com/

Top URLs in Tweet in G6:
[4] https://www.ondezx.com/
[3] https://www.tandfonline.com/doi/abs/10.1179/146531204225020445?cookieSet=1
[2] https://t.me/PhDGuidanceindia

Top URLs in Tweet in G7:
[308] https://instagram.com/memingphd/
[12] https://www.ondezx.com/
[7] https://t.me/PhDGuidanceindia
[2] https://onlinelibrary.wiley.com/doi/10.1002/jca.21797
[2] https://www.tandfonline.com/doi/abs/10.1179/146531204225020445?cookieSet=1
[1] http://www.ondezx.com
[1] https://twitter.com/PhD_Genie/status/1596432824181170177

Top URLs in Tweet in G8:
[6] https://twitter.com/ccanonne_/status/1595922255007035392?s=20&t=XM58y8L2iLUKMUQ7Hmj6iA

Top URLs in Tweet in G9:
[3] https://twitter.com/CLIA_Support/status/1596609661397921793
[1] https://www.tandfonline.com/doi/abs/10.1179/146531204225020445?cookieSet=1

Top URLs in Tweet in G10:
[3] https://www.timeshighereducation.com/campus/being-public-scientist-not-easy-choice
[2] https://www.timeshighereducation.com/opinion/activism-legitimate-and-necessary-form-scholarship
[2] https://www.timeshighereducation.com/campus/writing-and-presenting-reports-government-five-dos-and-five-donts
[2] https://timeshighereducation.com/campus/podcast-breaking-down-barriers-research-and-studentled-campaigns
[2] https://ronininstitute.org/overcoming-systemic-barriers-to-inclusion-in-academia-the-case-for-a-hybrid-conference-format/8582/
[1] https://twitter.com/AcademicChatter/status/1595371242101608449
[1] https://www.timeshighereducation.com/news/india-strong-position-heading-talks-publishers?spMailingID=22975361
[1] https://news.mit.edu/2022/celebrating-open-data-1118

Top Domains
Top Domains in Tweet in Entire Graph:
[1464] ondezx.com
[1131] etsy.com
[659] t.me
[497] tandfonline.com
[409] instagram.com
[293] twitter.com
[189] drasmajabeen.com
[157] wiley.com
[124] b2bfinances.com
[84] academiaemergencias.com

Top Domains in Tweet in G1:
[356] tandfonline.com
[118] drasmajabeen.com
[6] tweetedtimes.com
[1] premium-editing.com
[1] multilingual.com

Top Domains in Tweet in G2:
[1314] ondezx.com
[604] t.me
[140] wiley.com
[102] tandfonline.com
[43] drasmajabeen.com
[6] amegroups.com
[3] twitter.com
[1] intellspot.com

Top Domains in Tweet in G3:
[984] etsy.com
[68] twitter.com
[25] com.br
[17] instagram.com
[14] com.au
[10] youtube.com
[8] linkedin.com
[6] nature.com
[6] quantuminn.net
[6] praieiros.com

Top Domains in Tweet in G4:
[72] instagram.com
[55] ondezx.com
[27] t.me
[15] thestrugglingscientists.com
[8] spotify.com
[8] twitter.com
[7] tandfonline.com
[7] biomedcentral.com
[6] drasmajabeen.com
[5] wiley.com

Top Domains in Tweet in G5:
[74] ondezx.com
[23] tandfonline.com
[21] drasmajabeen.com
[16] t.me
[14] twitter.com
[8] instagram.com
[5] foldercase.com
[5] wiley.com
[5] thefemalescientist.com
[3] youtube.com

Top Domains in Tweet in G6:
[4] ondezx.com
[3] tandfonline.com
[2] t.me

Top Domains in Tweet in G7:
[308] instagram.com
[13] ondezx.com
[7] t.me
[2] wiley.com
[2] tandfonline.com
[1] twitter.com

Top Domains in Tweet in G8:
[6] twitter.com

Top Domains in Tweet in G9:
[3] twitter.com
[1] tandfonline.com

Top Domains in Tweet in G10:
[10] timeshighereducation.com
[2] ronininstitute.org
[1] twitter.com
[1] mit.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[11319] academia
[5861] academictwitter
[5282] research
[2784] phd
[2140] researcher
[1324] science
[1249] academicchatter
[1215] phdchat
[1124] etsyseller
[1121] reanimateduk



Top Hashtags in Tweet in G1:
[3157] academia
[3033] academictwitter
[2904] research
[1337] researcher
[722] phd
[601] academicchatter
[356] researchers
[336] phdchat
[296] phdlife
[123] phdtips

Top Hashtags in Tweet in G2:
[1631] academia
[1260] research
[1085] academictwitter
[464] researcher
[339] phd
[326] academicchatter
[316] phdpositions
[249] phdone
[215] phdchat
[185] researchers

Top Hashtags in Tweet in G3:
[1744] academia
[983] reanimateduk
[983] etsyseller
[745] dark
[700] aesthetic
[613] necklace
[252] bracelet
[224] choker
[178] crystal
[172] healingjewellery

Top Hashtags in Tweet in G4:
[1203] academia
[1059] phd
[962] science
[948] xp
[249] academictwitter
[165] research
[151] postdoc
[111] phdchat
[97] phdlife
[88] researcher

Top Hashtags in Tweet in G5:
[776] academia
[536] academictwitter
[500] research
[215] researcher
[206] phd
[138] phdvoice
[124] bioinformatics
[114] microbiome
[87] academicchatter
[68] phdchat

Top Hashtags in Tweet in G6:
[318] academia
[313] academictwitter
[300] scicomm
[298] medtwitter
[298] sciencetwitter
[232] science
[227] meded
[73] health
[71] meded2022
[71] surgery

Top Hashtags in Tweet in G7:
[366] academictwitter
[337] phd
[331] phdlife
[330] phdchat
[327] phdmemes
[326] phdforum
[86] academia
[72] research
[45] academicchatter
[19] researcher

Top Hashtags in Tweet in G8:
[115] academia
[113] research
[6] visa
[6] australianacademia
[5] phd
[4] phdlife
[3] still_waiting_for_visa
[3] phdvoice
[3] academictwitter
[3] visachallange

Top Hashtags in Tweet in G9:
[98] academia
[86] he
[86] phdchat
[84] grief
[78] childloss
[8] nationalgriefawarenessweek
[7] academictwitter
[5] research
[3] academicchatter
[3] academiclife

Top Hashtags in Tweet in G10:
[21] academia
[13] research
[10] academictwitter
[6] impact
[4] academicwriting
[4] highereducation
[3] policy
[3] academicchatter
[2] knowledge
[2] inclusive

Top Words
Top Words in Tweet in Entire Graph:
[12529] #academia
[6565] #research
[5915] #academictwitter
[2931] #phd
[2231] #researcher
[2056] #phdlife
[2034] #academicchatter
[1795] academia
[1790] research
[1646] phd

Top Words in Tweet in G1:
[3157] #academia
[3033] #academictwitter
[2904] #research
[1337] #researcher
[722] #phd
[694] research
[601] #academicchatter
[595] writing
[584] selecting
[584] commonly

Top Words in Tweet in G2:
[2375] #academia
[2085] #research
[1360] phd
[1314] assistance
[1314] service
[1132] #academictwitter
[1090] #phdlife
[720] write
[697] #academicchatter
[675] research

Top Words in Tweet in G3:
[1745] #academia
[1052] academia
[983] #etsyseller
[983] #reanimateduk
[970] dark
[905] co
[877] necklace
[754] aesthetic
[745] #dark
[700] #aesthetic

Top Words in Tweet in G4:
[1307] #academia
[1064] #phd
[1017] academicchatter
[962] openacademics
[962] #science
[948] #xp
[371] follow
[332] academia
[329] more
[313] fun

Top Words in Tweet in G5:
[807] #academia
[542] #research
[540] #academictwitter
[221] #researcher
[215] #phd
[175] data
[168] research
[153] #phdvoice
[124] #bioinformatics
[119] #academicchatter

Top Words in Tweet in G6:
[320] #academia
[313] #academictwitter
[300] #scicomm
[298] #medtwitter
[298] #sciencetwitter
[232] #science
[227] cell
[227] #meded
[227] works
[73] #health

Top Words in Tweet in G7:
[384] #academia
[371] #research
[366] #academictwitter
[344] #phdlife
[339] #academicchatter
[337] #phd
[333] #phdchat
[327] #phdmemes
[326] #phdforum
[308] follow

Top Words in Tweet in G8:
[115] #academia
[113] #research
[110] delays
[107] jasonclaremp
[104] experienced
[104] hoping
[104] retweet
[104] hdr
[104] elicit
[104] response

Top Words in Tweet in G9:
[98] #academia
[86] #he
[86] #phdchat
[84] #grief
[78] criminographer
[78] #childloss
[77] network
[77] child
[77] support
[76] loss

Top Words in Tweet in G10:
[21] #academia
[13] #research
[11] timeshighered
[10] #academictwitter
[6] #impact
[5] more
[5] speak
[5] being
[4] five
[4] #academicwriting

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2793] #academia,#academictwitter
[2182] #research,#academia
[1569] #academictwitter,#academia
[1464] assistance,service
[1464] phd,assistance
[1374] #research,#researcher
[1360] #academia,#research
[1357] #academictwitter,#academicchatter
[1337] #researcher,#academictwitter
[1121] #reanimateduk,#etsyseller

Top Word Pairs in Tweet in G1:
[1416] #academia,#academictwitter
[1257] #research,#academia
[1047] #academictwitter,#academia
[892] #researcher,#academictwitter
[794] #research,#researcher
[593] #research,#academictwitter
[593] #phd,#research
[587] #academictwitter,#academicchatter
[584] tests,#phd
[584] commonly,used

Top Word Pairs in Tweet in G2:
[1314] assistance,service
[1314] phd,assistance
[612] #academia,#academictwitter
[583] #academia,#research
[582] #research,#academia
[574] write,thesis
[525] #phdlife,#academia
[475] download,pdf
[472] pdf,#phdposition
[472] #phdvoice,#phdlife

Top Word Pairs in Tweet in G3:
[983] #reanimateduk,#etsyseller
[892] #etsyseller,co
[745] dark,academia
[586] academia,aesthetic
[366] crystal,healing
[238] light,academia
[222] aesthetic,necklace
[172] healing,jewellery
[147] #academia,#reanimateduk
[132] healing,bracelet

Top Word Pairs in Tweet in G4:
[957] openacademics,academicchatter
[953] #academia,#phd
[949] #phd,#science
[948] #xp,openacademics
[945] #science,#xp
[299] fun,memes
[299] more,fun
[299] follow,more
[299] academicchatter,follow
[193] yea,productive

Top Word Pairs in Tweet in G5:
[285] #academia,#academictwitter
[185] #research,#academia
[162] #research,#researcher
[117] #phdvoice,#academia
[116] #researcher,#academia
[114] #academia,#microbiome
[114] phinished,finally
[114] finally,successfully
[114] #microbiome,#bioinformatics
[114] molecular,biotechnology

Top Word Pairs in Tweet in G6:
[309] #academia,#academictwitter
[300] #scicomm,#academia
[229] #science,#scicomm
[227] cell,works
[227] works,#meded
[227] #meded,#medtwitter
[227] #medtwitter,#science
[227] #academictwitter,#sciencetwitter
[71] #medtwitter,#surgery
[71] #sciencetwitter,#scicomm

Top Word Pairs in Tweet in G7:
[333] #academictwitter,#academicchatter
[333] #academia,#research
[329] #academicchatter,#academia
[326] #phdforum,#academictwitter
[326] #phdmemes,#phdchat
[326] #phdchat,#phdforum
[326] #phdlife,#phdmemes
[326] #phd,#phdlife
[308] instagram,#phd
[293] #research,#phdvoice

Top Word Pairs in Tweet in G8:
[110] #academia,#research
[104] please,indicate
[104] delays,postdoc
[104] elicit,response
[104] jasonclaremp,#academia
[104] academics,experienced
[104] months,long
[104] government,cc
[104] spread,retweet
[104] hoping,finally

Top Word Pairs in Tweet in G9:
[84] #academia,#he
[76] academia,affected
[76] hello,twitter
[76] #phdchat,#childloss
[76] #grief,#academia
[76] #he,#phdchat
[76] postgraduates,academia
[76] staff,postgraduates
[75] support,network
[74] network,staff

Top Word Pairs in Tweet in G10:
[5] #academictwitter,#academia
[3] advice,putting
[3] know,data
[3] offers,advice
[3] ignored,feel
[3] see,findings
[3] writes,uninewengland's
[3] above,parapet
[3] comfortable,speak
[3] findings,being

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@academicchatter
@openacademics
@jasonclaremp
@phdfriendsana
@phdvoice
@relucho
@phd_genie
@academiaer1
@criminographer
@rayodvo

Top Mentioned in G1:
@drasmajabeen1
@phdfriendsana

Top Mentioned in G2:
@drasmajabeen1
@dunkindonuts
@dunkindonutsksa

Top Mentioned in G3:
@cate_papers
@scholarry_acad
@waylen_essays
@forencur
@judicaturacsj
@asa_1893
@piceell

Top Mentioned in G4:
@academicchatter
@openacademics
@drasmajabeen1
@phdspeaks
@postdocvoice
@phdfriendsana
@equityhealthj
@analorenaruano
@phdvoice
@phd_genie

Top Mentioned in G5:
@phdvoice
@phdfriendsana
@phd_genie
@openacademics
@academicchatter
@researchgate
@webmd
@sciencecommuni2
@apbionetorg
@leedsunihistory

Top Mentioned in G6:
@openacademics
@academicchatter

Top Mentioned in G7:
@academicchatter
@phdfriendsana
@misbantu

Top Mentioned in G8:
@jasonclaremp
@postdocjobsaus
@mscott
@dremmaljohnston
@clareoneilmp
@ausgov
@thomsonvicki
@groupofeight
@openacademics
@academicchatter

Top Mentioned in G9:
@criminographer
@thomasjkehoe1
@lawatkeele
@keeleuniversity
@darrenbowes3
@clia_support

Top Mentioned in G10:
@timeshighered
@uninewengland
@gritimupf
@nareshrpandit
@uniofeastanglia
@sarakcuster
@mirandaprynne
@drannawalas
@drwilldonald
@johanrooryck

Top Tweeters
Top Tweeters in Entire Graph:
@o_fabriciosouza
@ricklondon
@pollsstar
@dataaugmented
@education_24x7
@gswsyndicate
@godfrey_g_
@tzdiscovery
@thepixeldevs
@savetonotion

Top Tweeters in G1:
@olukayblark
@prison_health
@cchukudebelu
@tripdarlyn
@joeasali
@hragy
@bibzycarter
@_afrikanprince_
@josraf
@jacer003

Top Tweeters in G2:
@alvaromunoz
@2wenty
@catsandkatzen
@nisaliulu
@cosnerkathy
@thartman2u
@carloseb3
@candice_chirwa
@dunkindonuts
@markedeschaine

Top Tweeters in G3:
@jessicaj1007
@roccodallas
@aymanfadel
@tokenjay
@mpburmeister
@onijoseph
@connectgujarat
@elnacionalrd
@dorothybeach
@jais_george

Top Tweeters in G4:
@mydefyg
@patdeton
@academicchatter
@thebossgent
@erosrose0604
@tairothebeast
@chabis_ch
@earnylearn
@rocko_basilisk
@kpopmx9

Top Tweeters in G5:
@unclebeeola
@harsiwarju
@oladapoyusuf
@b0tsci
@seqcomplete
@layo_og
@robinhadley1
@patt2boeun
@sarang_suh
@in_stemm

Top Tweeters in G6:
@vicentepugliaar
@notisalud
@ppoheisenberg
@elchiche
@findingfirn
@apagandome
@dahri85waqar
@eslfove
@ammarbenbekhma
@russiantm

Top Tweeters in G7:
@inatchan
@tatakaimashou
@lictuslictus
@ssssnnnn1012
@muamarmusa
@andreharris89
@juliofdrezende
@thetessyw
@adoptadapuntcat
@peggybe_oonujut

Top Tweeters in G8:
@ndyagif
@dremmaljohnston
@crowleygroup
@mscott
@bloodydiedbride
@ajinkyarl
@ccanonne_
@astropjs
@narblocbs
@vennilavt

Top Tweeters in G9:
@drpetra
@katesang
@evanteijlingen
@maritahennessy
@lucygobag
@marciofossari
@parkendlydia
@kirsty_csk
@aislinglady
@earlymodatlancs

Top Tweeters in G10:
@japantimes
@timeshighered
@evomri
@riveramichael
@uniofeastanglia
@mygwork
@tanomi_kun
@asianscientist
@carmengeha
@natureecoevo


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