netnography, Twitter, 4/4/2023 9:40:20 AM, 291853


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netnography Twitter NodeXL SNA Map and Report for Tuesday, 04 April 2023 at 09:21 UTC
netnography Twitter NodeXL SNA Map and Report for Tuesday, 04 April 2023 at 09:21 UTC
From:
NodeXLAcademy
Uploaded on:
April 04, 2023
Short Description:
netnography via NodeXL https://bit.ly/3K5b4YR
@kozinets
@alexfenton
@netnocon
@cristinavas
@was3210
@salforduni
@yorks_bunny
@jmm_news
@dai_sc
@profyelizprior

Top hashtags:
#netnocon23
#netnography
#socialmedia
#phdchat
#conference
#nodexl
#netnocon2023
#apps

Description:
Description
The graph represents a network of 221 Twitter users whose recent tweets contained "netnography", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 01/01/2023 00:00:00 and 01/04/2023 00:00:00. The network was obtained from Twitter on Tuesday, 04 April 2023 at 09:22 UTC.

The tweets in the network were tweeted over the 2415-day, 13-hour, 32-minute period from Friday, 19 August 2016 at 00:33 UTC to Friday, 31 March 2023 at 14:05 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 221
Unique Edges : 243
Edges With Duplicates : 539
Total Edges : 782
Number of Edge Types : 8
Mentions : 62
Retweet : 186
MentionsInRetweet : 290
Tweet : 68
MentionsInReplyTo : 124
Replies to : 31
Quote : 13
MentionsInQuote : 8
Self-Loops : 101
Reciprocated Vertex Pair Ratio : 0.0922619047619048
Reciprocated Edge Ratio : 0.168937329700272
Connected Components : 47
Single-Vertex Connected Components : 25
Maximum Vertices in a Connected Component : 125
Maximum Edges in a Connected Component : 635
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.613669
Graph Density : 0.00754833401892225
Modularity : 0.338927
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 221 Twitter users whose recent tweets contained "netnography", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 01/01/2023 00:00:00 and 01/04/2023 00:00:00. The network was obtained from Twitter on Tuesday, 04 April 2023 at 09:22 UTC.

The tweets in the network were tweeted over the 2415-day, 13-hour, 32-minute period from Friday, 19 August 2016 at 00:33 UTC to Friday, 31 March 2023 at 14:05 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : netnography
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:
[11] https://netnocon.org/
[8] https://feed.martech.zone/link/8998/15911439/what-is-netnography?utm_source=dlvr.it&utm_medium=twitter
[4] https://martech.zone/what-is-netnography/
[4] https://twitter.com/teoburnar/status/1632052097490223104/photo/1
[3] https://www.sciencedirect.com/science/article/pii/S0040162523001051
[3] https://twitter.com/alexfenton/status/1622890911897116673
[3] https://martech.zone/what-is-netnography/?utm_medium=feed&utm_source=twitter.com&utm_campaign=Feed%3A+martech
[3] https://documentsdelivered.com/source/000/001/000001522/2014/005621865.php?utm_source=dlvr.it&utm_medium=twitter
[3] https://netnocon.org/conference-scholarships/
[3] https://netnocon23-preview.eventbrite.co.uk/

Top URLs in Tweet in G1:
[2] https://netnocon.org/
[2] https://netnocon.org/conference-scholarships/
[1] https://twitter.com/TwitterDev/status/1621026986784337922
[1] http://Netnocon.org
[1] https://journals.sagepub.com/home/qrj
[1] https://netnocon.org/paper-submission/
[1] https://twitter.com/Kozinets/status/1614842412635127808/photo/1
[1] https://twitter.com/Kozinets/status/1627733537494568960/photo/1
[1] https://hicss.hawaii.edu/tracks-57/digital-and-social-media/#applying-netnographic-research-in-the-system-sciences-context-insights-illustrations-and-intersections-minitrack
[1] https://netnocon23-preview.eventbrite.co.uk/

Top URLs in Tweet in G2:
[3] https://martech.zone/what-is-netnography/
[2] https://martech.zone/what-is-netnography/?utm_medium=feed&utm_source=twitter.com&utm_campaign=Feed%3A+martech
[2] https://www.amazon.com/dp/B07QDSGV9C
[2] https://www.tekedia.com/netnography-what-i-discovered-after-observing-ranthq-for-7-days/
[1] https://twitter.com/Consulting_BBC/status/1616536557480968192/photo/1
[1] https://twitter.com/highbridge_indy/status/1615766844157165568/photo/1
[1] https://pubmed.ncbi.nlm.nih.gov/36816867/?utm_source=Feedreader&utm_medium=rss&utm_campaign=None&utm_content=1bo4uOs-bB_YLOe3NJHuYfXrvRjTi1SRqXCc_fYDmg-cA759RW&fc=None&ff=20230223142047&v=2.17.9.post6+86293ac
[1] https://www.sciencedirect.com/science/article/pii/S0040162523001051
[1] https://perfectmyessay.com/you-are-required-to-conduct-your-own-netnography-research-by-collecting-and-analysing-secondary-data-ra153966820/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://feed.martech.zone/link/8998/15911439/what-is-netnography?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[2] https://twitter.com/alexfenton/status/1622890911897116673
[1] https://netnocon.org/conference-scholarships/
[1] https://twitter.com/alexfenton/status/1622890911897116673/photo/1
[1] https://app.oxfordabstracts.com/stages/4889/su
[1] https://shop.salford.ac.uk/conferences-an
[1] https://twitter.com/alexfenton/status/1613598704652505088/photo/1
[1] https://www.eventbrite.co.uk/e/netnocon-2023-online-preview-event-tickets-518555081207
[1] https://twitter.com/alexfenton/status/1616047285443477504/photo/1
[1] https://www.netnocon.org/
[1] https://twitter.com/Kozinets/status/1601370759745933312

Top URLs in Tweet in G4:
[5] https://netnocon.org/
[2] https://netnocon23-preview.eventbrite.co.uk/
[2] https://netnocon.org
[2] https://www.eventbrite.co.uk/e/netnocon-2023-online-preview-event-tickets-518555081207?aff=eand
[1] https://twitter.com/netnocon/status/1630140543169712129/video/1
[1] https://twitter.com/netnocon/status/1631911172881408003/video/1
[1] https://twitter.com/netnocon/status/1592948993595695107/photo/1
[1] https://netnocon.org/netnography-conference-scholarships/
[1] https://netnocon.org/paper-submissi
[1] https://twitter.com/netnocon/status/1630489324746600449/photo/1

Top URLs in Tweet in G5:
[1] https://netnocon.org/
[1] https://twitter.com/ProfYelizPrior/status/1624024004867633153/photo/1
[1] https://twitter.com/alexfenton/status/1622890911897116673

Top URLs in Tweet in G6:
[1] https://netnocon.org/
[1] https://twitter.com/NodeXLAcademy/status/1631339688878395394/photo/1
[1] https://twitter.com/Eli_Krumova/status/1554820700325683200/photo/1
[1] https://twitter.com/NodeXLAcademy/status/1554085489564700673
[1] https://www.pewresearch.org/internet/2014/02/20/mapping-twitter-topic-networks-from-polarized-crowds-to-community-clusters/

Top URLs in Tweet in G7:
[4] https://twitter.com/teoburnar/status/1632052097490223104/photo/1

Top URLs in Tweet in G8:
[7] https://feed.martech.zone/link/8998/15911439/what-is-netnography?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G10:
[1] https://twitter.com/teoriantropolog/status/1613715464206655489/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[57] twitter.com
[25] netnocon.org
[17] martech.zone
[8] co.uk
[5] sagepub.com
[4] medium.com
[3] sciencedirect.com
[3] amazon.com
[3] documentsdelivered.com
[3] oxfordabstracts.com

Top Domains in Tweet in G1:
[8] twitter.com
[7] netnocon.org
[1] sagepub.com
[1] hawaii.edu
[1] co.uk
[1] oxfordabstracts.com
[1] ac.uk
[1] linkedin.com
[1] google.com

Top Domains in Tweet in G2:
[7] martech.zone
[5] twitter.com
[2] amazon.com
[2] tekedia.com
[1] nih.gov
[1] sciencedirect.com
[1] perfectmyessay.com
[1] tengocenter.com
[1] spotify.com
[1] mdpi.com

Top Domains in Tweet in G3:
[9] twitter.com
[2] netnocon.org
[1] oxfordabstracts.com
[1] ac.uk
[1] co.uk

Top Domains in Tweet in G4:
[14] twitter.com
[12] netnocon.org
[6] co.uk
[1] amazon.com
[1] oxfordabstracts.com
[1] ac.uk

Top Domains in Tweet in G5:
[2] twitter.com
[1] netnocon.org

Top Domains in Tweet in G6:
[3] twitter.com
[1] netnocon.org
[1] pewresearch.org

Top Domains in Tweet in G7:
[4] twitter.com

Top Domains in Tweet in G8:
[7] martech.zone

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[72] netnocon23
[57] netnography
[13] socialmedia
[13] phdchat
[9] conference
[8] nodexl
[6] netnocon2023
[5] apps
[5] immersivetech
[4] martech



Top Hashtags in Tweet in G1:
[12] netnography
[3] digitalreligion
[2] netnocon2023
[1] hicss
[1] qualitativeresearch
[1] socialmediaresearch
[1] conference
[1] netnocon23
[1] research
[1] researcher

Top Hashtags in Tweet in G2:
[3] netnography
[2] martech
[1] marketing
[1] scmmarketing
[1] el281
[1] nlp
[1] analytics
[1] googleads
[1] facebookads
[1] anthropology

Top Hashtags in Tweet in G3:
[23] netnocon23
[17] netnography
[7] conference
[2] socialmedia
[2] netnocon2023
[2] conferences
[1] phdchat
[1] phd
[1] research
[1] nodexl

Top Hashtags in Tweet in G4:
[43] netnocon23
[11] netnography
[7] phdchat
[6] socialmedia
[2] apps
[2] immersivetech
[2] academictwitter
[2] netnocon2023
[1] nodexl

Top Hashtags in Tweet in G5:
[2] socialmedia
[2] apps
[2] immersivetech
[2] netnography
[1] conference
[1] netnocon23

Top Hashtags in Tweet in G6:
[6] nodexl
[5] phdchat
[4] netnocon23
[3] socialmedia
[3] online
[3] communities
[3] twitter
[2] netnography
[2] ethnography
[2] engl674mu

Top Hashtags in Tweet in G7:
[2] phd
[1] phdthesis
[1] myths
[1] heroes
[1] athletes
[1] romania
[1] culturalstudies
[1] sporthistory
[1] sportshistory
[1] sociologyofsport

Top Hashtags in Tweet in G8:
[7] netnography

Top Words
Top Words in Tweet in Entire Graph:
[211] netnography
[115] conference
[87] kozinets
[72] netnocon
[72] #netnocon23
[57] #netnography
[46] research
[44] international
[44] event
[39] deadline

Top Words in Tweet in G1:
[48] netnography
[38] kozinets
[22] conference
[17] ph
[16] research
[16] netnocon
[15] please
[13] using
[13] deadline
[13] students

Top Words in Tweet in G2:
[19] netnography
[7] marketing
[6] used
[6] sales
[6] research
[6] being
[3] yang
[3] social
[3] ม
[3] ก

Top Words in Tweet in G3:
[24] netnography
[23] #netnocon23
[19] netnocon
[18] conference
[17] #netnography
[14] phd
[14] kozinets
[12] deadline
[12] international
[11] first

Top Words in Tweet in G4:
[59] netnography
[59] conference
[43] #netnocon23
[35] netnocon
[28] event
[23] international
[22] mediacityuk
[21] was3210
[20] questions
[19] kozinets

Top Words in Tweet in G5:
[6] inaugural
[6] international
[6] netnography
[6] cristinavas
[5] exciting
[4] salforduni
[4] phd
[4] conference
[4] opportunity
[4] students

Top Words in Tweet in G6:
[18] netnography
[15] kozinets
[11] yorks_bunny
[11] top
[10] anthropologybot
[10] academicchatter
[10] nodexlacademy
[10] alexfenton
[6] #nodexl
[6] analysed

Top Words in Tweet in G7:
[2] #phd

Top Words in Tweet in G8:
[7] marketing
[7] #netnography
[7] used
[7] sales
[7] being
[6] pretectum

Top Words in Tweet in G9:
[4] etnografía
[3] cscolari
[3] pinkydigital
[3] alcamelu
[3] irma_vh
[2] xq
[2] unampaya
[2] consenso
[2] aproximaciones
[2] red

Top Words in Tweet in G10:
[5] aplicación
[5] internet
[5] libro
[5] comunicación
[5] netnography
[5] applied
[5] explora
[5] phronesis
[5] tecnología
[4] teoriantropolog

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[70] netnography,conference
[29] international,netnography
[24] social,media
[22] world's,first
[22] first,netnography
[22] conference,#netnocon23
[22] 26,28
[19] #netnocon23,26
[19] july,mediacityuk
[18] 28,july

Top Word Pairs in Tweet in G1:
[15] netnography,conference
[12] students,using
[12] ph,students
[12] scholarship,applications
[10] kozinets,ph
[9] qualitative,research
[9] big,netnography
[8] journal,agreed
[8] research,multidisciplinary
[8] peer,reviewed

Top Word Pairs in Tweet in G2:
[6] sales,marketing
[6] being,used
[6] netnography,being
[6] used,sales
[2] conduct,netnography
[2] netnography,approach
[2] 19,telemedicine
[2] social,media
[2] media,research
[2] netnography,essential

Top Word Pairs in Tweet in G3:
[10] netnography,conference
[9] phd,scholarships
[7] international,#netnography
[7] social,media
[6] scholarships,available
[6] #conference,deadline
[6] #netnography,#conference
[6] available,attend
[6] first,international
[6] attend,#netnocon23

Top Word Pairs in Tweet in G4:
[32] netnography,conference
[18] international,netnography
[17] conference,#netnocon23
[14] july,mediacityuk
[14] 26,28
[13] informal,free
[13] conference,alert
[13] introduce,take
[13] #netnocon23,26
[13] take,questions

Top Word Pairs in Tweet in G5:
[6] inaugural,international
[4] salforduni,inaugural
[4] join,salforduni
[4] phd,students
[4] opportunity,phd
[4] netnography,conference
[4] international,netnography
[4] exciting,opportunity
[4] students,join
[3] cristinavas,exciting

Top Word Pairs in Tweet in G6:
[10] anthropologybot,alexfenton
[10] academicchatter,yorks_bunny
[10] kozinets,anthropologybot
[10] alexfenton,academicchatter
[6] #nodexl,top
[6] analysed,#nodexl
[6] users,kozinets
[6] netnography,analysed
[6] top,users
[5] nodexlacademy,netnography

Top Word Pairs in Tweet in G8:
[7] #netnography,being
[7] sales,marketing
[7] used,sales
[7] being,used
[6] pretectum,#netnography

Top Word Pairs in Tweet in G9:
[3] alcamelu,cscolari
[3] pinkydigital,irma_vh
[3] cscolari,pinkydigital
[2] aproximaciones,xq
[2] xq,consenso
[2] consenso,ethnography
[2] diversas,aproximaciones
[2] etnografía,digital
[2] unampaya,alcamelu
[2] irma_vh,diversas

Top Word Pairs in Tweet in G10:
[5] libro,explora
[5] applied,phronesis
[5] internet,aplicación
[5] aplicación,netnography
[5] phronesis,tecnología
[5] tecnología,comunicación
[5] explora,applied
[5] comunicación,internet
[4] teoriantropolog,libro
[4] netnography,presentán

Top Replied-To
Top Replied-To in Entire Graph:
@alexfenton
@nodexlacademy
@_ashwxn
@hillarymusarurw
@chofamba
@lenterabangsaa_
@cristinavas
@mrsmunnelly
@milenakley
@harrietlowesb

Top Replied-To in G1:
@nodexl_mktng
@kozinets

Top Replied-To in G3:
@alexfenton
@adinadudau
@kimamomaxwell
@netnocon

Top Replied-To in G4:
@vinax1260

Top Replied-To in G5:
@mrsmunnelly
@cristinavas

Top Replied-To in G6:
@nodexlacademy
@harrietlowesb
@yorks_bunny

Top Replied-To in G9:
@unampaya
@alcamelu

Top Mentioned
Top Mentioned in Entire Graph:
@kozinets
@netnocon
@was3210
@salforduni
@alexfenton
@cristinavas
@anthropologybot
@academicchatter
@yorks_bunny
@nodexlacademy

Top Mentioned in G1:
@kozinets
@recoviraproject
@netnocon
@alexfenton
@annemauritsen
@nodexlacademy
@anthropologybot
@academicchatter
@yorks_bunny
@fanyaang

Top Mentioned in G3:
@kozinets
@netnocon
@was3210
@alexfenton
@cristinavas
@salforduni
@mediacityuk
@magdamraza
@jmm_news
@andymiah

Top Mentioned in G4:
@netnocon
@was3210
@kozinets
@salforduni
@mediacityuk
@magdamraza
@alexfenton
@profyelizprior
@christinavas

Top Mentioned in G5:
@cristinavas
@salforduni
@salforduninews
@sage_publishing
@egillaspy
@neilwithnell
@uos_healthsoc
@heaslip_vanessa
@mbeah_bankas
@uosmediacity

Top Mentioned in G6:
@kozinets
@alexfenton
@anthropologybot
@academicchatter
@yorks_bunny
@nodexlacademy
@fanyaang
@raulpacheco
@cristinavas

Top Mentioned in G7:
@simona_halep
@unibuc
@istorieub
@pompiliuctin
@simoreactions
@popalorena
@lumipaul
@thephdplace

Top Mentioned in G8:
@pretectum

Top Mentioned in G9:
@cscolari
@pinkydigital
@irma_vh
@alcamelu
@cecidelgadom
@unampaya

Top Mentioned in G10:
@teoriantropolog

Top Tweeters
Top Tweeters in Entire Graph:
@life_sciences_
@jimmyroybloom
@cnnindonesia
@raulpacheco
@angryyoungman55
@academicchatter
@domycustomessay
@eli_krumova
@docsdel
@teoriantropolog

Top Tweeters in G1:
@jimmyroybloom
@belicosa555
@vtlatt_
@robertviseur
@baseditors
@drgiesler
@paulac0359
@frnnr
@anderson_ethics
@partoutprof

Top Tweeters in G2:
@angryyoungman55
@domycustomessay
@datos_digital
@5tacos
@martech_zone
@digitalsapience
@zaidsunny61
@ureadwhatisaid
@pagac32uxn
@paulwilshaw

Top Tweeters in G3:
@premierleague
@axios
@nbcsportssoccer
@arsenal
@manutd
@peacock
@davidjarratt1
@theprofmaz
@andymiah
@alexfenton

Top Tweeters in G4:
@adriaramaral
@monrodriguez
@augustaquarius
@salforduni
@adriasolutions
@mediacityuk
@umur_tugay
@was3210
@salfordpgrs
@amc_83

Top Tweeters in G5:
@neilwithnell
@margaretroweuos
@sage_publishing
@alexmutethiam
@uos_healthsoc
@profyelizprior
@salforduninews
@cristinavas
@karenstansfiel3
@healthinnovmcr

Top Tweeters in G6:
@raulpacheco
@academicchatter
@eli_krumova
@smm_news_feed
@sputniksteve
@this0499154500
@yorks_bunny
@marc_smith
@dianatremayne
@nodexl

Top Tweeters in G7:
@popalorena
@thephdplace
@teoburnar
@unibuc
@simoreactions
@istorieub
@pompiliuctin
@lumipaul
@simona_halep

Top Tweeters in G8:
@ulilokshin
@hear_our_roar
@presstorun
@dataqualityking
@pretectum
@builderbatch

Top Tweeters in G9:
@cscolari
@irma_vh
@cecidelgadom
@unampaya
@alcamelu
@pinkydigital

Top Tweeters in G10:
@teoriantropolog
@idcaranco
@cena_de_crime
@mojicajuanc
@maurici93139135


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