gephi, Twitter, 5/5/2020 3:17:31 AM, 226151


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gephi_2020-05-04_18-28-51.xlsx
gephi_2020-05-04_18-28-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 05, 2020
Short Description:
gephi via NodeXL https://bit.ly/3flKVVq
@gephi
@mihkal
@ifeanyidiaye
@alxrogan
@slugbait
@g_sylvestre
@bendobrown
@rstatstweet
@barripdmx
@congosto

Top hashtags:
#gephi
#stopcovid
#rstats
#nodexl
#dataviz
#datascience
#covid19
#coronavirus
#photography
#sna

Description:
Description
The graph represents a network of 469 Twitter users whose tweets in the requested range contained "gephi", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 05 May 2020 at 01:28 UTC.

The requested start date was Tuesday, 05 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 17-hour, 53-minute period from Tuesday, 21 April 2020 at 00:27 UTC to Monday, 04 May 2020 at 18:20 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 : 469
Unique Edges : 528
Edges With Duplicates : 441
Total Edges : 969
Number of Edge Types : 5
Retweet : 124
MentionsInRetweet : 230
Replies to : 107
Tweet : 46
Mentions : 462
Self-Loops : 47
Reciprocated Vertex Pair Ratio : 0.0565149136577708
Reciprocated Edge Ratio : 0.106983655274889
Connected Components : 65
Single-Vertex Connected Components : 14
Maximum Vertices in a Connected Component : 303
Maximum Edges in a Connected Component : 775
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.759227
Graph Density : 0.00306617097661874
Modularity : 0.58553
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 469 Twitter users whose tweets in the requested range contained "gephi", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 05 May 2020 at 01:28 UTC.

The requested start date was Tuesday, 05 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 17-hour, 53-minute period from Tuesday, 21 April 2020 at 00:27 UTC to Monday, 04 May 2020 at 18:20 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 : gephi
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:
[9] https://gephi.org/
[8] https://fotografie2014.wordpress.com/twitter/
[6] https://www.tomrenner.com/blog/2020-04-20/twitter-network-graphing-with-gephi-
[5] https://lejournal.cnrs.fr/articles/visualiser-la-recherche-sur-le-coronavirus-en-un-coup-doeil
[4] http://gams.uni-graz.at/context:dispecs
[4] https://www.talkwalker.com/blog/data-visualization-tools?utm_medium=social&utm_source=twitter.com&utm_term=EN&utm_content=blog&utm_campaign=data-visualization-tools&hootPostID=9af9736908317a08f633ade78fdfafdd
[3] http://gephi.org
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=225294
[2] https://youtu.be/nTZZEHDkqNg?utm_content=buffer06797&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://retuiteando.com/analizamos-el-hashtag-ayusodimision-en-twitter/

Top URLs in Tweet in G1:
[6] https://www.tomrenner.com/blog/2020-04-20/twitter-network-graphing-with-gephi-
[2] https://gephi.wordpress.com/2019/02/02/exploring-the-dystopian-future-of-a-javascript-gephi/
[1] https://docs.google.com/document/d/18rcItxpQuwdJquuEkZEHstCP41iJVsfCttqkwcC7B5w/edit?usp=drivesdk
[1] https://www.youtube.com/watch?v=9l9_SOGYyU8&feature=youtu.be

[1] https://www.linkedin.com/slink?code=gq2Wi7t
[1] https://cartorezo.wordpress.com/2020/04/27/polemique-stopcovid-sur-twitter-un-debat-dexperts-ou-les-politiques-narrivent-pas-a-convaincre/
[1] https://www.numerama.com/politique/617303-coronavirus-pourquoi-lapplication-stopcovid-risque-de-ne-servir-a-rien.html
[1] https://gephi.wordpress.com/2008/09/29/euro-sis-map/
[1] https://t.co/RvPJmPGEpm
[1] https://arxiv.org/pdf/cs/0504107.pdf

Top URLs in Tweet in G2:
[1] https://drive.google.com/file/d/1PvtdM7HUK_zESzYtRE4fU6jTWVemvsZA/view?usp=sharing
[1] https://drive.google.com/file/d/1kPlEQ2yvGsUj9-FxwQ2y6cencbABMXT1/view?usp=sharing
[1] https://drive.google.com/file/d/1hnMwPRcpu2cW7IYdLzHh-W-C1dr1V5TD/view?usp=sharing
[1] https://drive.google.com/file/d/1xbG4p3rAAyHNV8nBnNbZnDDrONnVrmG2/view?usp=sharing
[1] https://drive.google.com/file/d/1JD1VtxH0wa81BvpJ01kPlkO_95d7lAeh/view?usp=sharing
[1] https://drive.google.com/file/d/1Cnq9UC70uInGq5-xOtCmLnjkeNC0mt-w/view?usp=sharing
[1] https://www.linkedin.com/pulse/analyzing-twitter-lists-nodexl-ms-power-bi-gephi-mika-laiti/
[1] https://twitter.com/mihkal/status/1245733283759116288
[1] https://youtu.be/KHZLzugSYcE?t=1207
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224696

Top URLs in Tweet in G4:
[4] https://www.talkwalker.com/blog/data-visualization-tools?utm_medium=social&utm_source=twitter.com&utm_term=EN&utm_content=blog&utm_campaign=data-visualization-tools&hootPostID=9af9736908317a08f633ade78fdfafdd
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=225294
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=225880
[1] https://sites.google.com/g.clemson.edu/vizlab/information-visualization-with-gephi

Top URLs in Tweet in G5:
[1] https://gephi.org
[1] https://socnetv.org
[1] https://www.figma.com

Top URLs in Tweet in G6:
[1] https://twitter.com/BenDoBrown/status/1168897466810454016?s=20
[1] https://twitter.com/BenDoBrown/status/1255547411201691651

Top URLs in Tweet in G7:
[5] https://lejournal.cnrs.fr/articles/visualiser-la-recherche-sur-le-coronavirus-en-un-coup-doeil

Top URLs in Tweet in G8:
[1] http://hdlab.stanford.edu/palladio/
[1] https://gephi.org/

Top URLs in Tweet in G9:
[1] https://dreampuf.github.io/GraphvizOnline/
[1] https://ars-uns.blogspot.com/2016/05/una-genial-introduccion-y-tutorial-al.html?spref=tw
[1] https://twitter.com/odiloncaldeira/status/1255591851236696065
[1] https://www.youtube.com/watch?v=WPDEcnUYkT4&feature=youtu.be

[1] https://www.linkedin.com/pulse/how-build-awesome-visualizations-actionable-insights-helping-pillai
[1] https://www.linkedin.com/pulse/behavioral-risk-factor-analysis-5-chronic-diseases-its-reju-pillai

Top Domains
Top Domains in Tweet in Entire Graph:
[14] gephi.org
[13] wordpress.com
[9] twitter.com
[8] google.com
[7] youtube.com
[6] tomrenner.com
[5] cnrs.fr
[4] nodexlgraphgallery.org
[4] linkedin.com
[4] uni-graz.at

Top Domains in Tweet in G1:
[6] tomrenner.com
[4] wordpress.com
[1] google.com
[1] youtube.com
[1] linkedin.com
[1] numerama.com
[1] t.co
[1] arxiv.org

Top Domains in Tweet in G2:
[6] google.com
[1] linkedin.com
[1] twitter.com
[1] youtu.be
[1] nodexlgraphgallery.org

Top Domains in Tweet in G4:
[4] talkwalker.com
[3] nodexlgraphgallery.org
[1] google.com

Top Domains in Tweet in G5:
[1] gephi.org
[1] socnetv.org
[1] figma.com

Top Domains in Tweet in G6:
[2] twitter.com

Top Domains in Tweet in G7:
[5] cnrs.fr

Top Domains in Tweet in G8:
[1] stanford.edu
[1] gephi.org

Top Domains in Tweet in G9:
[2] linkedin.com
[1] github.io
[1] blogspot.com
[1] twitter.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[34] gephi
[21] stopcovid
[16] rstats
[15] nodexl
[11] dataviz
[9] datascience
[8] covid19
[7] coronavirus
[7] photography
[7] sna



Top Hashtags in Tweet in G1:
[21] stopcovid
[4] dataviz
[3] hashtag
[2] fosdem2019
[1] gephi
[1] privacy
[1] frenchtech
[1] tracking
[1] rgpd
[1] smartcity

Top Hashtags in Tweet in G2:
[5] digitalmarketing
[5] contentmarketing
[3] twitter
[3] renewables
[2] socialnetworkanalysis
[1] siksitiede
[1] bigdata
[1] rstats
[1] passion4digital

Top Hashtags in Tweet in G4:
[6] dataviz
[5] nodexl
[3] rstats
[3] coronavirus
[2] photography
[2] corona
[2] gephi
[1] netzstreikfürsklima
[1] fighteverycrisis
[1] fridaysforfuture

Top Hashtags in Tweet in G5:
[1] euvsvirus

Top Hashtags in Tweet in G6:
[1] tcat
[1] gephi

Top Hashtags in Tweet in G7:
[5] covid19
[5] sna
[5] gephi
[5] gargantext
[1] stopthencdcbill
[1] rstat
[1] lockdown

Top Hashtags in Tweet in G9:
[4] gephi
[3] bcom4933_sp2020
[1] dayofdh2020
[1] donewithit
[1] contacttracing
[1] covid19
[1] coronavirus
[1] datascience
[1] datavisualization
[1] algorithms

Top Hashtags in Tweet in G10:
[2] bibliometrix
[2] vosviewer
[1] igraph

Top Words
Top Words in Tweet in Entire Graph:
[111] Words in Sentiment List#1: Positive
[28] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[7006] Non-categorized Words
[7145] Total Words
[221] gephi
[80] network
[57] analysis
[48] tweets
[48] social

Top Words in Tweet in G1:
[50] gephi
[27] twitter
[27] g_sylvestre
[22] politiques
[21] #stopcovid
[21] experts
[21] arrivent
[20] débat
[20] où
[20] convaincre

Top Words in Tweet in G2:
[23] gephi
[17] nodexl
[9] aleksejheinze
[7] alexfenton
[6] mihkal
[6] thank
[6] thebodycoach
[6] salforduni
[6] salfordbizsch
[6] dbcentresalford

Top Words in Tweet in G3:
[2] rmellendick
[2] dntlookbehindu
[2] sec_shell
[2] gillis57
[2] knarphie
[2] nousie
[2] yesitskathleen
[2] eanmeyer
[2] unregistered436
[2] tactifail

Top Words in Tweet in G4:
[14] network
[13] gephi
[13] visualizing
[10] social
[9] analysis
[9] tweets
[8] allhoff_joachim
[8] twitterresearchproject
[8] shows
[8] studies

Top Words in Tweet in G5:
[8] gephi
[5] ba_moritz
[4] neo4j
[4] man
[2] échanges
[2] par
[2] geo_gavalda
[2] yugnaat
[2] journalistessol
[2] euvsvirus

Top Words in Tweet in G6:
[13] bendobrown
[12] twitter
[11] data
[9] captured
[8] gephi
[7] first
[7] those
[7] looking
[7] over
[7] 48hr

Top Words in Tweet in G7:
[5] cartographie
[5] #covid19
[5] #sna
[5] #gephi
[5] #gargantext
[4] luiy
[4] layout
[3] analysis
[3] gephi
[3] graph

Top Words in Tweet in G8:
[5] gephi
[3] haztravrcc
[2] maxopedersen
[2] pettulda
[2] sesamescholar
[2] poulsenbo
[2] johanheinsen
[2] jellevanlottum
[2] adivea
[2] vojtechkase

Top Words in Tweet in G9:
[13] gephi
[4] #gephi
[3] nodes
[3] #bcom4933_sp2020
[2] make
[2] use
[2] one
[2] same
[2] time
[2] trends

Top Words in Tweet in G10:
[3] conocimiento
[3] colombia
[3] scopus
[3] rstudio
[3] gephi
[3] urinvestigacion
[2] jcortesanchez
[2] diferencias
[2] estructuras
[2] admon

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[47] network,analysis
[45] social,network
[32] twitterresearchproject,social
[32] analysis,tweets
[24] allhoff_joachim,twitterresearchproject
[20] #stopcovid,twitter
[20] twitter,débat
[20] débat,experts
[20] experts,où
[20] où,politiques

Top Word Pairs in Tweet in G1:
[20] #stopcovid,twitter
[20] twitter,débat
[20] débat,experts
[20] experts,où
[20] où,politiques
[20] politiques,arrivent
[20] arrivent,convaincre
[19] cartographie,communautés
[19] communautés,#stopcovid
[18] g_sylvestre,cartographie

Top Word Pairs in Tweet in G2:
[12] nodexl,gephi
[6] salforduni,salfordbizsch
[6] salfordbizsch,dbcentresalford
[5] gephi,visual
[5] thank,alexfenton
[5] alexfenton,sharing
[5] sharing,advice
[5] advice,nodexl
[5] gephi,#digitalmarketing
[5] #digitalmarketing,#contentmarketing

Top Word Pairs in Tweet in G3:
[2] rmellendick,dntlookbehindu
[2] dntlookbehindu,sec_shell
[2] sec_shell,gillis57
[2] gillis57,knarphie
[2] knarphie,nousie
[2] nousie,yesitskathleen
[2] yesitskathleen,eanmeyer
[2] eanmeyer,unregistered436
[2] unregistered436,tactifail
[2] tactifail,jaimeborchert

Top Word Pairs in Tweet in G4:
[10] social,network
[9] network,analysis
[8] allhoff_joachim,twitterresearchproject
[8] twitterresearchproject,social
[8] analysis,tweets
[8] studies,show
[8] show,65
[8] 65,written
[8] written,content
[8] content,better

Top Word Pairs in Tweet in G5:
[2] geo_gavalda,yugnaat
[2] yugnaat,journalistessol
[2] journalistessol,euvsvirus
[2] gephi,neo4j

Top Word Pairs in Tweet in G6:
[7] first,those
[7] those,looking
[7] looking,captured
[7] captured,data
[7] data,twitter
[7] twitter,over
[7] over,48hr
[7] 48hr,period
[6] bendobrown,first
[3] dots,nodes

Top Word Pairs in Tweet in G7:
[5] cartographie,#covid19
[5] #covid19,#sna
[5] #sna,#gephi
[5] #gephi,#gargantext
[4] luiy,cartographie
[2] top,influencers
[2] more,unexpected
[2] unexpected,accidental
[2] accidental,visuals
[2] visuals,obtained

Top Word Pairs in Tweet in G8:
[2] maxopedersen,pettulda
[2] pettulda,sesamescholar
[2] sesamescholar,poulsenbo
[2] johanheinsen,jellevanlottum
[2] jellevanlottum,adivea
[2] adivea,vojtechkase
[2] vojtechkase,voyanttools
[2] voyanttools,thecarpentries

Top Word Pairs in Tweet in G10:
[3] scopus,rstudio
[2] diferencias,estructuras
[2] estructuras,conocimiento
[2] conocimiento,admon
[2] admon,colombia
[2] colombia,'gourmet'
[2] 'gourmet',strategicmanagj
[2] strategicmanagj,'el
[2] 'el,buli'
[2] rstudio,#bibliometrix

Top Replied-To
Top Replied-To in Entire Graph:
@g_sylvestre
@ba_moritz
@anvaka
@martinibieri
@geo_gavalda
@manhack
@fliceverett
@aleksejheinze
@grosse_main
@seinecle

Top Replied-To in G1:
@g_sylvestre
@anvaka
@martinibieri
@seinecle
@manhack
@moises_jsdev
@gephi
@enroweb
@zakjan
@agwilsonn

Top Replied-To in G2:
@fliceverett
@aleksejheinze
@sitrafund
@gephi
@fmfrancoise
@tomassjoblom
@alexfenton

Top Replied-To in G3:
@slugbait
@rmellendick

Top Replied-To in G4:
@docassar

Top Replied-To in G5:
@ba_moritz
@geo_gavalda
@ettore_rizza
@cjahnz

Top Replied-To in G6:
@pgravestock
@os_hex
@mik317_
@bendobrown

Top Replied-To in G8:
@askebrock
@maxopedersen
@matthew_klingle
@haztravrcc

Top Replied-To in G10:
@jcortesanchez

Top Mentioned
Top Mentioned in Entire Graph:
@gephi
@allhoff_joachim
@g_sylvestre
@nodexl
@mihkal
@bendobrown
@visibrain
@barripdmx
@twitter
@docassar

Top Mentioned in G1:
@gephi
@g_sylvestre
@visibrain
@barripdmx
@trenner_
@manhack
@jacomyma
@seinecle
@mimblewabe
@benparker140

Top Mentioned in G2:
@gephi
@nodexl
@aleksejheinze
@mihkal
@alexfenton
@thebodycoach
@salforduni
@salfordbizsch
@dbcentresalford
@enricomolinari

Top Mentioned in G3:
@dntlookbehindu
@sec_shell
@gillis57
@knarphie
@nousie
@yesitskathleen
@eanmeyer
@unregistered436
@tactifail
@jaimeborchert

Top Mentioned in G4:
@gephi
@allhoff_joachim
@mihkal
@docassar
@marc_smith
@lauraasialacsr
@tedwelser
@was3210
@clemsongis
@talkwalker

Top Mentioned in G5:
@gephi
@neo4j
@yugnaat
@journalistessol
@euvsvirus
@socioviznet
@florehut
@ba_moritz
@tinido
@nodegoat

Top Mentioned in G6:
@bendobrown
@twitter
@gephi
@twittersafety
@os_hex
@maltegohq
@dutch_osintguy
@osintcurious
@the_nasr_

Top Mentioned in G7:
@luiy
@gephi
@agephipopart
@powerpoint_guy
@kemiolunloyo
@emekagift
@ayemojubar
@vardikal
@ideologieshub
@saintrampaljim

Top Mentioned in G8:
@pettulda
@sesamescholar
@poulsenbo
@johanheinsen
@jellevanlottum
@adivea
@vojtechkase
@voyanttools
@thecarpentries
@gephi

Top Mentioned in G10:
@scopus
@rstudio
@gephi
@urinvestigacion
@strategicmanagj
@admonurosario
@cladeaorg
@jcortesanchez
@nature
@sciencemagazine

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@ottlegalrebels
@abc_es
@collegemenfess
@alexiaincomoda
@tinido
@kas_stoner
@sms2sms
@ayirpelle
@yleuutiset

Top Tweeters in G1:
@ottlegalrebels
@cbultel_agence
@maledog88
@melena40170393
@visakanv
@barripdmx
@fcharles
@noscandidats
@audouinc
@soniablock

Top Tweeters in G2:
@chidambara09
@yleuutiset
@fmfrancoise
@aamulehti
@thebodycoach
@fliceverett
@johnsnowmtainer
@vivianfrancos
@bonniebaehr
@mymission2030

Top Tweeters in G3:
@pinguino
@yesitskathleen
@darthnull
@dakacki
@gillis57
@misterglass
@zero_chaosx
@ch33r10
@mmurray
@lockheedmartin

Top Tweeters in G4:
@rstatstweet
@tutormentorteam
@ubuntubot2075
@thatchristinag
@talkwalker
@lauraasialacsr
@fiete_stegers
@_twitwork
@was3210
@infogram

Top Tweeters in G5:
@tinido
@beritmiriam
@neo4j
@rmdes_
@frueheneuzeit
@yugnaat
@cjahnz
@derguenther
@tisiphone15
@mumin177

Top Tweeters in G6:
@kas_stoner
@bemyonlyreason
@ex_proc
@bensrachinger
@colorblind07
@sirbedivier
@twitter
@subhabrata1978
@89taobing
@shayan86

Top Tweeters in G7:
@emekagift
@kemiolunloyo
@ayemojubar
@nico_vanderb
@luiy
@ideologieshub
@svaxelaire
@totetmatt
@ssonihr
@satlokchannel

Top Tweeters in G8:
@jaheppler
@rubbishmaker
@sesamescholar
@thecarpentries
@jellevanlottum
@poulsenbo
@matthew_klingle
@pettulda
@haztravrcc
@voyanttools

Top Tweeters in G9:
@kevinbaker
@bgsrnld
@m_dwars
@elauki
@pro_integritate
@tuamigacongatos
@odiloncaldeira
@s_tudor
@pahcarvalho
@frybugrinos

Top Tweeters in G10:
@sciencemagazine
@nature
@admonurosario
@scopus
@urinvestigacion
@rstudio
@jcortesanchez
@ascolfa
@dicacapi
@cladeaorg


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