gephi, Twitter, 9/15/2020 10:17:56 PM, 235208


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gephi_2020-09-14_18-20-40.xlsx
gephi_2020-09-14_18-20-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 15, 2020
Short Description:
gephi via NodeXL https://bit.ly/2E3KnFQ
@gephi
@mihkal
@felwert
@ifeanyidiaye
@laurak_nelson
@docassar
@allhoff_joachim
@digitacy
@salhaj
@hamletbatista

Top hashtags:
#gephi
#twitterresearchproject
#datascience
#nodexl
#socialnetworkanalysis
#python
#rstats
#sdgs

Description:
Description
The graph represents a network of 239 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, 15 September 2020 at 01:21 UTC.

The requested start date was Tuesday, 15 September 2020 at 00:01 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 13-day, 13-hour, 59-minute period from Tuesday, 01 September 2020 at 07:16 UTC to Monday, 14 September 2020 at 21:16 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 : 239
Unique Edges : 230
Edges With Duplicates : 371
Total Edges : 601
Number of Edge Types : 5
Replies to : 88
Retweet : 77
MentionsInRetweet : 162
Tweet : 42
Mentions : 232
Self-Loops : 42
Reciprocated Vertex Pair Ratio : 0.0825396825396825
Reciprocated Edge Ratio : 0.152492668621701
Connected Components : 51
Single-Vertex Connected Components : 18
Maximum Vertices in a Connected Component : 93
Maximum Edges in a Connected Component : 401
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.898554
Graph Density : 0.00599486656587321
Modularity : 0.474907
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 239 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, 15 September 2020 at 01:21 UTC.

The requested start date was Tuesday, 15 September 2020 at 00:01 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 13-day, 13-hour, 59-minute period from Tuesday, 01 September 2020 at 07:16 UTC to Monday, 14 September 2020 at 21:16 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:
[6] https://www.programmer-books.com/network-graph-analysis-and-visualization-with-gephi/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234935
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234061
[4] https://fotografie2014.wordpress.com/twitter/
[4] https://medium.com/analytics-vidhya/implement-louvain-community-detection-algorithm-using-python-and-gephi-with-visualization-871250fb2f25
[2] https://jg-webmarketing.com/marketing-digital/gephi-le-tutoriel-pour-affiner-votre-maillage-interne/
[2] https://nebula-graph.io/posts/game-of-thrones-relationship-networkx-gephi-nebula-graph-part-two/
[2] https://dzone.com/articles/analyzing-relationships-in-game-of-thrones-with-ne
[2] https://gephi.org/
[1] https://twitter.com/JulianMaciasT/status/1305231139544719361

Top URLs in Tweet in G1:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234935
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=234061
[4] https://fotografie2014.wordpress.com/twitter/
[1] https://drive.google.com/file/d/1EABA5YcyR61qL6sNUWJgpEOXl1h3GUDJ/view?usp=sharing
[1] https://drive.google.com/file/d/15OZWfPMeE06xlgxPoSsZvAHZwhVjfShk/view?usp=sharing
[1] https://drive.google.com/file/d/1j67DSxa9nUAyXhXoJx0IVhnA53AvQMoZ/view?usp=sharing
[1] https://drive.google.com/file/d/1xA2Zp7OJMii1-tVF_ynN30MFnP_nrf1-/view?usp=sharing
[1] https://twitter.com/mihkal/status/1302154550967758848
[1] https://theconversation.com/amp/four-experts-investigate-how-the-5g-coronavirus-conspiracy-theory-began-139137?__twitter_impression=true

Top URLs in Tweet in G2:
[1] https://twitter.com/LauraK_Nelson/status/1304174076362133504
[1] https://vistorian.net/
[1] https://pypi.org/project/fa2/
[1] https://infovis.fh-potsdam.de/tutorials/
[1] https://datashader.org/user_guide/Networks.html
[1] https://pyviz.org/
[1] https://plotnine.readthedocs.io/en/stable/
[1] http://holoviz.org/background.html
[1] https://github.com/nodegoat

Top URLs in Tweet in G3:
[2] https://nebula-graph.io/posts/game-of-thrones-relationship-networkx-gephi-nebula-graph-part-two/
[2] https://dzone.com/articles/analyzing-relationships-in-game-of-thrones-with-ne
[1] https://medium.com/@EthnographicMachines/visual-network-analysis-with-gephi-d6241127a336
[1] https://www.blogdumoderateur.com/outils-seo-recommandes-referenceurs/
[1] https://twitter.com/scottlincicome/status/1303457727155503105
[1] https://nebula-graph.io/posts/game-of-thrones-relationship-networkx-gephi-nebula-graph/
[1] https://link.engage.social:443/linkz/y2k8zentzly5jfnnrt6t/t6/pSkPzhz?utm_source=EngageSocial&utm_medium=Social&utm_campaign=Twitter&utm_term=255
[1] https://hackernoon.com/how-to-analyze-and-visualize-the-game-of-thrones-character-relationships-km4c3ere
[1] https://www.youtube.com/watch?v=0IoP7-gEPHI&feature=youtu.be

[1] https://twitter.com/JulianMaciasT/status/1305231139544719361

Top URLs in Tweet in G7:
[1] https://github.com/gephi/gephi/issues/2074
[1] https://stackoverflow.com/questions/60764494/netbeans-java-lang-unsatisfiedlinkerror-no-splashscreen-in-java-library-path
[1] https://twitter.com/LauraK_Nelson/status/1304128887677489160

Top URLs in Tweet in G8:
[1] https://www.rocketclicks.com/client-education/an-seo-guide-for-automating-screaming-frog-with-python/
[1] https://digitacy.com/visualizing-ecommerce-website-structures-50m-pages-crawled/

Top URLs in Tweet in G9:
[1] https://explorations.meson.press/chapters/critical-affordance-analysis-for-digital-methods-the-case-of-gephi/
[1] https://twitter.com/Shn4y13nM/status/1299052195220992000

Top URLs in Tweet in G10:
[1] https://bluenod.com/

Top Domains
Top Domains in Tweet in Entire Graph:
[9] twitter.com
[8] nodexlgraphgallery.org
[7] medium.com
[6] programmer-books.com
[4] google.com
[4] wordpress.com
[3] nebula-graph.io
[3] gephi.org
[2] jg-webmarketing.com
[2] github.com

Top Domains in Tweet in G1:
[8] nodexlgraphgallery.org
[4] google.com
[4] wordpress.com
[1] twitter.com
[1] theconversation.com

Top Domains in Tweet in G2:
[1] twitter.com
[1] vistorian.net
[1] pypi.org
[1] fh-potsdam.de
[1] datashader.org
[1] pyviz.org
[1] readthedocs.io
[1] holoviz.org
[1] github.com

Top Domains in Tweet in G3:
[3] nebula-graph.io
[2] twitter.com
[2] dzone.com
[1] medium.com
[1] blogdumoderateur.com
[1] engage.social
[1] hackernoon.com
[1] youtube.com

Top Domains in Tweet in G7:
[1] github.com
[1] stackoverflow.com
[1] twitter.com

Top Domains in Tweet in G8:
[1] rocketclicks.com
[1] digitacy.com

Top Domains in Tweet in G9:
[1] meson.press
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[16] gephi
[12] twitterresearchproject
[9] datascience
[8] nodexl
[7] socialnetworkanalysis
[7] python
[6] rstats
[6] sdgs
[6] javascript
[6] angular



Top Hashtags in Tweet in G1:
[12] twitterresearchproject
[10] gephi
[8] nodexl
[7] socialnetworkanalysis
[6] datascience
[6] rstats
[4] political
[3] twitter
[3] conspiracytheories
[3] dataviz

Top Hashtags in Tweet in G2:
[1] networkanalysis
[1] dh

Top Hashtags in Tweet in G3:
[5] nebulagraph
[5] gameofthrones
[4] gephi
[3] datasets
[3] relationships
[3] devlog
[3] developers
[3] devops
[3] graphdatabase
[2] network

Top Hashtags in Tweet in G4:
[2] argentinaapoyaabolsonaro
[1] argentinasupportstrump

Top Hashtags in Tweet in G5:
[6] sdgs
[1] socialmediaresearch

Top Hashtags in Tweet in G8:
[1] python

Top Words
Top Words in Tweet in Entire Graph:
[212] gephi
[40] analysis
[35] felwert
[34] nodexl
[34] hnr_org
[24] network
[20] data
[19] different
[19] graph
[19] part

Top Words in Tweet in G1:
[32] nodexl
[31] gephi
[21] analysis
[18] different
[17] mihkal
[12] #twitterresearchproject
[12] network
[10] #gephi
[10] social
[9] gexf

Top Words in Tweet in G2:
[58] gephi
[34] hnr_org
[31] felwert
[19] lwcvl
[12] many
[12] frueheneuzeit
[9] worried
[9] being
[8] increasingly
[8] fact

Top Words in Tweet in G3:
[17] gephi
[8] part
[7] relationships
[7] game
[7] thrones
[7] graph
[6] nebula
[5] two
[5] #nebulagraph
[5] #gameofthrones

Top Words in Tweet in G4:
[7] gephi
[5] julianmaciast
[2] software
[2] libre
[2] #argentinaapoyaabolsonaro
[2] tt1
[2] argentina
[2] tengo
[2] pulsetuit
[2] listo

Top Words in Tweet in G5:
[6] #sdgs
[6] conversation
[6] twitter
[6] communities
[6] color
[6] coded
[6] reflect
[6] homophily
[6] influential
[6] nodes

Top Words in Tweet in G6:
[3] gephi
[2] diarmuidtorney
[2] autofac
[2] climate_ambass
[2] coolplanetexp
[2] fahys
[2] andrewlrjackson
[2] cladupont
[2] bogallachoir
[2] alijsheridan

Top Words in Tweet in G7:
[18] gephi
[9] laurak_nelson
[7] question
[7] anyone
[7] run
[6] oddly
[6] niche
[6] google
[6] helping
[6] successfully

Top Words in Tweet in G8:
[12] gephi
[7] ranksense
[7] screamingfrog
[5] vseostudio
[4] martinomosna
[4] still
[4] manual
[4] work
[3] gregbernhardt4
[3] hamletbatista

Top Words in Tweet in G9:
[11] digital
[10] critical
[10] affordance
[10] analysis
[10] methods
[10] case
[10] gephi
[9] article
[9] online
[9] first

Top Words in Tweet in G10:
[7] το
[6] για
[5] smykos
[5] iconpoetry
[5] ts0u
[4] προσβάσιμο
[4] είναι
[4] σχετικό
[4] εγω
[4] χρησιμοποιώ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[33] gephi,hnr_org
[19] lwcvl,gephi
[13] nodexl,gephi
[11] felwert,gephi
[11] frueheneuzeit,lwcvl
[10] social,network
[10] network,analysis
[10] critical,affordance
[10] affordance,analysis
[10] analysis,digital

Top Word Pairs in Tweet in G1:
[13] nodexl,gephi
[10] social,network
[9] different,columns
[9] network,analysis
[8] feature,nodexl
[8] nodexl,gexf
[8] gexf,export
[8] export,gephi
[8] gephi,different
[8] columns,possible

Top Word Pairs in Tweet in G2:
[33] gephi,hnr_org
[19] lwcvl,gephi
[11] felwert,gephi
[11] frueheneuzeit,lwcvl
[8] increasingly,worried
[8] worried,fact
[8] fact,important
[8] important,gephi
[8] gephi,many
[8] many,scholars

Top Word Pairs in Tweet in G3:
[7] game,thrones
[6] relationships,game
[6] gephi,nebula
[6] nebula,graph
[5] part,two
[4] analyzing,relationships
[4] thrones,networkx
[4] networkx,gephi
[4] graph,part
[4] #nebulagraph,#gameofthrones

Top Word Pairs in Tweet in G4:
[2] software,libre
[2] #argentinaapoyaabolsonaro,tt1
[2] tt1,argentina
[2] argentina,tengo
[2] tengo,pulsetuit
[2] pulsetuit,gephi
[2] gephi,listo
[2] listo,analizarlo
[2] analizarlo,pinta
[2] julianmaciast,poco

Top Word Pairs in Tweet in G5:
[6] #sdgs,conversation
[6] conversation,twitter
[6] twitter,communities
[6] communities,color
[6] color,coded
[6] coded,reflect
[6] reflect,homophily
[6] homophily,influential
[6] influential,nodes
[5] ifeanyidiaye,#sdgs

Top Word Pairs in Tweet in G6:
[2] diarmuidtorney,autofac
[2] autofac,climate_ambass
[2] climate_ambass,coolplanetexp
[2] coolplanetexp,fahys
[2] fahys,andrewlrjackson
[2] andrewlrjackson,cladupont
[2] cladupont,bogallachoir
[2] bogallachoir,alijsheridan
[2] alijsheridan,_paul_tobin_
[2] governance,level

Top Word Pairs in Tweet in G7:
[7] run,gephi
[6] oddly,niche
[6] niche,question
[6] question,google
[6] google,helping
[6] helping,anyone
[6] anyone,successfully
[6] successfully,run
[6] gephi,ubuntu
[6] ubuntu,20

Top Word Pairs in Tweet in G8:
[6] ranksense,gephi
[5] screamingfrog,vseostudio
[4] martinomosna,ranksense
[4] gephi,screamingfrog
[4] manual,work
[2] vseostudio,gregbernhardt4
[2] vseostudio,know
[2] know,still
[2] still,manual
[2] work,involved

Top Word Pairs in Tweet in G9:
[10] critical,affordance
[10] affordance,analysis
[10] analysis,digital
[10] digital,methods
[10] methods,case
[10] case,gephi
[9] article,critical
[9] gephi,online
[9] online,first
[9] first,part

Top Word Pairs in Tweet in G10:
[5] iconpoetry,ts0u
[4] smykos,iconpoetry
[4] ts0u,το
[4] το,προσβάσιμο
[4] προσβάσιμο,είναι
[4] είναι,σχετικό
[4] σχετικό,εγω
[4] εγω,χρησιμοποιώ
[4] χρησιμοποιώ,tcat_dmi
[4] tcat_dmi,για

Top Replied-To
Top Replied-To in Entire Graph:
@felwert
@javier_guerrero
@frueheneuzeit
@frenchguycookin
@laurak_nelson
@mel_wright123
@martinomosna
@julianmaciast
@mccabe_s
@lwcvl

Top Replied-To in G1:
@mihkal
@seanmeddington

Top Replied-To in G2:
@felwert
@frueheneuzeit
@javier_guerrero
@lwcvl
@herrrudolf
@martenduering
@maxnoichl
@hubertmara
@mccabe_s
@juanayohanna

Top Replied-To in G4:
@julianmaciast
@srbermudez
@mariabarleiva
@valen_lanatta

Top Replied-To in G6:
@diarmuidtorney

Top Replied-To in G7:
@laurak_nelson
@mccabe_s
@felwert
@teddyroland

Top Replied-To in G8:
@martinomosna
@hamletbatista
@ranksense

Top Replied-To in G10:
@iconpoetry
@smykos
@moglis__

Top Mentioned
Top Mentioned in Entire Graph:
@gephi
@hnr_org
@nodexl
@felwert
@lwcvl
@mihkal
@allhoff_joachim
@laurak_nelson
@frueheneuzeit
@danielavgeenen

Top Mentioned in G1:
@gephi
@nodexl
@mihkal
@allhoff_joachim
@docassar
@affeu2
@mspowerbi
@fmfrancoise
@chris_r_langley
@abcxyz_berlin

Top Mentioned in G2:
@gephi
@hnr_org
@lwcvl
@felwert
@frueheneuzeit
@jamesabednar
@martenduering
@laurak_nelson
@hubertmara
@graphistry

Top Mentioned in G4:
@julianmaciast
@pulsetuit
@guillotetesla
@emme_ge
@barripdmx

Top Mentioned in G5:
@ifeanyidiaye
@thepeopleshubun
@deespeak
@biconsortium
@drjdrooghaag
@rainbow_zero
@frronconi
@gephi

Top Mentioned in G6:
@autofac
@climate_ambass
@coolplanetexp
@fahys
@andrewlrjackson
@cladupont
@bogallachoir
@alijsheridan
@_paul_tobin_

Top Mentioned in G7:
@laurak_nelson
@felwert
@mccabe_s

Top Mentioned in G8:
@gephi
@ranksense
@screamingfrog
@vseostudio
@gregbernhardt4
@hamletbatista
@martinomosna
@gymshark
@gcpcloud

Top Mentioned in G9:
@danielavgeenen
@meson_press

Top Mentioned in G10:
@ts0u
@smykos
@iconpoetry

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@wildwalkerwoman
@googleexpertuk
@tess_blue815
@remindmetweets
@ssxman2
@llnuxbot
@dataaugmented
@mjoehlerich
@thedeveloperbot

Top Tweeters in G1:
@chidambara09
@remindmetweets
@ssxman2
@dataaugmented
@mjoehlerich
@fmfrancoise
@salhaj
@e_nterdiscipl
@rstats4ds
@enricomolinari

Top Tweeters in G2:
@frueheneuzeit
@dhbbaw
@javier_guerrero
@anwagnerdreas
@juanayohanna
@eumanismo
@americanhacker
@felwert
@arockenberger
@vwestric_west

Top Tweeters in G3:
@hackernoon
@badc0da
@aaaadriaaaan
@natume_12
@alwynswiftly
@totetmatt
@rafamartinezpue
@plesmasquerade
@mccom_fr
@ross_dahlke

Top Tweeters in G4:
@melena40170393
@barripdmx
@betqueer
@critic_ar_te
@mariabarleiva
@emme_ge
@srbermudez
@guillotetesla
@julianmaciast
@valen_lanatta

Top Tweeters in G5:
@googleexpertuk
@clive_uttley
@drjdrooghaag
@rainbow_zero
@gregoluoch
@frronconi
@deespeak
@thepeopleshubuk
@thepeopleshubun
@biconsortium

Top Tweeters in G6:
@alijsheridan
@autofac
@_paul_tobin_
@bogallachoir
@drbrendanmoore
@cladupont
@diarmuidtorney
@coolplanetexp
@climate_ambass
@fahys

Top Tweeters in G7:
@wildwalkerwoman
@_infotherapy
@jotis13
@jboy
@ryanjgallag
@lbmcgrath
@sjacks26
@laurak_nelson
@teddyroland
@mccabe_s

Top Tweeters in G8:
@gymshark
@screamingfrog
@tweetbotsteve
@gcpcloud
@hamletbatista
@martinomosna
@digitacy
@vseostudio
@gregbernhardt4
@ranksense

Top Tweeters in G9:
@busabx
@yearrypanji
@marankewieringa
@tdewinkel
@kfvanes
@jacomyma
@danielavgeenen
@datafiedsociety
@meson_press

Top Tweeters in G10:
@moglis__
@iconpoetry
@moumouris
@smykos
@zaioszaios
@v4vent
@dnikas
@ts0u