gephi, Twitter, 6/30/2020 10:52:31 PM, 230050


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gephi_2020-06-29_18-28-51.xlsx
gephi_2020-06-29_18-28-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 30, 2020
Short Description:
gephi via NodeXL https://bit.ly/2BPLqI2
@jacomyma
@gephi
@allhoff_joachim
@aqsaqal
@docassar
@jsellenberg
@ifeanyidiaye
@talkwalker
@totetmatt
@casaredamlo

Top hashtags:
#gephi
#twitterresearchproject
#stuttgart
#nodexl
#rstats
#datascience
#dataviz
#twitter
#qgis

Description:
Description
The graph represents a network of 379 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, 30 June 2020 at 01:28 UTC.

The requested start date was Tuesday, 30 June 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, 18-hour, 0-minute period from Tuesday, 16 June 2020 at 01:06 UTC to Monday, 29 June 2020 at 19:06 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 : 379
Unique Edges : 268
Edges With Duplicates : 435
Total Edges : 703
Number of Edge Types : 5
Retweet : 163
MentionsInRetweet : 211
Tweet : 34
Replies to : 86
Mentions : 209
Self-Loops : 36
Reciprocated Vertex Pair Ratio : 0.0495049504950495
Reciprocated Edge Ratio : 0.0943396226415094
Connected Components : 58
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 193
Maximum Edges in a Connected Component : 487
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.390589
Graph Density : 0.0029596124582932
Modularity : 0.532912
NodeXL Version : 1.0.1.437
Data Import : The graph represents a network of 379 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, 30 June 2020 at 01:28 UTC.

The requested start date was Tuesday, 30 June 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, 18-hour, 0-minute period from Tuesday, 16 June 2020 at 01:06 UTC to Monday, 29 June 2020 at 19:06 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:
[79] https://www.youtube.com/watch?v=DMOWhqp6lHQ&feature=youtu.be

[8] https://gephi.org
[8] https://fotografie2014.wordpress.com/twitter/
[4] https://twitter.com/jacomyma/status/1276604891318890497
[3] https://ferrara.data.blog/2020/06/16/le-reti-di-twitter/
[2] https://dfrlab.github.io/Plandemic/
[2] https://www.youtube.com/watch?v=YM_37z_uURM&feature=youtu.be

[2] https://www.youtube.com/watch?v=0LqY8OfSsKE&feature=youtu.be

[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224976
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=225294

Top URLs in Tweet in G1:
[74] https://www.youtube.com/watch?v=DMOWhqp6lHQ&feature=youtu.be

[2] https://www.youtube.com/watch?v=YM_37z_uURM&feature=youtu.be

[2] https://www.youtube.com/watch?v=0LqY8OfSsKE&feature=youtu.be

[1] https://reticular.hypotheses.org/1724
[1] https://dfrlab.github.io/Plandemic/
[1] https://docs.google.com/document/d/1FcKQ1A9wfEChiX4dVqhq5uOlbLTmHhM1JuG-VS6aItQ/edit?usp=sharing
[1] https://docs.google.com/document/d/1ocaEN6M5fOXWtdP93qaYn_pv_ha8juE_f971PYFVp0I/edit?usp=sharing

Top URLs in Tweet in G2:
[8] https://fotografie2014.wordpress.com/twitter/
[8] https://gephi.org
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224976
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=229351
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=225294
[2] https://www.youtube.com/watch?v=DMOWhqp6lHQ&feature=youtu.be

[2] 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
[1] https://www.dropbox.com/s/7ho0qgcwy6751th/duplamaria_posibles_bots.xlsx?dl=0el
[1] https://twitter.com/JulianMaciasT/status/1272309262111453185
[1] https://connect.gt/topic/241828/il-gioco-dell-architettura-del-contenuto-grafi-di-link-interni-fatti-con-gephi

Top URLs in Tweet in G3:
[1] https://www.youtube.com/watch?v=DMOWhqp6lHQ&feature=youtu.be

[1] https://wp.me/P6yVug-kF
[1] https://www.twitch.tv/nrauhauser
[1] https://www.youtube.com/user/EposVox
[1] https://cjlm.ca/posts/source-target-moderation-pt2/
[1] https://twitter.com/VilaWeb/status/1273164629313818625

Top URLs in Tweet in G5:
[1] https://gephi.org/users/download/

Top URLs in Tweet in G6:
[1] https://www.cambridge.org/core/journals/review-of-international-studies/article/perpetual-decline-or-persistent-dominance-uncovering-angloamericas-true-structural-power-in-global-finance/75536FC7435F72FC9AB4968D0509F019

Top URLs in Tweet in G7:
[1] https://github.com/gephi/gephi/releases/
[1] https://twitter.com/jacomyma/status/1276604891318890497
[1] https://dfrlab.github.io/Plandemic/

Top URLs in Tweet in G9:
[2] https://www.youtube.com/watch?v=DMOWhqp6lHQ&feature=youtu.be

[1] https://twitter.com/jacomyma/status/1276604891318890497
[1] https://dataschool.nl/nieuws/call-for-participants-uds-summer-school-2020-exploring-culture-through-data/

Top Domains
Top Domains in Tweet in Entire Graph:
[84] youtube.com
[11] gephi.org
[8] twitter.com
[8] wordpress.com
[6] nodexlgraphgallery.org
[3] data.blog
[2] github.io
[2] google.com
[2] talkwalker.com
[2] ginseg.com

Top Domains in Tweet in G1:
[78] youtube.com
[2] google.com
[1] hypotheses.org
[1] github.io

Top Domains in Tweet in G2:
[8] wordpress.com
[8] gephi.org
[6] nodexlgraphgallery.org
[2] youtube.com
[2] talkwalker.com
[1] dropbox.com
[1] twitter.com
[1] connect.gt
[1] linkedin.com

Top Domains in Tweet in G3:
[2] youtube.com
[1] wp.me
[1] twitch.tv
[1] cjlm.ca
[1] twitter.com

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

Top Domains in Tweet in G6:
[1] cambridge.org

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

Top Domains in Tweet in G9:
[2] youtube.com
[1] twitter.com
[1] dataschool.nl

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[38] gephi
[32] twitterresearchproject
[20] stuttgart
[17] nodexl
[17] rstats
[11] datascience
[8] dataviz
[7] twitter
[6] qgis
[5] ai



Top Hashtags in Tweet in G1:
[3] gephi
[2] sna
[2] conspirationism
[1] crowdtangle
[1] coornet
[1] disinformation
[1] socmint
[1] osint

Top Hashtags in Tweet in G2:
[32] twitterresearchproject
[20] stuttgart
[17] rstats
[17] nodexl
[13] gephi
[11] datascience
[6] qgis
[5] ai
[5] artificialintelligence
[5] ki

Top Hashtags in Tweet in G3:
[3] facebook
[3] lostcircles
[1] python
[1] shs
[1] dataviz
[1] ddj
[1] geek

Top Hashtags in Tweet in G4:
[1] phdchat
[1] academictwitter
[1] academicchatter
[1] dataanalytics
[1] research

Top Hashtags in Tweet in G7:
[6] gephi
[1] bots
[1] s
[1] disinformation
[1] analisisderedes
[1] grafos
[1] osint
[1] covid19

Top Hashtags in Tweet in G8:
[3] sdgs
[1] socialmediaresearch

Top Hashtags in Tweet in G9:
[1] dmi20
[1] dataviz
[1] ddj
[1] udss2020

Top Hashtags in Tweet in G10:
[1] digitalhumanities

Top Words
Top Words in Tweet in Entire Graph:
[218] gephi
[91] jacomyma
[86] videos
[81] published
[81] first
[80] three
[80] beginners
[79] short
[79] install
[78] contact

Top Words in Tweet in G1:
[83] gephi
[80] jacomyma
[79] videos
[74] published
[74] three
[74] short
[74] beginners
[74] install
[74] first
[73] contact

Top Words in Tweet in G2:
[41] network
[38] analysis
[36] social
[32] #twitterresearchproject
[32] tweets
[29] gephi
[21] allhoff_joachim
[20] #stuttgart
[17] #rstats
[17] #nodexl

Top Words in Tweet in G3:
[27] gephi
[15] twitch
[7] nrauhauser
[7] cyberbenb
[6] network
[6] bitburner
[5] graph
[4] created
[4] using
[4] yes

Top Words in Tweet in G4:
[10] gephi
[9] jsellenberg
[6] suggest
[5] hi
[5] academicchatter
[5] data
[5] mining
[5] visualisation
[5] software
[5] prefer

Top Words in Tweet in G7:
[7] gephi
[6] #gephi
[3] twitter
[2] levantando
[2] tool
[2] make
[2] network
[2] graph
[2] layout
[2] nodes

Top Words in Tweet in G8:
[3] #sdgs
[3] conversation
[3] twitter
[3] communities
[3] color
[3] coded
[3] reflect
[3] homophily
[3] influential
[3] nodes

Top Words in Tweet in G9:
[5] re
[5] interested
[5] learning
[5] make
[5] exploratory
[5] network
[5] graphs
[5] context
[5] digital
[5] research

Top Words in Tweet in G10:
[4] ont
[4] acheté
[3] cultura
[3] fnac
[3] amazonnewsfr
[3] gephi
[3] jacomyma
[3] riederb
[3] aussi
[3] savoir

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[84] videos,gephi
[80] gephi,beginners
[79] published,three
[79] three,short
[79] short,videos
[79] beginners,install
[79] install,first
[78] jacomyma,published
[78] first,contact
[49] network,analysis

Top Word Pairs in Tweet in G1:
[79] videos,gephi
[74] published,three
[74] three,short
[74] short,videos
[74] gephi,beginners
[74] beginners,install
[74] install,first
[73] jacomyma,published
[73] first,contact
[5] jacomyma,accompany

Top Word Pairs in Tweet in G2:
[37] network,analysis
[36] social,network
[25] #twitterresearchproject,social
[21] allhoff_joachim,#twitterresearchproject
[16] analysis,tweets
[13] #stuttgart,june
[11] analysis,sna
[11] #rstats,#datascience
[10] sna,tweets
[10] tweets,#stuttgart

Top Word Pairs in Tweet in G3:
[12] twitch,gephi
[7] cyberbenb,twitch
[4] nrauhauser,twitch
[4] gephi,bitburner
[3] old,#facebook
[3] #facebook,network
[3] network,clusters
[3] clusters,created
[3] created,using
[3] using,#lostcircles

Top Word Pairs in Tweet in G4:
[6] jsellenberg,gephi
[5] hi,academicchatter
[5] academicchatter,data
[5] data,mining
[5] mining,visualisation
[5] visualisation,software
[5] software,prefer
[5] prefer,kindly
[5] kindly,suggest
[5] suggest,apart

Top Word Pairs in Tweet in G7:
[2] fruchterman,reingold

Top Word Pairs in Tweet in G8:
[3] #sdgs,conversation
[3] conversation,twitter
[3] twitter,communities
[3] communities,color
[3] color,coded
[3] coded,reflect
[3] reflect,homophily
[3] homophily,influential
[3] influential,nodes
[2] ifeanyidiaye,#sdgs

Top Word Pairs in Tweet in G9:
[5] re,interested
[5] interested,learning
[5] learning,make
[5] make,exploratory
[5] exploratory,network
[5] network,graphs
[5] graphs,context
[5] context,digital
[5] digital,research
[5] research,investigations

Top Word Pairs in Tweet in G10:
[3] cultura,fnac
[3] fnac,amazonnewsfr
[3] gephi,jacomyma
[3] jacomyma,riederb
[2] amazonnewsfr,gephi
[2] ceux,ont
[2] ont,acheté
[2] acheté,cours
[2] cours,linguistique
[2] linguistique,saussure

Top Replied-To
Top Replied-To in Entire Graph:
@nrauhauser
@jsellenberg
@cyberbenb
@jacomyma
@vikingclassics
@lyonwj
@vizca75
@konekokittenyt
@lightonseo
@azimli_yazar

Top Replied-To in G1:
@jacomyma

Top Replied-To in G2:
@nasete
@docassar
@liljajan

Top Replied-To in G3:
@nrauhauser
@cyberbenb
@rewt_1
@bitburner
@oldfrankishphil
@medievaljon
@barreveldjip
@cjlmiles
@anthyzjmf
@aniol

Top Replied-To in G4:
@jsellenberg
@tpoi
@commonblackswan

Top Replied-To in G5:
@vizca75

Top Replied-To in G6:
@adam_tooze

Top Replied-To in G10:
@neuromancien
@amarlakel

Top Mentioned
Top Mentioned in Entire Graph:
@jacomyma
@gephi
@allhoff_joachim
@twitch
@casaredamlo
@evamoya_co
@hugozunzarren
@docassar
@ifeanyidiaye
@doktorceykill

Top Mentioned in G1:
@jacomyma
@fvandervlist
@secou
@dfrlab
@disinfoeu
@navlys_

Top Mentioned in G2:
@allhoff_joachim
@gephi
@casaredamlo
@docassar
@_twitwork
@hpiedcoq
@congosto
@fiete_stegers
@mgonzov
@totetmatt

Top Mentioned in G3:
@gephi
@twitch
@bitburner
@cyberbenb
@connectedpapers
@jacomyma
@mantarayo
@gvaeducacio
@countuponsec
@sigma_hq

Top Mentioned in G4:
@academicchatter
@jsellenberg
@drchhonker
@stevenstrogatz
@tpoi
@gephi

Top Mentioned in G5:
@chirpty_team
@duiker101
@imation4430
@albertoalcocer
@bichadecampo
@leikoleo
@pymesunidases
@emiliobarredam
@desmarketinges
@perbea123

Top Mentioned in G6:
@bis_org
@brad_setser
@nathantankus
@buddyyakov
@robinbrooksiif
@danielagabor
@pmehrling
@bjmbraun
@m_c_klein
@michaelxpettis

Top Mentioned in G8:
@ifeanyidiaye
@thepeopleshubun
@deespeak
@biconsortium
@drjdrooghaag
@rainbow_zero
@frronconi
@gephi

Top Mentioned in G9:
@jwyg
@jacomyma
@data_school
@gephi
@digitalmethods

Top Mentioned in G10:
@cultura
@fnac
@amazonnewsfr
@gephi
@jacomyma
@riederb
@neuromancien
@amarlakel
@cu

Top Tweeters
Top Tweeters in Entire Graph:
@googleexpertuk
@pymesunidases
@websecurityit
@pennyvane10
@academicchatter
@akdm_bot
@salutnico
@rstatstweet
@gjpvernant
@wmr43

Top Tweeters in G1:
@sousasimoni
@victorginori
@maliciarogue
@cantavest
@silvertje
@_estalindalamar
@fdmhildesheim
@rmdes_
@electricarchaeo
@yearrypanji

Top Tweeters in G2:
@akdm_bot
@rstatstweet
@wmr43
@_regins
@mgonzov
@liljajan
@hildatoredcano
@yolotl_ocelotl
@ubuntubot2075
@gemagoldie

Top Tweeters in G3:
@cyberbenb
@aniol
@eposvox
@bitburner
@skooked
@mantarayo
@twitch
@anthilemoon
@plablo09
@anthyzjmf

Top Tweeters in G4:
@academicchatter
@tpoi
@stevenstrogatz
@jsellenberg
@cjlortie
@jessegarcia562
@jhilden
@aiexplorations
@soul_reaper92
@drchhonker

Top Tweeters in G5:
@pymesunidases
@albertoalcocer
@bichadecampo
@perbea123
@leikoleo
@imation4430
@oletna
@emiliobarredam
@vizca75
@desmarketinges

Top Tweeters in G6:
@m_c_klein
@brad_setser
@buddyyakov
@adam_tooze
@danielagabor
@nathantankus
@bis_org
@robinbrooksiif
@fichtner_jan
@michaelxpettis

Top Tweeters in G7:
@albrechtlara
@notmynypd
@kimotok
@p__krish
@kiaranerenberg
@lamiecehassan
@holgerjunker
@mineken_kenken
@vmzungu
@jaq_sci_pro

Top Tweeters in G8:
@googleexpertuk
@drjdrooghaag
@rainbow_zero
@calzole
@frronconi
@deespeak
@thepeopleshubun
@biconsortium
@ifeanyidiaye

Top Tweeters in G9:
@jwyg
@wildflyingpanda
@paulanomalie
@langdata
@data_school
@marianicoletap
@datafiedsociety
@digitalmethods

Top Tweeters in G10:
@fnac
@neuromancien
@digtalhumanatee
@cultura
@amarlakel
@riederb
@amazonnewsfr
@cu