gephi, Twitter, 2/26/2020 7:33:26 PM, 221965


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gephi_2020-02-26_11-27-14.xlsx
gephi_2020-02-26_11-27-14.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 26, 2020
Short Description:
gephi via NodeXL http://bit.ly/2wcZiZV
@gephi
@emmibevensee
@ifeanyidiaye
@docassar
@numeroteca
@congosto
@bellingcat
@opcw
@graphileon
@caisnrw

Top hashtags:
#gephi
#cccamp15
#digitalemethoden
#phdnet
#datenanalyse
#neo4j
#schriftstellerinnen
#sdgs
#datascience

Description:
Description
The graph represents a network of 339 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 Wednesday, 26 February 2020 at 19:27 UTC.

The requested start date was Wednesday, 26 February 2020 at 19:10 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, 12-hour, 51-minute period from Wednesday, 12 February 2020 at 22:08 UTC to Wednesday, 26 February 2020 at 10:59 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 : 339
Unique Edges : 549
Edges With Duplicates : 1352
Total Edges : 1901
Number of Edge Types : 4
MentionsInRetweet : 635
Mentions : 978
Tweet : 35
Replies to : 253
Self-Loops : 35
Reciprocated Vertex Pair Ratio : 0.0581717451523546
Reciprocated Edge Ratio : 0.109947643979058
Connected Components : 59
Single-Vertex Connected Components : 19
Maximum Vertices in a Connected Component : 204
Maximum Edges in a Connected Component : 1779
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.680237
Graph Density : 0.00666771395158053
Modularity : 0.247284
NodeXL Version : 1.0.1.425
Data Import : The graph represents a network of 339 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 Wednesday, 26 February 2020 at 19:27 UTC.

The requested start date was Wednesday, 26 February 2020 at 19:10 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, 12-hour, 51-minute period from Wednesday, 12 February 2020 at 22:08 UTC to Wednesday, 26 February 2020 at 10:59 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://gephi.org/
[3] http://www.martingrandjean.ch/gephi-introduction/
[3] https://web.archive.org/web/20170916182404/https://www.youtube.com/watch?v=7X-o_ndhSVA&feature=youtu.be
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=220511
[2] https://techprpr.com/gephi%e5%85%a5%e9%97%a8/
[2] https://techprpr.com/%e3%80%90%e5%bc%a0%e9%9b%aa%e5%b3%b0%e3%80%9121%e8%80%83%e7%a0%94%e6%80%8e%e4%b9%88%e5%87%86%e5%a4%87%ef%bc%9f%e5%bf%85%e9%a1%bb%e8%bf%99%e4%b9%88%e5%b9%b2%ef%bc%81/
[2] https://www.bilibili.com/video/av83501641?rt=V%2FymTlOu4ow%2Fy4xxNWPUZ5UUMcUZtnmQgTq6rrvId8Q%3D
[2] https://www.youtube.com/watch?v=0IoP7-gEPHI

[2] https://www.youtube.com/watch?v=0IoP7-gEPHI&feature=youtu.be

[2] https://www.bellingcat.com/author/teamrossbevenseeandzc/

Top URLs in Tweet in G1:
[2] https://www.bellingcat.com/author/teamrossbevenseeandzc/
[2] https://wikileaks.org/opcw-douma/
[1] https://medium.com/contentious-narratives
[1] https://mobile.twitter.com/ricarduscaseus/status/1181174830843850753
[1] https://en.wikipedia.org/wiki/Atlanticism
[1] https://www.thedailybeast.com/splc-pays-dollar33-million-settlement-to-counter-extremism-group-it-called-anti-muslim
[1] https://web.archive.org/web/20170916182404/https://www.youtube.com/watch?v=7X-o_ndhSVA&feature=youtu.be
[1] http://archive.ph/SqwWc
[1] https://thegrayzone.com/wp-content/uploads/2020/02/Henderson-Testimony-UN.pdf
[1] https://twitter.com/2ndNewMoon/status/1229159945393901568?s=20

Top URLs in Tweet in G2:
[3] http://www.martingrandjean.ch/gephi-introduction/
[2] https://techprpr.com/gephi%e5%85%a5%e9%97%a8/
[2] https://techprpr.com/%e3%80%90%e5%bc%a0%e9%9b%aa%e5%b3%b0%e3%80%9121%e8%80%83%e7%a0%94%e6%80%8e%e4%b9%88%e5%87%86%e5%a4%87%ef%bc%9f%e5%bf%85%e9%a1%bb%e8%bf%99%e4%b9%88%e5%b9%b2%ef%bc%81/
[2] https://www.bilibili.com/video/av83501641?rt=V%2FymTlOu4ow%2Fy4xxNWPUZ5UUMcUZtnmQgTq6rrvId8Q%3D
[2] https://gephi.org/
[1] https://cais.nrw/phdnet-methoden
[1] https://www.graphcore.ai/posts/what-does-machine-learning-look-like
[1] https://twitter.com/i/lists/1231870110362673152
[1] https://www.youtube.com/watch?v=FLiv3xnEepw&feature=youtu.be

[1] https://socnetv.org/

Top URLs in Tweet in G3:
[2] https://web.archive.org/web/20170916182404/https://www.youtube.com/watch?v=7X-o_ndhSVA&feature=youtu.be
[1] https://pushshift.io/
[1] https://github.com/NetwarSystem/NetwarSystem/blob/master/tw-mkgml3
[1] https://github.com/NetwarSystem/NetwarSystem/blob/master/tw-mkrtgml
[1] https://figshare.com/authors/Neal_Rauhauser/574339
[1] https://en.wikipedia.org/wiki/Identitarian_movement
[1] https://web.archive.org/web/20200121134706/https://thegrayzone.com/2020/01/19/whats-happening-in-russia-putins-proposed-constitutional-changes-explained/
[1] http://archive.ph/qBaaV
[1] http://archive.ph/SqwWc
[1] https://twitter.com/emmibevensee/status/1229257973853310977?s=20

Top URLs in Tweet in G4:
[2] https://www.youtube.com/watch?v=0IoP7-gEPHI&feature=youtu.be

[2] https://www.youtube.com/watch?v=0IoP7-gEPHI

[1] https://languagevariationsuite.wordpress.com/2020/02/14/guest-lecture-introduction-to-gephi-for-data-science/
[1] https://twitter.com/rich_outlaw/status/1229152907825745922
[1] https://drive.google.com/file/d/1_6s8pIhwMABhp9-3mPvUKfuygaaKPo57/view?usp=drive_open
[1] https://drive.google.com/file/d/1axw9gwPlGkfyouRooEp0UDeVQReANBOT/view?usp=drive_open
[1] https://twitter.com/bandreghetti/status/1208576494467002368
[1] https://gephi.org/

Top URLs in Tweet in G6:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=220511
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=220514
[1] https://fotografie2014.wordpress.com/twitter/

Top URLs in Tweet in G7:
[1] https://twitter.com/aprensamadrid/status/1230087761807450112

Top Domains
Top Domains in Tweet in Entire Graph:
[14] twitter.com
[6] youtube.com
[6] gephi.org
[5] nodexlgraphgallery.org
[4] techprpr.com
[4] archive.org
[4] archive.ph
[3] martingrandjean.ch
[2] bilibili.com
[2] wordpress.com

Top Domains in Tweet in G1:
[5] twitter.com
[2] bellingcat.com
[2] thedailybeast.com
[2] thegrayzone.com
[2] wikileaks.org
[1] medium.com
[1] wikipedia.org
[1] archive.org
[1] archive.ph

Top Domains in Tweet in G2:
[4] techprpr.com
[3] martingrandjean.ch
[2] bilibili.com
[2] twitter.com
[2] gephi.org
[1] cais.nrw
[1] graphcore.ai
[1] youtube.com
[1] socnetv.org
[1] fortext.net

Top Domains in Tweet in G3:
[3] archive.org
[3] archive.ph
[2] github.com
[2] twitter.com
[1] pushshift.io
[1] figshare.com
[1] wikipedia.org
[1] splcenter.org
[1] herokuapp.com
[1] lucahammer.com

Top Domains in Tweet in G4:
[4] youtube.com
[2] twitter.com
[2] google.com
[1] wordpress.com
[1] gephi.org

Top Domains in Tweet in G6:
[5] nodexlgraphgallery.org
[1] wordpress.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[19] gephi
[7] cccamp15
[6] digitalemethoden
[6] phdnet
[6] datenanalyse
[6] neo4j
[6] schriftstellerinnen
[3] sdgs
[3] datascience
[3] nodexl



Top Hashtags in Tweet in G1:
[3] bellingcat
[1] opcw
[1] douma
[1] mccarthy2
[1] smat

Top Hashtags in Tweet in G2:
[6] digitalemethoden
[6] phdnet
[6] datenanalyse
[6] schriftstellerinnen
[1] automatisierteinhaltsanalyse
[1] glsl
[1] techlife
[1] gephi
[1] socnetv
[1] sna

Top Hashtags in Tweet in G3:
[2] smat
[1] ows
[1] anzograph
[1] redisgraph
[1] neptune
[1] entrerprisegraph

Top Hashtags in Tweet in G4:
[4] gephi
[1] academiclife
[1] dh
[1] protestmovements
[1] geneologiesofthepresent
[1] saynotoboringtrees
[1] disinfo
[1] sethrich
[1] wikileaks

Top Hashtags in Tweet in G5:
[3] sdgs
[1] climatechange
[1] climate
[1] environment
[1] pollution
[1] wildlife
[1] climateimpacts
[1] globalwarming
[1] climateactionnow
[1] socialmediaresearch

Top Hashtags in Tweet in G6:
[3] datascience
[3] nodexl
[2] bigdata
[2] ai
[2] iot
[2] artificialintelligence
[1] socialmedia
[1] digitaltransformation

Top Hashtags in Tweet in G7:
[1] zaldibar

Top Hashtags in Tweet in G8:
[7] cccamp15

Top Hashtags in Tweet in G10:
[6] neo4j
[6] gephi

Top Words
Top Words in Tweet in Entire Graph:
[270] Words in Sentiment List#1: Positive
[308] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[12954] Non-categorized Words
[13532] Total Words
[440] gephi
[306] opcw
[297] bellingcat
[243] emmibevensee
[61] graphistry

Top Words in Tweet in G1:
[200] opcw
[192] bellingcat
[184] emmibevensee
[182] gephi
[42] war
[38] 21wire
[28] crimes
[21] people
[19] renieriarts
[19] sleboda

Top Words in Tweet in G2:
[63] gephi
[14] jacomyma
[13] man
[11] amarlakel
[10] fortext_catma
[7] twitter
[7] mal
[7] wieder
[7] die
[6] #digitalemethoden

Top Words in Tweet in G3:
[124] gephi
[102] opcw
[101] bellingcat
[61] graphistry
[56] elastic
[55] emmibevensee
[41] neo4j
[31] nrauhauser
[30] graphileon
[27] rapidsai

Top Words in Tweet in G4:
[11] gephi
[5] data
[4] #gephi
[2] tweet
[2] network
[2] analysis
[2] time
[2] questions
[2] eu
[2] demais

Top Words in Tweet in G5:
[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 G6:
[16] nodexl
[8] gephi
[5] bonniebaehr
[5] mihkal
[5] vivianfrancos
[5] jguaido
[4] cazamosfakenews
[3] #datascience
[3] #nodexl
[3] docassar

Top Words in Tweet in G7:
[12] congosto
[9] estéis
[9] interesados
[9] verificación
[9] globograma
[9] estaremos
[9] 10
[9] 19
[9] 26
[9] marzo

Top Words in Tweet in G8:
[7] going
[7] back
[7] bot
[7] history
[7] found
[7] paper
[7] submitted
[7] #cccamp15
[7] idea
[7] doing

Top Words in Tweet in G9:
[4] josemagalan6
[4] acaba
[4] escribir
[4] profesor
[4] conozco
[4] nada
[4] decirme
[4] utilizar
[4] curso
[4] rápido

Top Words in Tweet in G10:
[6] graph
[6] twitter
[6] mentions
[6] over
[6] hours
[6] galaxies
[6] pop
[6] oc
[6] using
[6] #neo4j

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[288] opcw,bellingcat
[245] bellingcat,gephi
[211] emmibevensee,opcw
[37] gephi,elastic
[36] 21wire,opcw
[35] bellingcat,graphistry
[34] war,crimes
[32] graphistry,gephi
[26] elastic,rapidsai
[21] neo4j,tomzeppenfeldt

Top Word Pairs in Tweet in G1:
[185] opcw,bellingcat
[182] bellingcat,gephi
[158] emmibevensee,opcw
[27] war,crimes
[19] 21wire,emmibevensee
[17] 21wire,opcw
[15] global,war
[15] wirt_dan,21wire
[13] renieriarts,wirt_dan
[12] gephi,tired

Top Word Pairs in Tweet in G2:
[9] amarlakel,gephi
[9] jacomyma,gephi
[6] #digitalemethoden,gefällig
[6] gefällig,24
[6] 24,03
[6] 03,2020
[6] 2020,setzt
[6] setzt,#phdnet
[6] #phdnet,seine
[6] seine,workshopreihe

Top Word Pairs in Tweet in G3:
[99] opcw,bellingcat
[59] bellingcat,gephi
[49] emmibevensee,opcw
[37] gephi,elastic
[35] bellingcat,graphistry
[32] graphistry,gephi
[26] elastic,rapidsai
[21] neo4j,tomzeppenfeldt
[19] 21wire,opcw
[15] nrauhauser,emmibevensee

Top Word Pairs in Tweet in G5:
[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 G6:
[5] nodexl,gephi
[5] nodexl,nodexl
[5] nodexl,bonniebaehr
[5] bonniebaehr,mihkal
[5] mihkal,vivianfrancos
[5] vivianfrancos,jguaido
[4] jguaido,cazamosfakenews
[3] docassar,nodexl
[3] gephi,nodexl
[2] social,media

Top Word Pairs in Tweet in G7:
[9] estéis,interesados
[9] interesados,verificación
[9] verificación,globograma
[9] globograma,estaremos
[9] estaremos,10
[9] 10,19
[9] 19,26
[9] 26,marzo
[9] marzo,impariendo
[9] impariendo,curso

Top Word Pairs in Tweet in G8:
[7] going,back
[7] back,bot
[7] bot,history
[7] history,found
[7] found,paper
[7] paper,submitted
[7] submitted,#cccamp15
[7] #cccamp15,idea
[7] idea,doing
[7] doing,time

Top Word Pairs in Tweet in G9:
[4] acaba,escribir
[4] escribir,profesor
[4] profesor,conozco
[4] conozco,nada
[4] nada,decirme
[4] decirme,utilizar
[4] utilizar,curso
[4] curso,rápido
[4] rápido,análisis
[3] josemagalan6,acaba

Top Word Pairs in Tweet in G10:
[6] graph,twitter
[6] twitter,mentions
[6] mentions,over
[6] over,hours
[6] hours,galaxies
[6] galaxies,pop
[6] pop,oc
[6] oc,using
[6] using,#neo4j
[6] #neo4j,#gephi

Top Replied-To
Top Replied-To in Entire Graph:
@emmibevensee
@nrauhauser
@21wire
@opcw
@jacomyma
@gephi
@alexstevenskent
@globalagoras
@amarlakel
@graphileon

Top Replied-To in G1:
@emmibevensee
@21wire
@2ndnewmoon
@azardsphere
@manninghambella
@globalagoras
@dave64p
@renieriarts
@barboranicova
@tapgsp

Top Replied-To in G2:
@jacomyma
@alexstevenskent
@amarlakel
@totetmatt
@vseostudio
@suroalex
@rasmusmunks
@pasousapt
@martinomosna
@gephi

Top Replied-To in G3:
@nrauhauser
@emmibevensee
@opcw
@21wire
@gephi
@graphileon
@sirbedivier
@graphistry
@globalagoras
@renieriarts

Top Replied-To in G7:
@t_hoarder

Top Replied-To in G9:
@josemagalan6

Top Mentioned
Top Mentioned in Entire Graph:
@gephi
@bellingcat
@opcw
@emmibevensee
@elastic
@graphistry
@21wire
@neo4j
@rapidsai
@tomzeppenfeldt

Top Mentioned in G1:
@opcw
@bellingcat
@gephi
@emmibevensee
@21wire
@renieriarts
@wirt_dan
@dfrlab
@clintwarren6
@2ndnewmoon

Top Mentioned in G2:
@gephi
@fortext_catma
@amarlakel
@bjoernross
@caisnrw
@jacomyma
@emmibevensee
@opcw
@bellingcat
@vseostudio

Top Mentioned in G3:
@bellingcat
@gephi
@opcw
@elastic
@graphistry
@emmibevensee
@neo4j
@rapidsai
@tomzeppenfeldt
@graphileon

Top Mentioned in G5:
@gephi
@ifeanyidiaye
@electroversenet
@mikehudema
@cop26
@pauledawson
@geraldkutney
@nitabhalla
@thepeopleshubun
@deespeak

Top Mentioned in G6:
@nodexl
@bonniebaehr
@mihkal
@vivianfrancos
@jguaido
@cazamosfakenews
@docassar
@eva
@evankirstel
@gephi

Top Mentioned in G7:
@congosto
@globograma
@pageonex
@numeroteca
@t_hoarder
@gephi

Top Mentioned in G8:
@3r1ng
@georgemonbiot

Top Mentioned in G9:
@josemagalan6
@mcotsar

Top Mentioned in G10:
@jaredstanbrough

Top Tweeters
Top Tweeters in Entire Graph:
@evankirstel
@akeleven
@irialume
@kevincarson1
@ibnkafka
@mjoehlerich
@eliothiggins
@canthavepudding
@rdsweb
@renieriarts

Top Tweeters in G1:
@akeleven
@kevincarson1
@ibnkafka
@eliothiggins
@canthavepudding
@rdsweb
@renieriarts
@platozkv
@dderss
@ricardo_ik_ahau

Top Tweeters in G2:
@phildr
@rfanciola
@stabihh
@frankmrseo
@luiy
@grandjeanmartin
@digtalhumanatee
@techprpr
@fdmhildesheim
@alexstevenskent

Top Tweeters in G3:
@finaloverdrive
@benborges_
@kkzahu
@luca
@neo4j
@stbridgetathena
@xcoatl
@moonofa
@sh33p_purple
@redislabs

Top Tweeters in G4:
@rich_outlaw
@samwyri
@chiki3839
@marievonboran
@noo_hoon
@bandreghetti
@sabinadr01
@matthewdlincoln
@polyanna_glade
@cyberdivalivesl

Top Tweeters in G5:
@hatzbymm
@geraldkutney
@drjdrooghaag
@rainbow_zero
@mikehudema
@frronconi
@nitabhalla
@deespeak
@pauledawson
@thepeopleshubun

Top Tweeters in G6:
@evankirstel
@mjoehlerich
@hubofml
@vivianfrancos
@bonniebaehr
@mikequindazzi
@jguaido
@ingcolombo
@nodexl
@mihkal

Top Tweeters in G7:
@irialume
@sergiocm
@mgonzov
@gafolito
@martapastor
@almu_hs
@sacopas
@congosto
@alfredinbcn
@globograma

Top Tweeters in G8:
@redsonjabelit
@loquesigue_
@marcelmtl
@xicanism
@georgemonbiot
@3r1ng
@hirojashibe
@xeniaens

Top Tweeters in G9:
@anxosan
@mcotsar
@josemagalan6
@mariapereda_
@insisoc
@mekomomikasa

Top Tweeters in G10:
@tiagoooliveira
@trifenol
@kometen
@lyonwj
@romeluko
@jaredstanbrough


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