gephi, Twitter, 12/8/2020 5:17:50 AM, 242874


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gephi_2020-12-07_17-25-08.xlsx
gephi_2020-12-07_17-25-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 08, 2020
Short Description:
gephi via NodeXL https://bit.ly/3mWKXGL
@gephi
@g_sylvestre
@secou
@americanhacker
@bsvmania1
@borsamat
@umanesimo
@jacomyma
@elastic
@seinecle

Top hashtags:
#gephi
#twitter
#digitalhumanities
#datascience
#osint
#webinar
#dataliteracy_oman
#twitterresearchproject

Description:
Description
The graph represents a network of 271 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, 08 December 2020 at 01:25 UTC.

The requested start date was Tuesday, 08 December 2020 at 01:01 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 12-day, 11-hour, 44-minute period from Tuesday, 24 November 2020 at 15:48 UTC to Monday, 07 December 2020 at 03:33 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 : 271
Unique Edges : 299
Edges With Duplicates : 288
Total Edges : 587
Number of Edge Types : 5
Tweet : 53
Replies to : 82
Mentions : 220
Retweet : 90
MentionsInRetweet : 142
Self-Loops : 55
Reciprocated Vertex Pair Ratio : 0.0623229461756374
Reciprocated Edge Ratio : 0.117333333333333
Connected Components : 58
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 114
Maximum Edges in a Connected Component : 352
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.09875
Graph Density : 0.00512505125051251
Modularity : 0.55646
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 271 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, 08 December 2020 at 01:25 UTC.

The requested start date was Tuesday, 08 December 2020 at 01:01 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 12-day, 11-hour, 44-minute period from Tuesday, 24 November 2020 at 15:48 UTC to Monday, 07 December 2020 at 03:33 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:
[5] https://medium.com/swlh/visualizing-databases-using-gephi-591c9530c981?source=rss----f5af2b715248---4
[5] http://burdgis.sigma.s3-website-eu-west-1.amazonaws.com/
[4] https://gephi.org/
[4] https://www.reddit.com/r/datascience/comments/k2krou/social_network_analysis_layout_question/
[4] https://fotografie2014.wordpress.com/twitter/
[3] https://eseis.es/noticias/curso-internacional-social-media
[3] https://mediaresearchinstitute.wordpress.com/forschung-einblicke/
[3] https://einblicke.hypotheses.org/199
[2] https://www.youtube.com/watch?v=DMOWhqp6lHQ&feature=youtu.be

[2] https://umass-amherst.zoom.us/j/99687791066

Top URLs in Tweet in G1:
[2] https://seinecle.github.io/gephi-tutorials/
[1] https://twitter.com/KhamisAmbusaidi/status/1330187779813371905
[1] https://www.massmine.org/index.html
[1] https://www.tweepy.org
[1] https://hdlab.stanford.edu/palladio/
[1] https://gephi.org/

Top URLs in Tweet in G2:
[2] https://medium.com/swlh/visualizing-databases-using-gephi-591c9530c981?source=rss----f5af2b715248---4
[1] https://gephi.org/
[1] https://www.youtube.com/watch?v=HJ4Hcq3YX4k&app=desktop

[1] https://www.passportindex.org
[1] https://www.google.com/url?rct=j&sa=t&url=https%3A%2F%2Fstackoverflow.com%2Fquestions%2F65108330%2Fbig-data-visualisation&ct=ga&cd=CAIyGjk5YWFjYjJkNzIyNDM5Njk6Y29tOmVuOlVT&usg=AFQjCNE4zp_EV43rdm47a1GyL3zLKtUNng&utm_source=dlvr.it&utm_medium=twitter
[1] https://www.youtube.com/watch?v=Lmb-a-gephI&feature=youtu.be

[1] https://www.facebook.com/login.php?next=https%3A%2F%2Fwww.facebook.com%2Fgroups%2Fgephi

Top URLs in Tweet in G3:
[2] https://www.eeie.fr/webinar-eeie-09-investigations-sur-twitter/
[2] https://www.youtube.com/watch?v=DMOWhqp6lHQ&feature=youtu.be

[1] https://drive.google.com/file/d/14i40kU8sZMlW07b6M5t8F_LoL37dtegy/view?usp=sharing
[1] https://www.youtube.com/watch?v=YM_37z_uURM&feature=youtu.be

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


Top URLs in Tweet in G4:
[3] https://einblicke.hypotheses.org/199

Top URLs in Tweet in G5:
[1] https://cartorezo.wordpress.com/2019/09/02/identifier-des-signaux-faibles-via-twitter-sur-les-services-de-cybersecurite/
[1] https://twitter.com/SouveraineTech/status/1331520244838436866
[1] https://interhop.org/dons-2020
[1] https://twitter.com/beviereboyer/status/1327219841384796163?s=20

Top URLs in Tweet in G6:
[1] http://graph.dot

Top URLs in Tweet in G7:
[1] http://www-personal.umich.edu/~mejn/netdata/
[1] http://www.sociopatterns.org/datasets/
[1] https://icon.colorado.edu/#!/
[1] https://github.com/gephi/gephi/wiki/Datasets

Top URLs in Tweet in G8:
[4] https://fotografie2014.wordpress.com/twitter/
[4] https://www.reddit.com/r/datascience/comments/k2krou/social_network_analysis_layout_question/
[3] https://mediaresearchinstitute.wordpress.com/forschung-einblicke/

Top Domains
Top Domains in Tweet in Entire Graph:
[8] wordpress.com
[7] youtube.com
[6] twitter.com
[5] medium.com
[5] amazonaws.com
[4] gephi.org
[4] reddit.com
[3] eseis.es
[3] google.com
[3] hypotheses.org

Top Domains in Tweet in G1:
[2] github.io
[1] twitter.com
[1] massmine.org
[1] tweepy.org
[1] stanford.edu
[1] gephi.org

Top Domains in Tweet in G2:
[2] youtube.com
[2] medium.com
[1] gephi.org
[1] passportindex.org
[1] google.com
[1] facebook.com

Top Domains in Tweet in G3:
[4] youtube.com
[2] eeie.fr
[1] google.com

Top Domains in Tweet in G4:
[3] hypotheses.org

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

Top Domains in Tweet in G6:
[1] graph.dot

Top Domains in Tweet in G7:
[1] umich.edu
[1] sociopatterns.org
[1] colorado.edu
[1] github.com

Top Domains in Tweet in G8:
[7] wordpress.com
[4] reddit.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[38] gephi
[19] twitter
[19] digitalhumanities
[17] datascience
[15] osint
[14] webinar
[10] dataliteracy_oman
[9] twitterresearchproject
[9] socialnetworkanalysis
[7] rstats



Top Hashtags in Tweet in G1:
[1] hold_up
[1] complotiste

Top Hashtags in Tweet in G2:
[6] dataliteracy_oman
[3] gephi
[1] visafree
[1] travel
[1] complexnetworks
[1] bigdata
[1] cdo
[1] cto
[1] ps4live
[1] neo4j

Top Hashtags in Tweet in G3:
[18] twitter
[14] osint
[13] webinar
[5] socmint
[2] gephi

Top Hashtags in Tweet in G4:
[19] digitalhumanities
[13] gephi
[6] netzwerkanalyse
[2] networkanalysis
[1] networkananalysis

Top Hashtags in Tweet in G5:
[5] rgpd
[2] dataviz
[2] gaiax
[1] webinar
[1] osint
[1] twitter
[1] signauxfaibles
[1] sociallistening

Top Hashtags in Tweet in G6:
[2] parlerhacked
[1] felonshenanigans

Top Hashtags in Tweet in G8:
[11] datascience
[9] twitterresearchproject
[9] socialnetworkanalysis
[7] rstats
[7] gephi
[7] nodexl
[6] machinelearning
[6] qgis
[2] mediaresearchinstitute
[2] incels

Top Hashtags in Tweet in G10:
[1] airdrop
[1] nfts
[1] defi

Top Words
Top Words in Tweet in Entire Graph:
[179] gephi
[41] twitter
[38] #gephi
[38] webinar
[33] data
[29] graph
[24] netzwerkanalyse
[19] #twitter
[19] replay
[19] mon

Top Words in Tweet in G1:
[38] gephi
[16] groups
[14] 3r1ng
[13] admins
[12] facebook
[12] graph
[11] many
[11] common
[11] ran
[11] contains

Top Words in Tweet in G2:
[25] gephi
[14] ãƒ
[8] data
[7] 활용한
[6] #dataliteracy_oman
[5] graph
[4] used
[4] šã
[4] ϋ
[4] 를

Top Words in Tweet in G3:
[36] webinar
[18] #twitter
[18] replay
[18] mon
[18] eeie
[18] investigations
[18] twitter
[18] ligne
[18] vidã
[17] secou

Top Words in Tweet in G4:
[24] netzwerkanalyse
[19] #digitalhumanities
[18] rückblick
[14] chancen
[14] grenzen
[14] beispiel
[13] #gephi
[12] vortrag
[11] textundblog
[11] grandje

Top Words in Tweet in G5:
[16] g_sylvestre
[11] gephi
[10] visibrain
[9] oief_synfie
[9] faure_t
[9] reesmarc
[9] sfermigier
[8] interchu
[7] merci
[6] j'avais

Top Words in Tweet in G6:
[28] gephi
[16] graphistry
[12] arangodb
[10] agoodfireburns
[8] lmeyerov
[7] americanhacker
[7] data
[6] elastic
[6] graph
[5] time

Top Words in Tweet in G7:
[2] annie_waldherr
[2] sgonzalezbailon
[2] ryanjgallag
[2] nuernbergk
[2] 85maier1
[2] jajuenger
[2] data

Top Words in Tweet in G8:
[16] sna
[11] #datascience
[9] #twitterresearchproject
[9] #socialnetworkanalysis
[8] geolocation
[7] #rstats
[7] #gephi
[7] #nodexl
[6] #machinelearning
[6] #qgis

Top Words in Tweet in G9:
[2] zoe_leblanc
[2] chaotic
[2] neutral

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[19] #twitter,replay
[19] replay,mon
[19] mon,webinar
[19] webinar,eeie
[19] eeie,investigations
[19] investigations,twitter
[19] twitter,ligne
[19] ligne,vidã
[19] vidã,webinar
[14] #webinar,#osint

Top Word Pairs in Tweet in G1:
[11] many,facebook
[11] facebook,groups
[11] groups,admins
[11] admins,common
[11] common,ran
[11] ran,gephi
[11] gephi,graph
[11] graph,contains
[11] contains,41
[11] 41,fb

Top Word Pairs in Tweet in G2:
[10] ãƒ,ãƒ
[4] 를,활용한
[3] big,data
[3] databases,using
[3] using,gephi
[2] gephi,open
[2] use,gephi
[2] data,visualisation
[2] áµ,áµ
[2] ç,ºå

Top Word Pairs in Tweet in G3:
[18] #twitter,replay
[18] replay,mon
[18] mon,webinar
[18] webinar,eeie
[18] eeie,investigations
[18] investigations,twitter
[18] twitter,ligne
[18] ligne,vidã
[18] vidã,webinar
[13] #webinar,#osint

Top Word Pairs in Tweet in G4:
[14] chancen,grenzen
[13] beispiel,#gephi
[13] grenzen,beispiel
[12] netzwerkanalyse,#digitalhumanities
[12] #digitalhumanities,chancen
[12] #gephi,rückblick
[12] rückblick,vortrag
[11] textundblog,netzwerkanalyse
[11] vortrag,grandje
[6] rückblick,die

Top Word Pairs in Tweet in G5:
[10] visibrain,gephi
[9] sfermigier,visibrain
[8] faure_t,reesmarc
[8] reesmarc,sfermigier
[7] g_sylvestre,oief_synfie
[6] oief_synfie,interchu
[6] interchu,faure_t
[5] j'avais,identifié
[5] identifié,septembre
[5] septembre,2019

Top Word Pairs in Tweet in G6:
[12] gephi,graphistry
[9] graphistry,agoodfireburns
[8] agoodfireburns,arangodb
[7] lmeyerov,gephi
[5] americanhacker,gephi
[3] pmoust,elastic
[2] data,scale
[2] scale,#parlerhacked
[2] #parlerhacked,simple
[2] simple,visualize

Top Word Pairs in Tweet in G7:
[2] sgonzalezbailon,ryanjgallag
[2] ryanjgallag,nuernbergk
[2] nuernbergk,85maier1
[2] 85maier1,jajuenger

Top Word Pairs in Tweet in G8:
[9] #twitterresearchproject,#socialnetworkanalysis
[9] #socialnetworkanalysis,sna
[7] #gephi,#nodexl
[6] #datascience,#machinelearning
[6] geolocation,#rstats
[6] #rstats,#qgis
[5] allhoff_joachim,#twitterresearchproject
[4] sna,influencer
[4] see,more
[4] social,network

Top Replied-To
Top Replied-To in Entire Graph:
@lmeyerov
@g_sylvestre
@jacomyma
@moaimx
@3r1ng
@americanhacker
@adityaperdanapp
@pmoust
@milosgajdos
@soggenealogist

Top Replied-To in G1:
@3r1ng
@soggenealogist
@andrec198
@borsamat
@emilycgb
@ciropellegrino
@umanesimo
@scientistsoph

Top Replied-To in G3:
@jacomyma
@pietercoppens8

Top Replied-To in G4:
@grandjeanmartin

Top Replied-To in G5:
@g_sylvestre
@francoisdanselm
@jacomyma

Top Replied-To in G6:
@lmeyerov
@americanhacker
@pmoust
@milosgajdos

Top Replied-To in G7:
@annie_waldherr

Top Replied-To in G9:
@zoe_leblanc

Top Replied-To in G10:
@lactihusk

Top Mentioned
Top Mentioned in Entire Graph:
@gephi
@secou
@graphistry
@textundblog
@grandje
@visibrain
@3r1ng
@agoodfireburns
@arangodb
@oief_synfie

Top Mentioned in G1:
@gephi
@3r1ng
@bernardamus
@guidorusticoni
@guidocrosetto
@gabrigiammanco
@matteosalvinimi
@andreagiuricin
@ricpuglisi
@furiogarbagnati

Top Mentioned in G3:
@secou
@banpangar
@gephi
@jacomyma

Top Mentioned in G4:
@textundblog
@grandje
@grandjeanmartin
@dh_unibe
@dehypotheses

Top Mentioned in G5:
@visibrain
@gephi
@oief_synfie
@faure_t
@reesmarc
@sfermigier
@interchu
@g_sylvestre
@pradeo
@secou

Top Mentioned in G6:
@gephi
@graphistry
@agoodfireburns
@arangodb
@elastic
@americanhacker
@maltegohq
@ikeausa

Top Mentioned in G7:
@sgonzalezbailon
@ryanjgallag
@nuernbergk
@85maier1
@jajuenger
@flxvctr
@ciro
@alainbarrat
@foucaultwelles

Top Mentioned in G8:
@allhoff_joachim
@dataaugmented

Top Mentioned in G9:
@scott_bot
@xandaschofield
@ted_underwood
@benmschmidt
@kmlawson

Top Mentioned in G10:
@lovepatakmu
@sarahcpr
@richard_schiff
@aruna_aghora
@gephi

Top Tweeters
Top Tweeters in Entire Graph:
@dataaugmented
@masky_jay_hoody
@suriyasubraman
@rstatstweet
@ricpuglisi
@folucar
@sirchamallow
@melena40170393
@textundblog
@bizcom

Top Tweeters in G1:
@masky_jay_hoody
@ricpuglisi
@melena40170393
@ottobreinfo
@timparenti
@kcarruthers
@kathmorrow90
@umanesimo
@barripdmx
@ciropellegrino

Top Tweeters in G2:
@suriyasubraman
@hurripenny
@jasoncaston
@composioco
@karumu_guardian
@esloketoka
@mementocaelum
@zarabeey
@_likr
@totetmatt

Top Tweeters in G3:
@sirchamallow
@bizcom
@crid
@albertoemachado
@terryzim
@jotdownpi
@secou
@marc_smith
@mihkal
@slickrockweb

Top Tweeters in G4:
@textundblog
@v_i_o_l_a
@real_person_dh
@stabihh
@digtalhumanatee
@true_mxp
@grandjeanmartin
@dehypotheses
@jodageiger
@webisblog

Top Tweeters in G5:
@reesmarc
@nboulouque
@laurentozon
@sfermigier
@faure_t
@beviereboyer
@sigabort42
@hdagrain
@visibrain
@g_sylvestre

Top Tweeters in G6:
@agoodfireburns
@skooked
@hakmem
@ikeausa
@milosgajdos
@lmeyerov
@elastic
@arangodb
@americanhacker
@pmoust

Top Tweeters in G7:
@ryanjgallag
@ciro
@flxvctr
@alainbarrat
@foucaultwelles
@annie_waldherr
@nuernbergk
@sgonzalezbailon
@85maier1
@jajuenger

Top Tweeters in G8:
@dataaugmented
@rstatstweet
@e_nterdiscipl
@dscfutabot
@rush_data
@medaibot
@intelcrim
@allhoff_joachim

Top Tweeters in G9:
@scott_bot
@ted_underwood
@fdlaramee
@kmlawson
@xandaschofield
@zoe_leblanc
@benmschmidt

Top Tweeters in G10:
@sarahcpr
@richard_schiff
@aruna_aghora
@lovepatakmu
@bsvmania1
@lactihusk


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