gephi, Twitter, 2/9/2021 1:27:52 AM, 247362


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gephi_2021-02-08_17-25-08.xlsx
gephi_2021-02-08_17-25-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 09, 2021
Short Description:
gephi via NodeXL https://bit.ly/3a2RBHn
@gephi
@beeeeeers
@blocingenieria
@datos_extremos
@allhoff_joachim
@sorishapragyan
@bulletproofbry
@andreskupin
@strategy_gal
@theyotg

Top hashtags:
#twitterresearchproject
#socialnetworkanalysis
#gephi
#sna

Description:
Description
The graph represents a network of 292 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, 09 February 2021 at 01:25 UTC.

The requested start date was Tuesday, 09 February 2021 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, 14-hour, 0-minute period from Tuesday, 26 January 2021 at 07:55 UTC to Sunday, 07 February 2021 at 21:56 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 : 292
Unique Edges : 234
Edges With Duplicates : 266
Total Edges : 500
Number of Edge Types : 5
Replies to : 70
Mentions : 157
Retweet : 92
MentionsInRetweet : 129
Tweet : 52
Self-Loops : 52
Reciprocated Vertex Pair Ratio : 0.0538720538720539
Reciprocated Edge Ratio : 0.10223642172524
Connected Components : 66
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 126
Maximum Edges in a Connected Component : 294
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.386007
Graph Density : 0.00368356635126865
Modularity : 0.572904
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 292 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, 09 February 2021 at 01:25 UTC.

The requested start date was Tuesday, 09 February 2021 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, 14-hour, 0-minute period from Tuesday, 26 January 2021 at 07:55 UTC to Sunday, 07 February 2021 at 21:56 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://mediaresearchinstitute.wordpress.com/forschung-einblicke/
[4] https://medium.com/dataseries/telegram-network-visualization-tracing-forwards-and-mentions-f75746712fcf
[3] https://gephi.org/
[2] https://fotografie2014.wordpress.com
[1] https://twitter.com/beeeeeers/status/1358141547057848320
[1] https://fotografie2014.wordpress.com/geodata-analysis/
[1] https://kateto.net/tutorials/
[1] https://twitter.com/search?q=COFI34&f=live
[1] https://searchengineland.com/easy-visualizations-pagerank-page-groups-gephi-265716
[1] https://twitter.com/drewazachary/status/1357083509714780163

Top URLs in Tweet in G1:
[1] https://benjaminstrick.com/how-i-scrape-and-analyse-twitter-networks/
[1] https://github.com/juliend2/joplin-to-gephi
[1] https://drive.google.com/file/d/1Nuk7nIFVyCWwURhezHHI72usDSet4FEw/view?usp=sharing
[1] https://twitter.com/Arifai777/status/1264194439674687489?s=19
[1] https://twitter.com/Arifai777/status/1313108937231613952?s=19
[1] http://www.briansarnacki.com/gephi-tutorial/

Top URLs in Tweet in G2:
[1] https://www.analyticsvidhya.com/blog/2021/01/social-network-analysis-using-gephi/?utm_content=buffer213cd&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://himalayas.app/companies/streamloots/jobs/head-of-data-2ca37e5f-50e1-4cb9-876a-fc6b555fb17f
[1] https://www.researchgate.net/publication/332023058_From_Louvain_to_Leiden_guaranteeing_well-connected_communities
[1] https://bitquery.io/blog/visualize-coinpath-results-using-gephi?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[1] https://communalytic.com/tutorial-5-export-to-gephi/
[1] https://www.youtube.com/watch?v=yYd8nSQRpis&feature=youtu.be

[1] https://kateto.net/2014/04/facebook-data-collection-and-photo-network-visualization-with-gephi-and-r/
[1] https://twitter.com/beeeeeers/status/1358141547057848320

Top URLs in Tweet in G4:
[1] https://twitter.com/drewazachary/status/1357083509714780163

Top URLs in Tweet in G5:
[1] https://gephi.org/
[1] https://neo4j.com/

Top URLs in Tweet in G7:
[6] https://mediaresearchinstitute.wordpress.com/forschung-einblicke/
[2] https://fotografie2014.wordpress.com
[1] https://fotografie2014.wordpress.com/geodata-analysis/
[1] https://fotografie2014.wordpress.com/

Top URLs in Tweet in G8:
[1] http://iued.formacion.uned.es/actividad/idactividad/23900

Top URLs in Tweet in G10:
[1] https://bigdata.sdsu.edu/coronavirus/
[1] https://twitter.com/AndreSkupin/status/1354771911654350852

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[21] twitterresearchproject
[21] socialnetworkanalysis
[19] gephi
[18] sna
[15] mediaresearchinstitute
[15] machinelearning
[12] nodexl
[8] datascience
[7] pids
[6] rstats



Top Hashtags in Tweet in G1:
[1] dataviz
[1] zettelkasten
[1] visualization

Top Hashtags in Tweet in G2:
[3] gephi
[2] machinelearning
[2] ai
[1] phdchat
[1] socialmedia
[1] nodexl
[1] datascience
[1] artificialintelligence
[1] streamloots
[1] ml

Top Hashtags in Tweet in G4:
[3] socialnetwork
[3] zacharykarateclub
[3] python
[3] networkx

Top Hashtags in Tweet in G5:
[7] pids
[2] pidapalooza21
[1] neo4j
[1] gephi
[1] pollockinpidworld
[1] datavisualization

Top Hashtags in Tweet in G7:
[21] twitterresearchproject
[21] socialnetworkanalysis
[17] sna
[15] mediaresearchinstitute
[13] machinelearning
[11] nodexl
[11] gephi
[6] rstats
[6] datascience
[5] vosonsml

Top Hashtags in Tweet in G10:
[2] datavisualization
[2] coronavirus
[1] sci2
[1] arcgisdashboards

Top Words
Top Words in Tweet in Entire Graph:
[155] gephi
[101] î
[54] data
[44] using
[42] nodes
[39] visualisation
[38] network
[29] more
[24] twitter
[22] retweet

Top Words in Tweet in G1:
[44] gephi
[33] visualisation
[22] data
[19] bendobrown
[17] made
[16] those
[16] wondering
[16] process
[16] using
[16] radial

Top Words in Tweet in G2:
[22] gephi
[5] network
[4] analysis
[3] data
[3] twitter
[3] social
[3] using
[3] #gephi
[3] visualize
[2] manchester

Top Words in Tweet in G3:
[34] nodes
[19] beeeeeers
[17] more
[17] according
[16] drawn
[16] closer
[16] together
[16] relatively
[16] users
[16] retweet

Top Words in Tweet in G4:
[3] bulletproofbry
[3] 70s
[3] #socialnetwork
[3] analysis
[3] dope
[3] #zacharykarateclub
[3] data
[3] dataset
[3] #python
[3] #networkx

Top Words in Tweet in G5:
[9] research
[9] collaboration
[9] using
[8] pidapalooza
[7] amir_aryani
[7] #pids
[6] awesome
[6] visualization
[6] created
[6] show

Top Words in Tweet in G7:
[21] #twitterresearchproject
[21] #socialnetworkanalysis
[17] #sna
[15] allhoff_joachim
[15] #mediaresearchinstitute
[13] #machinelearning
[11] #nodexl
[11] #gephi
[7] more
[6] #rstats

Top Words in Tweet in G8:
[8] quieres
[8] modernizar
[8] enseñanza
[8] aprendizaje
[8] literatura
[8] 'humanidades
[8] digitales
[8] estudios
[8] literarios
[7] uned_filologia

Top Words in Tweet in G9:
[4] realdonaldtrump
[4] uwcip
[4] gephi
[3] katestarbird
[2] nomad_lennon
[2] python
[2] process
[2] data
[2] believe
[2] generate

Top Words in Tweet in G10:
[4] gt
[3] thanks
[2] done
[2] attendees
[2] bigdataresearch
[2] hosting
[2] #datavisualization
[2] #coronavirus
[2] research
[2] literature

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[70] î,î
[19] data,visualisation
[18] nodes,drawn
[18] drawn,closer
[18] closer,together
[18] together,relatively
[18] relatively,more
[18] more,users
[18] users,retweet
[18] retweet,both

Top Word Pairs in Tweet in G1:
[16] those,wondering
[16] wondering,data
[16] data,visualisation
[16] visualisation,process
[16] process,visualisation
[16] visualisation,made
[16] made,gephi
[16] gephi,using
[16] using,radial
[16] radial,axis

Top Word Pairs in Tweet in G2:
[3] social,network
[3] network,analysis
[2] programa,gephi
[2] analysis,using
[2] using,gephi
[2] pracy,gephi

Top Word Pairs in Tweet in G3:
[16] nodes,drawn
[16] drawn,closer
[16] closer,together
[16] together,relatively
[16] relatively,more
[16] more,users
[16] users,retweet
[16] retweet,both
[16] both,accounts
[16] accounts,nodes

Top Word Pairs in Tweet in G4:
[3] 70s,#socialnetwork
[3] #socialnetwork,analysis
[3] analysis,dope
[3] dope,#zacharykarateclub
[3] #zacharykarateclub,data
[3] data,dataset
[3] dataset,#python
[3] #python,#networkx
[3] #networkx,hit
[3] hit,retweeter

Top Word Pairs in Tweet in G5:
[9] research,collaboration
[6] awesome,visualization
[6] visualization,created
[6] created,amir_aryani
[6] amir_aryani,show
[6] show,research
[6] collaboration,networks
[6] networks,based
[6] based,#pids
[6] #pids,using

Top Word Pairs in Tweet in G7:
[15] allhoff_joachim,#twitterresearchproject
[14] #twitterresearchproject,#mediaresearchinstitute
[14] #mediaresearchinstitute,#socialnetworkanalysis
[11] #socialnetworkanalysis,#sna
[11] #nodexl,#gephi
[7] #twitterresearchproject,#socialnetworkanalysis
[7] #socialnetworkanalysis,#machinelearning
[6] #sna,#nodexl
[6] #gephi,#sna
[6] see,more

Top Word Pairs in Tweet in G8:
[8] quieres,modernizar
[8] modernizar,enseñanza
[8] enseñanza,aprendizaje
[8] aprendizaje,literatura
[8] literatura,'humanidades
[8] 'humanidades,digitales
[8] digitales,estudios
[8] estudios,literarios
[7] uned_filologia,quieres
[7] literarios,españ

Top Word Pairs in Tweet in G9:
[4] realdonaldtrump,uwcip
[2] nomad_lennon,realdonaldtrump
[2] uwcip,python
[2] python,process
[2] process,data
[2] data,gephi
[2] gephi,believe
[2] believe,generate
[2] generate,visual
[2] visual,layout

Top Word Pairs in Tweet in G10:
[2] done,thanks
[2] thanks,attendees
[2] attendees,bigdataresearch
[2] bigdataresearch,hosting
[2] hosting,#datavisualization
[2] #datavisualization,#coronavirus
[2] #coronavirus,research
[2] research,literature

Top Replied-To
Top Replied-To in Entire Graph:
@rebeccawingo
@beeeeeers
@bendobrown
@jasonbaumgartne
@gephi
@totetmatt
@aqfiazfan
@mcpcivilwar
@jenhoward
@diarmuidtorney

Top Replied-To in G1:
@rebeccawingo
@bendobrown
@gephi
@aqfiazfan
@mcpcivilwar
@secou
@dikmenmec
@arifai777
@therudihartanto
@keepthecamino

Top Replied-To in G3:
@beeeeeers
@calimel5

Top Replied-To in G4:
@bulletproofbry

Top Replied-To in G6:
@jaume_chicoy

Top Replied-To in G9:
@nomad_lennon
@patbryantx2
@katestarbird

Top Mentioned
Top Mentioned in Entire Graph:
@gephi
@beeeeeers
@bendobrown
@allhoff_joachim
@briansarnacki
@pidapalooza
@amir_aryani
@uned_filologia
@cyberalexi
@aaronmphillips

Top Mentioned in G1:
@gephi
@bendobrown
@briansarnacki
@aaronmphillips
@jacobfriefeld
@mcpcivilwar
@knime
@joplinapp
@threadreaderapp
@secou

Top Mentioned in G3:
@beeeeeers
@gephi

Top Mentioned in G4:
@ashmrichter
@zaknafeindc
@planetucker
@eddie_pickle
@armarvin
@genevievechase
@angelflow_00
@jesseflorig
@2kdei
@graphika_nyc

Top Mentioned in G5:
@pidapalooza
@amir_aryani
@pmarrai
@orcid_org
@datacite
@crossreforg
@n_simons

Top Mentioned in G6:
@googlemaps
@naocasanova
@pedro_torrijos
@tuidelescribano
@pmenaarqto
@geografia_uab
@geografiaua
@microsiervos
@johnygrey
@gephi

Top Mentioned in G7:
@allhoff_joachim
@beeeeeers
@sentinel_hub

Top Mentioned in G8:
@uned_filologia
@iueduned
@uantwerpen

Top Mentioned in G9:
@realdonaldtrump
@uwcip
@katestarbird
@nomad_lennon
@beeeeeers
@thevandelay

Top Mentioned in G10:
@bigdataresearch
@andreskupin
@webofscience
@katycns
@gephi
@arcgispro
@arcgisstorymaps

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@collegemenfess
@paulstewartii
@jhamby
@suekhi
@lawgirl318
@andrewmorrisuk
@rangel_lucia
@sonokocentral
@prpeep

Top Tweeters in G1:
@threadreaderapp
@bkanad
@eliothiggins
@bugs_punny
@_nairfyi
@barripdmx
@therudihartanto
@dikmenmec
@devin_asia
@sourav_sngupta

Top Tweeters in G2:
@toriskoczi
@rokiroki_riko
@was3210
@jokitugasfess
@petitpixel29
@wileyed
@mitchr_28
@phmai
@_granados_g
@minimumwada

Top Tweeters in G3:
@paulstewartii
@jhamby
@suekhi
@lawgirl318
@sonokocentral
@prpeep
@dinipc
@garland_paige
@moocowsue
@genereaux2019

Top Tweeters in G4:
@ipythonistabot
@2kdei
@zaknafeindc
@strategy_gal
@tcrossmd
@genevievechase
@ashmrichter
@nodexl
@jesseflorig
@armarvin

Top Tweeters in G5:
@fabriciosx
@orcid_org
@catmacoa
@romain_david_13
@crossreforg
@conver_gence
@pmarrai
@n_simons
@datacite
@pidapalooza

Top Tweeters in G6:
@pedro_torrijos
@googlemaps
@microsiervos
@johnygrey
@naocasanova
@geografia_uab
@tuidelescribano
@blocingenieria
@pmenaarqto
@geografiaua

Top Tweeters in G7:
@andrewmorrisuk
@salhaj
@rstats4ds
@godfrey_g_
@openscitalk
@sentinel_hub
@allhoff_joachim
@danieljimenezm9
@datos_extremos
@networktremieu

Top Tweeters in G8:
@marich
@martaep_mep
@glaincorona
@uantwerpen
@emartinmonje
@iueduned
@uned_filologia
@claraimcanton
@dxvidmr
@romeaelena

Top Tweeters in G9:
@realdonaldtrump
@sorishapragyan
@katestarbird
@nomad_lennon
@thevandelay
@marichal
@patbryantx2
@greeneyeskit
@uwcip

Top Tweeters in G10:
@arcgisstorymaps
@webofscience
@arcgispro
@katycns
@bigdataresearch
@andreskupin
@cics_sdsu


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