gephi, Twitter, 10/12/2021 5:05:24 AM, 264358


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gephi_2021-10-11_17-52-00.xlsx
gephi_2021-10-11_17-52-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 12, 2021
Short Description:
gephi via NodeXL https://bit.ly/3DvAART
@gephi
@cjenscook
@allhoff_joachim
@janhorstmannn
@felwert
@anderskmunk
@grandjeanmartin
@hxxxkxxx
@reutsmichael1
@docassar

Top hashtags:
#mediaresearchinstitute
#twitterresearchproject
#socialnetworkanalysis
#gephi

Description:
Description
The graph represents a network of 222 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, 12 October 2021 at 00:52 UTC.

The requested start date was Tuesday, 12 October 2021 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 12-day, 16-hour, 49-minute period from Tuesday, 28 September 2021 at 02:46 UTC to Sunday, 10 October 2021 at 19:35 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 : 222
Unique Edges : 236
Edges With Duplicates : 392
Total Edges : 628
Number of Edge Types : 5
Replies to : 40
Mentions : 169
Tweet : 47
Retweet : 122
MentionsInRetweet : 250
Self-Loops : 64
Reciprocated Vertex Pair Ratio : 0.0575757575757576
Reciprocated Edge Ratio : 0.108882521489971
Connected Components : 49
Single-Vertex Connected Components : 20
Maximum Vertices in a Connected Component : 94
Maximum Edges in a Connected Component : 447
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.811437
Graph Density : 0.00711344828991888
Modularity : 0.447205
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 222 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, 12 October 2021 at 00:52 UTC.

The requested start date was Tuesday, 12 October 2021 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 12-day, 16-hour, 49-minute period from Tuesday, 28 September 2021 at 02:46 UTC to Sunday, 10 October 2021 at 19:35 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:
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=263690
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=263038
[5] https://github.com/digitalmethodsinitiative/dmi-tcat
[5] https://github.com/gephi/gephi
[5] https://mediaresearchinstitute.wordpress.com/forschung-einblicke/
[3] https://gephi.org/
[3] https://drive.google.com/file/d/12BnpViezjcQ2fltHsGXFcF927cMb7bgI/view?usp=sharing
[3] http://www.prodomosua.it/inktober.xls
[2] http://dahss21.harald-klinke.de/
[1] https://gephi.wordpress.com/2010/05/17/map-geocoded-data-with-gephi/

Top URLs in Tweet in G1:
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=263690
[9] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=263038
[5] https://mediaresearchinstitute.wordpress.com/forschung-einblicke/
[2] http://dahss21.harald-klinke.de/
[1] https://drive.google.com/file/d/11BM1w0MggT1Z6D0brvDrtpu7GZ3jyuDa/view?usp=sharing
[1] https://drive.google.com/file/d/12BnpViezjcQ2fltHsGXFcF927cMb7bgI/view?usp=sharing

Top URLs in Tweet in G2:
[2] https://drive.google.com/file/d/12BnpViezjcQ2fltHsGXFcF927cMb7bgI/view?usp=sharing
[1] https://www.eventbrite.com/e/webinar-mastering-gephi-for-network-analysis-tickets-173596159787
[1] https://www.mdpi.com/1911-8074/14/9/452

Top URLs in Tweet in G3:
[1] https://www.youtube.com/watch?v=8ixDUuSxs_c

[1] https://www.youtube.com/watch?v=_C5t0okSMFM


Top URLs in Tweet in G4:
[1] https://mdl.library.utoronto.ca/support/workshops-training/workshop-schedule
[1] https://link.medium.com/5n7IY5h67jb

Top URLs in Tweet in G6:
[1] https://twitter.com/jacomyma/status/1445338612854370305

Top URLs in Tweet in G7:
[1] https://okt.to/8La2wG
[1] https://okt.to/DOi3Ms
[1] https://okt.to/U1yAHn
[1] https://okt.to/OYzj7F

Top URLs in Tweet in G8:
[1] https://gephi.wordpress.com/2010/05/17/map-geocoded-data-with-gephi/

Top URLs in Tweet in G9:
[5] https://github.com/digitalmethodsinitiative/dmi-tcat
[5] https://github.com/gephi/gephi

Top Domains
Top Domains in Tweet in Entire Graph:
[18] nodexlgraphgallery.org
[11] github.com
[6] wordpress.com
[5] twitter.com
[4] google.com
[4] okt.to
[4] youtube.com
[3] gephi.org
[3] prodomosua.it
[2] harald-klinke.de

Top Domains in Tweet in G1:
[18] nodexlgraphgallery.org
[5] wordpress.com
[2] google.com
[2] harald-klinke.de

Top Domains in Tweet in G2:
[2] google.com
[1] eventbrite.com
[1] mdpi.com

Top Domains in Tweet in G3:
[2] youtube.com

Top Domains in Tweet in G4:
[1] utoronto.ca
[1] medium.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[4] okt.to

Top Domains in Tweet in G8:
[1] wordpress.com

Top Domains in Tweet in G9:
[10] github.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[51] mediaresearchinstitute
[51] twitterresearchproject
[45] socialnetworkanalysis
[34] gephi
[18] datascience
[17] netzwerkanalyse
[17] religionswissenschaft
[16] nodexl
[14] digitalisation
[12] machinelearning



Top Hashtags in Tweet in G1:
[51] mediaresearchinstitute
[51] twitterresearchproject
[44] socialnetworkanalysis
[18] datascience
[17] gephi
[14] digitalisation
[12] machinelearning
[10] digitization
[9] qanon
[9] nodexl

Top Hashtags in Tweet in G2:
[2] dataviz
[2] network
[1] socialnetworkanalysis
[1] payments
[1] pulpfiction
[1] gephi

Top Hashtags in Tweet in G3:
[17] netzwerkanalyse
[17] religionswissenschaft

Top Hashtags in Tweet in G4:
[2] gephi
[1] urfist2021
[1] teste
[1] visualising
[1] publications
[1] googlescholar

Top Hashtags in Tweet in G5:
[10] syriahoax
[1] 100daysofcode
[1] womenwhocode
[1] blacktechtwitter

Top Hashtags in Tweet in G6:
[1] toolheterodoxy

Top Hashtags in Tweet in G7:
[5] twin4j
[4] neo4j
[1] java
[1] modeling
[1] breadcrumbs
[1] graphaware
[1] blockchain
[1] graphker
[1] cybersecurity
[1] mitre

Top Words
Top Words in Tweet in Entire Graph:
[149] gephi
[56] allhoff_joachim
[51] #mediaresearchinstitute
[51] #twitterresearchproject
[45] #socialnetworkanalysis
[34] #gephi
[34] die
[30] janhorstmannn
[29] felwert
[26] nodexl

Top Words in Tweet in G1:
[56] allhoff_joachim
[51] #mediaresearchinstitute
[51] #twitterresearchproject
[44] #socialnetworkanalysis
[44] gephi
[25] nodexl
[20] seinecle
[18] #datascience
[17] #gephi
[15] hxxxkxxx

Top Words in Tweet in G2:
[23] gephi
[7] t_fleischman
[7] network
[7] payment
[7] system
[6] graphs
[6] visualisation
[6] flows
[6] go
[6] external

Top Words in Tweet in G3:
[34] die
[21] janhorstmannn
[20] felwert
[17] wundervoll
[17] niedrigschwellige
[17] einführung
[17] #netzwerkanalyse
[17] #religionswissenschaft
[6] zotero
[6] openrefine

Top Words in Tweet in G4:
[17] gephi
[3] workshops
[3] instagram
[3] sei
[3] как
[2] lie
[2] bigot
[2] iramuteq
[2] data
[2] playing

Top Words in Tweet in G5:
[10] gephi
[10] visualization
[10] diagram
[10] showing
[10] viral
[10] explosive
[10] transmission
[10] #syriahoax
[10] story
[10] twitter

Top Words in Tweet in G6:
[9] grandjeanmartin
[9] gephi
[9] layouts
[8] delighted
[8] explain
[8] esoteric
[8] uses
[8] tantlab
[8] includes
[8] hand

Top Words in Tweet in G7:
[12] neo4j
[5] #twin4j
[4] #neo4j
[4] folks
[4] graph_aware
[4] appbreadcrumbs
[4] collaborated
[4] analyze
[4] billions
[4] crypto

Top Words in Tweet in G9:
[10] για
[5] giorgos_vr
[5] τη
[5] συλλογή
[5] των
[5] δεδομένων
[5] την
[5] κατασκευή
[5] του
[5] γράφου

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[51] #mediaresearchinstitute,#twitterresearchproject
[38] #twitterresearchproject,#socialnetworkanalysis
[36] allhoff_joachim,#mediaresearchinstitute
[20] nodexl,gephi
[20] gephi,allhoff_joachim
[18] gephi,nodexl
[17] wundervoll,niedrigschwellige
[17] niedrigschwellige,einführung
[17] einführung,die
[17] die,#netzwerkanalyse

Top Word Pairs in Tweet in G1:
[51] #mediaresearchinstitute,#twitterresearchproject
[38] #twitterresearchproject,#socialnetworkanalysis
[36] allhoff_joachim,#mediaresearchinstitute
[20] nodexl,gephi
[20] gephi,allhoff_joachim
[18] gephi,nodexl
[12] tweets,last
[12] last,weeks
[11] allhoff_joachim,mihkal
[11] mihkal,hxxxkxxx

Top Word Pairs in Tweet in G2:
[7] payment,system
[6] visualisation,payment
[6] system,flows
[6] flows,go
[6] go,external
[6] external,financing
[6] financing,two
[6] two,big
[6] big,nodes
[6] nodes,bottom

Top Word Pairs in Tweet in G3:
[17] wundervoll,niedrigschwellige
[17] niedrigschwellige,einführung
[17] einführung,die
[17] die,#netzwerkanalyse
[17] #netzwerkanalyse,die
[17] die,#religionswissenschaft
[17] #religionswissenschaft,felwert
[16] janhorstmannn,wundervoll
[6] zotero,openrefine
[6] openrefine,gephi

Top Word Pairs in Tweet in G4:
[2] gephi,iramuteq
[2] dados,instagram

Top Word Pairs in Tweet in G5:
[10] gephi,visualization
[10] visualization,diagram
[10] diagram,showing
[10] showing,viral
[10] viral,explosive
[10] explosive,transmission
[10] transmission,#syriahoax
[10] #syriahoax,story
[10] story,twitter
[10] twitter,over

Top Word Pairs in Tweet in G6:
[8] delighted,grandjeanmartin
[8] grandjeanmartin,explain
[8] explain,esoteric
[8] esoteric,uses
[8] uses,gephi
[8] gephi,tantlab
[8] tantlab,includes
[8] includes,hand
[8] hand,placed
[8] placed,layouts

Top Word Pairs in Tweet in G7:
[4] folks,graph_aware
[4] graph_aware,appbreadcrumbs
[4] appbreadcrumbs,collaborated
[4] collaborated,analyze
[4] analyze,billions
[4] billions,crypto
[4] crypto,transactions
[4] transactions,use
[4] use,neo4j
[3] neo4j,folks

Top Word Pairs in Tweet in G9:
[5] giorgos_vr,για
[5] για,τη
[5] τη,συλλογή
[5] συλλογή,των
[5] των,δεδομένων
[5] δεδομένων,για
[5] για,την
[5] την,κατασκευή
[5] κατασκευή,του
[5] του,γράφου

Top Replied-To
Top Replied-To in Entire Graph:
@doctornicosmic
@felwert
@soranekotanta
@gephi
@rjurney
@optophysakhil
@locky764
@_subaru_3776
@clarkesworld
@buddnicholas

Top Replied-To in G1:
@docassar
@salhaj
@gephi
@mihkal

Top Replied-To in G2:
@rjurney
@t_fleischman
@alexisolivo

Top Replied-To in G3:
@felwert
@wpippich
@janhorstmannn

Top Replied-To in G6:
@gephi

Top Replied-To in G8:
@optophysakhil

Top Replied-To in G9:
@giorgos_vr

Top Replied-To in G10:
@lixingguang

Top Mentioned
Top Mentioned in Entire Graph:
@allhoff_joachim
@gephi
@janhorstmannn
@felwert
@seinecle
@hxxxkxxx
@mihkal
@archaeoklammt
@chidambara09
@docassar

Top Mentioned in G1:
@allhoff_joachim
@gephi
@seinecle
@hxxxkxxx
@mihkal
@archaeoklammt
@chidambara09
@docassar
@cjenscook
@uofuit

Top Mentioned in G2:
@gephi
@t_fleischman
@peppilittera
@paolo3d
@socioviz
@mihkal
@py_data_sci
@rjurney
@frances_coppola
@izakaminska

Top Mentioned in G3:
@janhorstmannn
@felwert
@zotero
@openrefine
@gephi

Top Mentioned in G5:
@rags2riches725

Top Mentioned in G6:
@grandjeanmartin
@tantlab
@jacomyma

Top Mentioned in G7:
@neo4j
@graph_aware
@appbreadcrumbs
@jmhreif
@meetsuvariya

Top Mentioned in G8:
@academicchatter
@academicdilemma
@postdocvoice
@hapyresearchers
@phdforum
@postdocsforum

Top Mentioned in G9:
@smykos
@giorgos_vr

Top Mentioned in G10:
@balake_williams
@big_data_kane
@bmalthouse
@uvmcomplexity

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@chidambara09
@thedeveloperbot
@morolswediu
@awkward_1110
@djangobot_
@andrewmorrisuk
@fabriciosx
@frances_coppola
@womencodersbot

Top Tweeters in G1:
@chidambara09
@andrewmorrisuk
@fabriciosx
@yleuutiset
@developerbot_v1
@salhaj
@michaelbathurst
@manifattura40
@abhibisht89
@openscitalk

Top Tweeters in G2:
@awkward_1110
@frances_coppola
@py_data_sci
@alexisolivo
@profstevekeen
@rjurney
@iang_fc
@cjenscook
@migerublogger
@izakaminska

Top Tweeters in G3:
@fdmhildesheim
@stabihh
@msiemund
@webisblog
@t_winnerling
@felwert
@vwestric_west
@thist_be
@_epidat
@salamurovic

Top Tweeters in G4:
@scottturneruon
@hornet394
@kwaldenphd
@on2rup
@davi_aoliveira
@holmeingrid
@inabotelho
@hima_cinema
@jasminumsambat
@_geekculture_

Top Tweeters in G5:
@thedeveloperbot
@morolswediu
@djangobot_
@womencodersbot
@_funbot
@botfemale
@rec0nus
@pythonroboto
@blaccxyz_
@rags2riches725

Top Tweeters in G6:
@frueheneuzeit
@grandjeanmartin
@totetmatt
@nataniel_bahs
@paulanomalie
@jacomyma
@tantlab
@anderskmunk
@solidindustry

Top Tweeters in G7:
@secdevb
@neo4j
@ikwattro
@luannem
@graph_aware
@amadou42445645
@jmhreif
@appbreadcrumbs
@meetsuvariya

Top Tweeters in G8:
@academicchatter
@phdforum
@hapyresearchers
@academicdilemma
@postdocsforum
@optophysakhil
@postdocvoice
@ignerocha_f

Top Tweeters in G9:
@dionysis_k
@smykos
@ankostis
@dark_elf75
@giorgos_vr
@ionasx21

Top Tweeters in G10:
@big_data_kane
@uvmcomplexity
@lixingguang
@lhdnets
@bmalthouse
@balake_williams