gephi, Twitter, 2/16/2021 1:28:59 AM, 248844


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gephi_2021-02-15_17-25-08.xlsx
gephi_2021-02-15_17-25-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 16, 2021
Short Description:
gephi via NodeXL https://bit.ly/3u2oLik
@gephi
@beeeeeers
@strategy_gal
@sorishapragyan
@allhoff_joachim
@salhaj
@bulletproofbry
@maxmunnecke
@vivianfrancos
@fedfragapane

Top hashtags:
#gephi
#socialnetworkanalysis
#twitterresearchproject
#mediaresearchinstitute

Description:
Description
The graph represents a network of 321 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, 16 February 2021 at 01:25 UTC.

The requested start date was Tuesday, 16 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 13-day, 2-hour, 56-minute period from Tuesday, 02 February 2021 at 03:28 UTC to Monday, 15 February 2021 at 06:25 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 : 321
Unique Edges : 299
Edges With Duplicates : 403
Total Edges : 702
Number of Edge Types : 5
Tweet : 55
Replies to : 64
Retweet : 107
MentionsInRetweet : 211
Mentions : 265
Self-Loops : 55
Reciprocated Vertex Pair Ratio : 0.0525
Reciprocated Edge Ratio : 0.0997624703087886
Connected Components : 75
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 136
Maximum Edges in a Connected Component : 483
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.067231
Graph Density : 0.00409852024922118
Modularity : 0.499763
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 321 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, 16 February 2021 at 01:25 UTC.

The requested start date was Tuesday, 16 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 13-day, 2-hour, 56-minute period from Tuesday, 02 February 2021 at 03:28 UTC to Monday, 15 February 2021 at 06:25 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:
[15] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247443
[5] https://medium.com/dataseries/telegram-network-visualization-tracing-forwards-and-mentions-f75746712fcf
[5] https://mediaresearchinstitute.wordpress.com/forschung-einblicke/
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247362
[4] https://gephi.org/
[3] https://gephi.org
[2] https://towardsdatascience.com/how-to-download-and-visualize-your-twitter-network-f009dbbf107b
[2] https://moviegalaxies.com/
[2] https://www.dracor.org/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fanimate-dynamic-graphs-with-gephi-d6bd9faf5aec

Top URLs in Tweet in G2:
[2] https://towardsdatascience.com/how-to-download-and-visualize-your-twitter-network-f009dbbf107b
[2] https://moviegalaxies.com/
[2] https://www.dracor.org/
[1] https://gephi.org/users/
[1] https://benjaminstrick.com/how-i-scrape-and-analyse-twitter-networks/
[1] https://github.com/juliend2/joplin-to-gephi

Top URLs in Tweet in G3:
[5] https://mediaresearchinstitute.wordpress.com/forschung-einblicke/
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247362
[2] https://fotografie2014.wordpress.com
[1] https://twitter.com/drewazachary/status/1357083509714780163

Top URLs in Tweet in G4:
[15] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247443
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=247362
[1] https://app.powerbi.com/view?r=eyJrIjoiNTY1YzEzZTYtYTkzNC00NmU3LThmYjctODVkODU2NzAzNmY0IiwidCI6IjI5ZDRjMTFjLTA1N2MtNDg3Zi04ZmRhLWU4NmQ1OTkzOWU2NCIsImMiOjZ9
[1] https://www.youtube.com/watch?v=8lDndBPEDj4&ab_channel=NodeXL


Top URLs in Tweet in G5:
[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
[1] https://towardsdatascience.com/animate-dynamic-graphs-with-gephi-d6bd9faf5aec?utm_source=dlvr.it&utm_medium=twitter
[1] https://towardsdatascience.com/animate-dynamic-graphs-with-gephi-d6bd9faf5aec?utm_source=twitter&utm_medium=social&utm_campaign=dlvr_it
[1] https://twitter.com/arh2025/status/1360233315970727937

Top URLs in Tweet in G10:
[3] https://gephi.org

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[27] gephi
[23] socialnetworkanalysis
[22] twitterresearchproject
[18] mediaresearchinstitute
[16] nodexl
[16] machinelearning
[15] sna
[11] datascience
[8] rstats
[7] twitter



Top Hashtags in Tweet in G2:
[4] twitter
[4] dataviz
[2] eleccionescatalanas
[2] datascience
[2] bitcoin
[1] socialnetworkanalysis
[1] dataart
[1] datascraping
[1] datavisualization
[1] digitalmarketing2021

Top Hashtags in Tweet in G3:
[20] twitterresearchproject
[20] socialnetworkanalysis
[18] mediaresearchinstitute
[12] nodexl
[12] gephi
[12] sna
[11] machinelearning
[7] rstats
[5] trumplastdays
[5] datascience

Top Hashtags in Tweet in G4:
[4] nodexl
[4] socialmedia
[4] bigdata
[3] powerbi
[3] ai
[3] iot
[3] iiot
[2] twitterresearchproject
[2] socialnetworkanalysis
[2] gephi

Top Hashtags in Tweet in G5:
[2] gephi
[2] twitter
[2] datavisualization
[1] blockchain
[1] crypto
[1] bitcoin
[1] analytics
[1] data
[1] api
[1] sna

Top Hashtags in Tweet in G7:
[3] standwithtigray

Top Hashtags in Tweet in G9:
[1] cytoscape
[1] gephi
[1] science

Top Words
Top Words in Tweet in Entire Graph:
[182] gephi
[60] nodes
[51] nodexl
[48] network
[38] beeeeeers
[34] more
[32] mspowerbi
[30] users
[30] data
[30] many

Top Words in Tweet in G1:
[50] nodes
[28] beeeeeers
[26] more
[25] accounts
[25] according
[24] drawn
[24] closer
[24] together
[24] relatively
[24] users

Top Words in Tweet in G2:
[15] gephi
[5] data
[4] made
[4] #twitter
[4] #dataviz
[4] visualisation
[3] twitter
[3] around
[3] download
[3] visualize

Top Words in Tweet in G3:
[20] #twitterresearchproject
[20] #socialnetworkanalysis
[19] allhoff_joachim
[18] #mediaresearchinstitute
[12] #nodexl
[12] #gephi
[12] #sna
[11] #machinelearning
[8] geolocation
[8] gephi

Top Words in Tweet in G4:
[47] nodexl
[32] mspowerbi
[31] gephi
[20] salhaj
[20] socioviznet
[20] mihkal
[17] vivianfrancos
[9] michaelbathurst
[9] smr_foundation
[5] fmfrancoise

Top Words in Tweet in G5:
[22] gephi
[3] network
[3] using
[3] visualize
[3] work
[2] analysis
[2] ãƒ
[2] twitter
[2] related
[2] #gephi

Top Words in Tweet in G6:
[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 G7:
[12] gephi
[8] cyberalexi
[8] data
[8] first
[6] allowed
[6] let's
[6] look
[6] tool
[6] used
[6] build

Top Words in Tweet in G8:
[9] mynodebtc
[9] getumbrel
[9] gephi
[9] joinmastodon
[9] start9labs
[5] bennd77
[5] cryptocloaks
[3] posidon
[2] cagematch

Top Words in Tweet in G9:
[2] follow
[2] meganranney

Top Words in Tweet in G10:
[3] munkium
[3] mbussonn
[3] numpy_team
[3] matplotlib
[3] without
[3] using
[3] python
[2] kerybas

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[26] nodes,drawn
[26] drawn,closer
[26] closer,together
[26] together,relatively
[26] relatively,more
[26] more,users
[26] users,retweet
[26] retweet,both
[26] both,accounts
[26] accounts,nodes

Top Word Pairs in Tweet in G1:
[24] nodes,drawn
[24] drawn,closer
[24] closer,together
[24] together,relatively
[24] relatively,more
[24] more,users
[24] users,retweet
[24] retweet,both
[24] both,accounts
[24] accounts,nodes

Top Word Pairs in Tweet in G2:
[2] analizando,hashtags
[2] hashtags,#eleccionescatalanas
[2] #eleccionescatalanas,podemos
[2] podemos,observar
[2] observar,conversaciones
[2] conversaciones,sociales
[2] sociales,diferentes
[2] download,visualize
[2] visualize,#twitter
[2] #twitter,network

Top Word Pairs in Tweet in G3:
[17] #twitterresearchproject,#mediaresearchinstitute
[17] #mediaresearchinstitute,#socialnetworkanalysis
[15] allhoff_joachim,#twitterresearchproject
[12] #nodexl,#gephi
[6] geolocation,sentiment
[6] #socialnetworkanalysis,#machinelearning
[6] #socialnetworkanalysis,#sna
[6] #sna,#nodexl
[6] #gephi,#sna
[5] #socialnetworkanalysis,#trumplastdays

Top Word Pairs in Tweet in G4:
[17] gephi,nodexl
[17] vivianfrancos,mihkal
[16] nodexl,socioviznet
[16] socioviznet,mspowerbi
[16] mspowerbi,nodexl
[16] mspowerbi,vivianfrancos
[15] nodexl,mspowerbi
[13] mihkal,salhaj
[9] nodexl,gephi
[7] michaelbathurst,gephi

Top Word Pairs in Tweet in G5:
[2] animate,dynamic
[2] dynamic,graphs
[2] graphs,gephi

Top Word Pairs in Tweet in G6:
[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 G7:
[6] first,let's
[6] let's,look
[6] look,gephi
[6] gephi,tool
[6] tool,used
[6] used,build
[6] build,network
[6] network,active
[6] active,participants
[6] participants,organised

Top Word Pairs in Tweet in G8:
[9] mynodebtc,getumbrel
[9] getumbrel,gephi
[9] gephi,joinmastodon
[8] joinmastodon,start9labs
[5] bennd77,mynodebtc
[3] cryptocloaks,mynodebtc

Top Word Pairs in Tweet in G10:
[3] munkium,mbussonn
[3] mbussonn,numpy_team
[3] numpy_team,matplotlib
[3] matplotlib,without
[3] without,using
[3] using,python
[2] kerybas,munkium

Top Replied-To
Top Replied-To in Entire Graph:
@cryptocloaks
@beeeeeers
@bennd77
@gephi
@salhaj
@jnkka
@mihkal
@jasonbaumgartne
@arasbozkurt
@naotavanoscript

Top Replied-To in G1:
@beeeeeers
@calimel5

Top Replied-To in G2:
@gephi
@medieval_gus

Top Replied-To in G3:
@salhaj
@bulletproofbry

Top Replied-To in G4:
@jnkka
@mihkal
@vmorkevicius
@docassar
@michaelbathurst

Top Replied-To in G6:
@nomad_lennon
@patbryantx2
@katestarbird

Top Replied-To in G8:
@cryptocloaks
@bennd77
@bitcoinq_a

Top Replied-To in G10:
@munkium

Top Mentioned
Top Mentioned in Entire Graph:
@gephi
@beeeeeers
@allhoff_joachim
@salhaj
@vivianfrancos
@mihkal
@mspowerbi
@nodexl
@mynodebtc
@getumbrel

Top Mentioned in G1:
@beeeeeers
@gephi
@flowingdata

Top Mentioned in G2:
@gephi
@latokens
@cryptopepe
@bernardamus
@socialelephants
@beeeeeers
@stevehedden
@kirellbenzi
@nataniel_bahs
@giveaway_contst

Top Mentioned in G3:
@allhoff_joachim
@gephi
@beeeeeers
@blocingenieria
@sorishapragyan
@bulletproofbry
@datos_extremos
@salhaj
@bu
@andreskupin

Top Mentioned in G4:
@vivianfrancos
@mihkal
@salhaj
@mspowerbi
@gephi
@nodexl
@smr_foundation
@michaelbathurst
@fmfrancoise
@allhoff_joachim

Top Mentioned in G6:
@realdonaldtrump
@uwcip
@katestarbird
@nomad_lennon
@beeeeeers
@thevandelay

Top Mentioned in G7:
@cyberalexi

Top Mentioned in G8:
@mynodebtc
@getumbrel
@gephi
@joinmastodon
@start9labs
@bennd77
@cryptocloaks

Top Mentioned in G9:
@choo_ek
@alexandersonmd
@sharonnehayes
@meganranney
@darakass
@uche_blackstock

Top Mentioned in G10:
@mbussonn
@numpy_team
@matplotlib
@kerybas
@munkium

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@paulstewartii
@jhamby
@suekhi
@sie_kensou77
@c_coolidge
@lawgirl318
@ssxman2
@real_stephanie
@rangel_lucia

Top Tweeters in G1:
@paulstewartii
@jhamby
@suekhi
@sie_kensou77
@c_coolidge
@lawgirl318
@real_stephanie
@sonokocentral
@prpeep
@arbara0728b

Top Tweeters in G2:
@pyscalellc
@bernardamus
@iservia
@ayewaken
@djwrisley
@umblaetterer
@mlsetiawan92
@giveaway_contst
@bendobrown
@nataniel_bahs

Top Tweeters in G3:
@ipythonistabot
@nvsdata
@2kdei
@rstats4ds
@zaknafeindc
@strategy_gal
@openscitalk
@tcrossmd
@genevievechase
@ashmrichter

Top Tweeters in G4:
@chidambara09
@ssxman2
@fmfrancoise
@michaelbathurst
@salhaj
@vivianfrancos
@fmf
@godfrey_g_
@albertoemachado
@mspowerbi

Top Tweeters in G5:
@kafkamono
@webanalyste
@mrejfox
@null_usernames
@rokiroki_riko
@histoire_et_art
@drmattcrowson
@petitpixel29
@asfandyarmir
@iainemsley

Top Tweeters in G6:
@realdonaldtrump
@sorishapragyan
@katestarbird
@nomad_lennon
@thevandelay
@marichal
@patbryantx2
@greeneyeskit
@uwcip

Top Tweeters in G7:
@ethiopia_abebe
@dave_fikre
@demberuselam
@gmshire16
@cyberalexi
@b_juntaway
@outhink2
@daniel76321

Top Tweeters in G8:
@bennd77
@cryptocloaks
@bitcoinq_a
@getumbrel
@joinmastodon
@mynodebtc
@start9labs

Top Tweeters in G9:
@meganranney
@choo_ek
@darakass
@uche_blackstock
@alexandersonmd
@sharonnehayes
@laurawalkermd

Top Tweeters in G10:
@py_data_sci
@pythoncodehub
@matplotlib
@mbussonn
@kerybas
@munkium
@numpy_team


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