gephi, Twitter, 3/8/2022 2:27:37 AM, 272771


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gephi_2022-03-07_18-24-32.xlsx
gephi_2022-03-07_18-24-32.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 08, 2022
Short Description:
gephi via NodeXL https://bit.ly/35XVn5c
@chidambara09
@gephi
@nodexl
@allhoff_joachim
@lala35539674
@goaidev
@socialelephants
@iservia
@jmsouch
@michaelbathurst

Top hashtags:
#twitterresearchproject
#gephi
#mediaresearchinstitute
#nodexl
#ukrainerussiawar

Description:
Description
The graph represents a network of 328 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 March 2022 at 02:24 UTC.

The requested start date was Tuesday, 08 March 2022 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 9-day, 16-hour, 32-minute period from Tuesday, 22 February 2022 at 10:14 UTC to Friday, 04 March 2022 at 02:47 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 : 328
Unique Edges : 869
Edges With Duplicates : 914
Total Edges : 1783
Number of Edge Types : 5
Replies to : 59
Mentions : 282
Retweet : 182
MentionsInRetweet : 1234
Tweet : 26
Self-Loops : 45
Reciprocated Vertex Pair Ratio : 0.0214094558429973
Reciprocated Edge Ratio : 0.0419213973799127
Connected Components : 42
Single-Vertex Connected Components : 17
Maximum Vertices in a Connected Component : 228
Maximum Edges in a Connected Component : 1688
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.687755
Graph Density : 0.0106753934511822
Modularity : 0.316065
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 328 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 March 2022 at 02:24 UTC.

The requested start date was Tuesday, 08 March 2022 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 9-day, 16-hour, 32-minute period from Tuesday, 22 February 2022 at 10:14 UTC to Friday, 04 March 2022 at 02:47 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:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272126
[2] https://gephi.org/
[2] https://mediaresearchinstitute.wordpress.com/forschung-einblicke/
[1] https://nightingaledvs.com/is-there-a-happy-ending-for-the-peaky-blinders/
[1] https://gephi.org/users/
[1] https://medialab.github.io/nansi/
[1] https://forum.manjaro.org/t/error-when-trying-to-run-gephi/104346
[1] https://nodegoat.net/
[1] https://observablehq.com/@d3/gallery
[1] http://www-personal.umich.edu/~mejn/netdata/

Top URLs in Tweet in G1:
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272126
[2] https://mediaresearchinstitute.wordpress.com/forschung-einblicke/
[1] https://gephi.org/users/
[1] https://benjaminstrick.com/how-i-scrape-and-analyse-twitter-networks/
[1] https://www.youtube.com/watch?v=snPR8CwPld0&feature=youtu.be

[1] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3MyL2NlNjFjYzAzYjI/&uuid=cc3092d0-f099-11eb-8c6b-03659f41d5fe&vid=
[1] https://drive.google.com/file/d/1tIir4NgTQHZZiDgIZKaHP5Eq168fYJFm/view?usp=sharing

Top URLs in Tweet in G2:
[1] https://gephi.org/
[1] https://medialab.github.io/nansi/
[1] https://www.sigmajs.org/

Top URLs in Tweet in G3:
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=272126

Top URLs in Tweet in G6:
[1] https://chains.com:443/
[1] https://chains.com/register?ref=gePHI
[1] https://github.com/awslabs/amazon-neptune-tools/tree/master/graphml2csv
[1] https://twitter.com/prajnamu/status/1497581569187643394
[1] https://twitter.com/SMAT_app/status/1498449230805225473
[1] https://twitter.com/AndersKMunk/status/1497922926393405440
[1] https://twitter.com/fahmisidris/status/1498717043440320513
[1] http://www-personal.umich.edu/~mejn/netdata/

Top URLs in Tweet in G10:
[1] https://nightingaledvs.com/is-there-a-happy-ending-for-the-peaky-blinders/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[46] twitterresearchproject
[35] gephi
[35] mediaresearchinstitute
[22] nodexl
[19] ukrainerussiawar
[17] photography
[15] fckputin
[13] rstats
[13] javascript
[12] bigdata



Top Hashtags in Tweet in G1:
[46] twitterresearchproject
[35] mediaresearchinstitute
[20] gephi
[19] ukrainerussiawar
[17] photography
[15] fckputin
[14] nodexl
[13] rstats
[12] standwithukrainenow
[11] standwithukriane

Top Hashtags in Tweet in G2:
[2] cognizant
[2] microsoft
[1] javascript

Top Hashtags in Tweet in G3:
[12] bigdata
[12] flutter
[12] linux
[12] javascript
[12] womenwhocode
[12] 100daysofcode
[12] salesforce
[12] gephi
[11] python
[10] coding

Top Hashtags in Tweet in G5:
[1] cognizant
[1] microsoft

Top Hashtags in Tweet in G6:
[3] 駆け出しエンジニアと繋がりたい
[3] 今日の積み上げ
[1] strangerthings
[1] chartex
[1] nodexl
[1] gephi
[1] ukraine

Top Hashtags in Tweet in G8:
[2] opendataday

Top Hashtags in Tweet in G10:
[1] gephi
[1] networkscience
[1] datascience
[1] datavisualization
[1] machinelearning

Top Words
Top Words in Tweet in Entire Graph:
[118] chidambara09
[113] gephi
[69] tweets
[49] nicochan33
[46] #twitterresearchproject
[46] allhoff_joachim
[42] nodexl
[41] enilev
[36] docassar
[35] #gephi

Top Words in Tweet in G1:
[48] tweets
[46] #twitterresearchproject
[43] allhoff_joachim
[35] #mediaresearchinstitute
[35] worldwide
[32] gephi
[29] chidambara09
[20] #gephi
[19] #ukrainerussiawar
[17] #photography

Top Words in Tweet in G2:
[56] chidambara09
[31] nicochan33
[21] enilev
[19] spirosmargaris
[19] andi_staub
[13] whiteheartvic
[13] chuckdbrooks
[13] gerald_bader
[11] ianljones98
[11] khulood_almani

Top Words in Tweet in G3:
[14] chidambara09
[13] enilev
[12] #bigdata
[12] #flutter
[12] #linux
[12] #javascript
[12] #womenwhocode
[12] #100daysofcode
[12] #salesforce
[12] #gephi

Top Words in Tweet in G4:
[21] gephi
[19] marcowenjones
[19] nodexl
[19] tweets
[18] 17
[18] those
[18] asking
[18] used
[18] import
[18] network

Top Words in Tweet in G5:
[12] chidambara09
[10] danfiehn
[10] edventure9
[10] sonu_monika
[10] bimedotcom
[10] khulood_almani
[10] evasmartai
[10] ravidugh
[10] sallyeaves
[6] kdnuggets

Top Words in Tweet in G6:
[13] gephi
[6] data
[5] و
[4] network
[3] twitter
[3] رو
[3] science
[3] #駆け出しエンジニアと繋がりたい
[3] #今日の積み上げ
[2] time

Top Words in Tweet in G7:
[7] chidambara09
[5] docassar
[4] salesforce
[4] trailhead
[4] timothy_hughes
[4] salesforcedevs
[4] humanre41270855
[4] gosquad22
[4] runclouds
[4] morolswediu

Top Words in Tweet in G8:
[2] albertcanig
[2] iopendatabcn
[2] sgilcastro
[2] pepbudi
[2] mariusboada
[2] carlesagusti
[2] kpeiro
[2] lourdesmunoz
[2] opendatacat
[2] governobertcat

Top Words in Tweet in G9:
[2] recommended
[2] section

Top Words in Tweet in G10:
[4] latest
[4] piece
[4] predicting
[4] future
[4] thepeakyblinder
[4] 's
[4] iconic
[4] tommy
[4] shelby
[4] published

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[35] worldwide,tweets
[34] #mediaresearchinstitute,#twitterresearchproject
[32] chidambara09,enilev
[26] allhoff_joachim,#mediaresearchinstitute
[25] danfiehn,edventure9
[25] edventure9,sonu_monika
[25] sonu_monika,bimedotcom
[25] bimedotcom,khulood_almani
[25] khulood_almani,evasmartai
[25] evasmartai,ravidugh

Top Word Pairs in Tweet in G1:
[35] worldwide,tweets
[34] #mediaresearchinstitute,#twitterresearchproject
[26] allhoff_joachim,#mediaresearchinstitute
[24] #twitterresearchproject,worldwide
[16] tweets,#photography
[15] #ukrainerussiawar,#fckputin
[14] #gephi,#nodexl
[12] #fckputin,#standwithukrainenow
[11] tweets,hashtags
[11] hashtags,#ukrainerussiawar

Top Word Pairs in Tweet in G2:
[21] chidambara09,enilev
[13] andi_staub,nicochan33
[10] chidambara09,tanyasinha_
[10] tanyasinha_,visualcap
[10] visualcap,curieuxexplorer
[10] curieuxexplorer,nicochan33
[10] nicochan33,enricomolinari
[10] enricomolinari,drjdrooghaag
[10] drjdrooghaag,paula_piccard
[10] paula_piccard,fabriziobustama

Top Word Pairs in Tweet in G3:
[11] #linux,#javascript
[11] #javascript,#python
[11] #python,#womenwhocode
[10] #bigdata,#flutter
[10] #flutter,#linux
[10] #womenwhocode,#100daysofcode
[10] #100daysofcode,#coding
[10] #serverless,#programmer
[10] #programmer,#salesforce
[9] #coding,#serverless

Top Word Pairs in Tweet in G4:
[18] 17,those
[18] those,asking
[18] asking,used
[18] used,nodexl
[18] nodexl,import
[18] import,tweets
[18] tweets,gephi
[18] gephi,network
[18] network,graph
[18] graph,tableau

Top Word Pairs in Tweet in G5:
[10] chidambara09,danfiehn
[10] danfiehn,edventure9
[10] edventure9,sonu_monika
[10] sonu_monika,bimedotcom
[10] bimedotcom,khulood_almani
[10] khulood_almani,evasmartai
[10] evasmartai,ravidugh
[10] ravidugh,sallyeaves
[6] sallyeaves,kdnuggets
[6] kdnuggets,possible

Top Word Pairs in Tweet in G6:
[3] network,science
[2] #駆け出しエンジニアと繋がりたい,#今日の積み上げ
[2] college,football

Top Word Pairs in Tweet in G7:
[4] chidambara09,docassar
[4] docassar,salesforce
[4] salesforce,trailhead
[4] trailhead,timothy_hughes
[4] timothy_hughes,salesforcedevs
[4] salesforcedevs,humanre41270855
[4] humanre41270855,gosquad22
[4] gosquad22,runclouds
[4] runclouds,morolswediu
[4] morolswediu,amy

Top Word Pairs in Tweet in G8:
[2] albertcanig,iopendatabcn
[2] iopendatabcn,sgilcastro
[2] sgilcastro,pepbudi
[2] pepbudi,mariusboada
[2] mariusboada,carlesagusti
[2] carlesagusti,kpeiro
[2] kpeiro,lourdesmunoz
[2] lourdesmunoz,opendatacat
[2] opendatacat,governobertcat
[2] governobertcat,barcelonactiva

Top Word Pairs in Tweet in G9:
[2] recommended,section

Top Word Pairs in Tweet in G10:
[4] latest,piece
[4] piece,predicting
[4] predicting,future
[4] future,thepeakyblinder
[4] thepeakyblinder,'s
[4] 's,iconic
[4] iconic,tommy
[4] tommy,shelby
[4] shelby,published
[4] published,nightingale

Top Replied-To
Top Replied-To in Entire Graph:
@enilev
@inactinique
@michaelbathurst
@danfiehn
@milenaac
@valdiskrebs
@tanyasinha_
@benmoran
@activithink
@hashtagmarketi7

Top Replied-To in G1:
@karstengweinert
@itskac
@jmsouch
@gephi

Top Replied-To in G2:
@inactinique
@f_cafiero

Top Replied-To in G3:
@enilev
@danfiehn
@michaelbathurst
@this0499154500
@docassar
@hashtagmarketi7
@activithink
@tanyasinha_
@_petienne_

Top Replied-To in G4:
@krystianwarda
@benmoran
@marcowenjones

Top Replied-To in G8:
@socialelephants
@iservia

Top Replied-To in G9:
@sshopencloud

Top Mentioned
Top Mentioned in Entire Graph:
@chidambara09
@nicochan33
@allhoff_joachim
@enilev
@khulood_almani
@docassar
@nodexl
@gephi
@spirosmargaris
@andi_staub

Top Mentioned in G1:
@allhoff_joachim
@chidambara09
@gephi
@docassar
@michaelbathurst
@this0499154500
@albertoemachado
@dadideo
@grandjeanmartin
@hashtagmarketi7

Top Mentioned in G2:
@chidambara09
@nicochan33
@enilev
@spirosmargaris
@andi_staub
@whiteheartvic
@chuckdbrooks
@gerald_bader
@ianljones98
@khulood_almani

Top Mentioned in G3:
@chidambara09
@nicochan33
@enilev
@khulood_almani
@albertoemachado
@betamoroney
@andi_staub
@spirosmargaris
@hashtagmarketi7
@michaelbathurst

Top Mentioned in G4:
@nodexl
@marcowenjones

Top Mentioned in G5:
@chidambara09
@danfiehn
@edventure9
@sonu_monika
@bimedotcom
@khulood_almani
@evasmartai
@ravidugh
@sallyeaves
@kdnuggets

Top Mentioned in G7:
@chidambara09
@docassar
@salesforce
@trailhead
@timothy_hughes
@salesforcedevs
@humanre41270855
@gosquad22
@runclouds
@morolswediu

Top Mentioned in G8:
@albertcanig
@iopendatabcn
@sgilcastro
@pepbudi
@mariusboada
@carlesagusti
@kpeiro
@lourdesmunoz
@opendatacat
@governobertcat

Top Mentioned in G9:
@eoscportal
@cessda_data
@clarineric
@ess_survey
@share_mea
@erihseu
@libereurope
@operaseu
@dariaheu
@ce_dariah

Top Mentioned in G10:
@thepeakyblinder
@milan_janosov
@datavizsociety
@matplotlib

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@xaelbot
@codedailybot
@ipythonistabot
@morolswediu
@evankirstel
@coderretweet
@fabriciosx
@dataaugmented
@drseid

Top Tweeters in G1:
@codedailybot
@dataaugmented
@botsecx
@bills_bot
@the404code
@rstatstweet
@botfemale
@shoutmgb
@datasciencebot_
@michaelbathurst

Top Tweeters in G2:
@ipythonistabot
@evankirstel
@coderretweet
@fabriciosx
@ssxman2
@codewithtwitchi
@nicochan33
@goaidev
@botfordev
@rldi_lamy

Top Tweeters in G3:
@chidambara09
@edward733
@akwyz
@brucevh
@xataka
@kanezadiane
@patgrant7777
@nevillegaunt
@bethfratesmd
@revmaclive

Top Tweeters in G4:
@drseid
@njdoc
@vaw511
@backtopaco
@supertech427
@dad_zibao
@potusvillainmax
@marcowenjones
@akaidlearn
@drartanalytics

Top Tweeters in G5:
@pythonexpertbot
@7wdata
@py_data_sci
@edventure9
@sprint_code
@sallyeaves
@kdnuggets
@datasciencectrl
@evasmartai
@hasanintrovert

Top Tweeters in G6:
@gauravsabnis
@bosconet
@hidupngeluh
@yuichy02
@niallglynn
@cthulhu_sea
@visualbasist
@leonardowdemelo
@kaixuanzhiye
@coqtbgl

Top Tweeters in G7:
@xaelbot
@morolswediu
@humanre41270855
@timothy_hughes
@gosquad22
@xeronbot
@whopcod
@haroldsinnott
@salesforce
@retweetcyborg

Top Tweeters in G8:
@carlesagusti
@iservia
@barcelonactiva
@lourdesmunoz
@bcn_digital
@kpeiro
@albertcanig
@iopendatabcn
@governobertcat
@pepbudi

Top Tweeters in G9:
@riiajarvenpaa
@cessda_data
@libereurope
@ess_survey
@dariaheu
@clarineric
@operaseu
@sshopencloud
@eoscportal
@share_mea

Top Tweeters in G10:
@nvsdata
@hampshire67
@matplotlib
@datavizsociety
@thepeakyblinder
@milan_janosov


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