The graph represents a network of 1,687 Twitter users whose recent tweets contained "igraph", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2022 8:38:21 AM and 6/21/2023 8:38:21 AM. The network was obtained from Twitter on Wednesday, 21 June 2023 at 15:40 UTC.
The tweets in the network were tweeted over the 1859-day, 21-hour, 45-minute period from Monday, 14 May 2018 at 17:40 UTC to Saturday, 17 June 2023 at 15:26 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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
Vertices : 1687
Unique Edges : 751
Edges With Duplicates : 4042
Total Edges : 4793
Number of Edge Types : 8
Retweet : 1376
MentionsInRetweet : 1587
Replies to : 476
MentionsInReplyTo : 602
Tweet : 564
Mentions : 155
Quote : 28
MentionsInQuote : 5
Self-Loops : 831
Reciprocated Vertex Pair Ratio : 0.0756558877364246
Reciprocated Edge Ratio : 0.140669313669881
Connected Components : 346
Single-Vertex Connected Components : 149
Maximum Vertices in a Connected Component : 359
Maximum Edges in a Connected Component : 1263
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.454652
Graph Density : 0.000619840086179922
Modularity : 0.363677
NodeXL Version : 1.0.1.516
Data Import : The graph represents a network of 1,687 Twitter users whose recent tweets contained "igraph", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 1/1/2022 8:38:21 AM and 6/21/2023 8:38:21 AM. The network was obtained from Twitter on Wednesday, 21 June 2023 at 15:40 UTC.
The tweets in the network were tweeted over the 1859-day, 21-hour, 45-minute period from Monday, 14 May 2018 at 17:40 UTC to Saturday, 17 June 2023 at 15:26 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : igraph
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 Domains
Top Word Pairs in Tweet in Entire Graph:
[408] carpe,diem [399] diem,memento [392] memento,mori [251] #igraph,#kajou [127] #kajou,#猥雑 [118] 7月2日,13日 [115] ishiiasuka,carpe [115] #猥雑,#百眼 [84] network,analysis [83] #kajou,#百眼 Top Word Pairs in Tweet in G1:
[76] แบบน,เร [76] หวงหร,อหวง [76] ยกว,า [76] อหวง,#winkwhiteaward2022 [76] เร,ยกว [76] า,หวงหร [75] igraph_gg,แบบน [54] #อ,งล [48] ไม,ม [41] งฟ,า Top Word Pairs in Tweet in G2:
[18] ds,jerome [18] jerome,benoit [16] upload,igraph [13] math,igraph [11] network,analysis [9] pano,igraph [9] tille,unstable [9] andreas,tille [9] igraph,10 [8] igraph,ds Top Word Pairs in Tweet in G3:
[408] carpe,diem [399] diem,memento [392] memento,mori [251] #igraph,#kajou [127] #kajou,#猥雑 [118] 7月2日,13日 [115] ishiiasuka,carpe [115] #猥雑,#百眼 [83] #kajou,#百眼 [76] 石井飛鳥寫眞展,carpe Top Word Pairs in Tweet in G4:
[39] ignatz,raphael [38] indulgent,ignatz [38] comic,takes [38] raphael,comic [38] place,sometime [38] care,inn [38] sometime,ending [38] taking,care [38] self,indulgent [38] ending,taking Top Word Pairs in Tweet in G5:
[35] live,workflow [35] pathway,visualization [35] visualize,using [35] visualization,live [35] workflow,models [35] using,ggraph [35] models,pathways [35] tutorial,pathway [35] networks,visualize [35] pathways,networks Top Word Pairs in Tweet in G6:
[21] #tidyverse,#rstats [10] learn,more [9] day,12 [9] #adventofcode,#rstats [8] #rstats,day [7] cran,updates [7] igraph,#tidyverse [7] cranberriesfeed,cran [7] network,analysis [6] join,day Top Word Pairs in Tweet in G7:
[4] khanialauraa,swandithen [3] shibuminft,bronzenft [3] rson03369,igraph_id [3] tommy_rieg,shibuminft [2] bronzenft,khanialauraa [2] apartes3,rson03369 [2] swandithen,nftnerd69 [2] saifulb27305347,dareevan_iam [2] muhammadfaidaq1,isaac_web3 [2] igraph_id,akanmustafa7 Top Word Pairs in Tweet in G8:
[21] open,source [21] source,psychometrics [20] w33,open [20] share,common [20] graph,refresh [20] psychometrics,#got [20] common,graph [20] #tidytuesday,w33 [20] #got,characters [20] characters,share Top Word Pairs in Tweet in G9:
[7] program,both [7] #sunbeltgraphchallenge,four [7] #sunbelt2022,#sunbeltgraphchallenge [7] try,#sunbelt2022 [7] workshop,advanced [7] topics,package [7] today,great [7] one,program [7] package,igraph [7] advanced,topics Top Word Pairs in Tweet in G10:
[13] version,igraph [11] core,igraph [11] network,analysis [10] szhorvat,version [8] many,improvement [8] igraph,release [8] release,10 [8] 10,core [8] excited,release [8] very,excited Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: