The graph represents a network of 4,744 Twitter users whose recent tweets contained "aspen institute", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/11/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 12 January 2023 at 16:34 UTC.
The tweets in the network were tweeted over the 1150-day, 14-hour, 28-minute period from Monday, 18 November 2019 at 09:08 UTC to Wednesday, 11 January 2023 at 23:37 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 : 4744
Unique Edges : 1255
Edges With Duplicates : 10495
Total Edges : 11750
Number of Edge Types : 9
Retweet : 4190
MentionsInRetweet : 4528
Replies to : 739
MentionsInReplyTo : 1561
Mentions : 137
Tweet : 455
MentionsInQuoteReply : 26
Quote : 80
MentionsInQuote : 34
Self-Loops : 596
Reciprocated Vertex Pair Ratio : 0.00945970529379662
Reciprocated Edge Ratio : 0.0187421156965219
Connected Components : 248
Single-Vertex Connected Components : 83
Maximum Vertices in a Connected Component : 3911
Maximum Edges in a Connected Component : 10106
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.792928
Graph Density : 0.000246613541425564
Modularity : 0.433723
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,744 Twitter users whose recent tweets contained "aspen institute", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/11/2023 5:00:34 PM. The network was obtained from Twitter on Thursday, 12 January 2023 at 16:34 UTC.
The tweets in the network were tweeted over the 1150-day, 14-hour, 28-minute period from Monday, 18 November 2019 at 09:08 UTC to Wednesday, 11 January 2023 at 23:37 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 : aspen institute
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:
[3558] aspen,institute [959] alex,stamos [954] krebs',business [954] 11,alex [954] business,partner [954] eip,censorship [954] censorship,network [954] network,krebs' [954] stamos,former [954] exec,founder Top Word Pairs in Tweet in G1:
[818] alex,stamos [816] founder,eip [816] former,facebook [816] network,krebs' [816] eip,censorship [816] 11,alex [816] stamos,former [816] censorship,network [816] facebook,exec [816] business,partner Top Word Pairs in Tweet in G2:
[671] aspen,institute [504] sept,2020 [501] yoel,roth [500] 2020,roth [500] 30,efforts [500] efforts,continued [500] twitter's,yoel [500] roth,participated [500] influence,twitter's [500] continued,influence Top Word Pairs in Tweet in G3:
[604] aspen,institute [420] security,forum [420] adam,schiff [419] king,aspen [419] main,speaker [419] several,annual [419] schiff,main [419] institute,security [419] forum,adam [419] speaker,several Top Word Pairs in Tweet in G4:
[552] aspen,institute [252] ran,war [252] war,games [252] institute,ran [211] schiff,aspen [208] institute,stenographer [208] kristen,welker [208] stenographer,responsible [208] welker,hosted [208] coincidentally,kristen Top Word Pairs in Tweet in G5:
[209] aspen,institute [114] giorgiameloni,aspen [44] dell'aspen,institute [33] giorgia,meloni [31] institute,fratelliditalia [26] meloni,fa [25] fa,dell'aspen [24] palazzochigi,giorgiameloni [22] dell,aspen [21] quirinale,#mattarella Top Word Pairs in Tweet in G6:
[208] aspen,institute [185] sept,2020 [174] lhfang,aspen [172] social,media [172] institute,hosted [171] prep,possible [171] firms,sept [171] possible,russian [171] companies,social [171] reporters,media Top Word Pairs in Tweet in G7:
[119] aspen,institute [66] twitter,files [51] twitter,execs [51] affiliated,aspen [50] krebs,affiliated [50] ran,exercises [50] showed,org [50] oct,2020 [50] note,krebs [50] exercises,oct Top Word Pairs in Tweet in G8:
[124] aspen,institute [115] elite,along [115] facebook,nat [115] twitter,facebook [115] sec,reporters [115] nat,sec [115] institute,aka [115] along,twitter [115] reporters,met [115] retreat,liberal Top Word Pairs in Tweet in G9:
[111] aspen,institute [103] media,editors [103] national,security [103] security,hacks [103] convened,aspen [103] institute,programmed [103] hacks,convened [103] editors,national [103] corporate,media [103] top,corporate Top Word Pairs in Tweet in G10:
[84] aspen,institute [14] kterého,členů [14] zvolíte,vy [14] členů,aspen [14] institute,zvolíte [13] dozor1984,kterého [11] duševní,mrzáky [10] naší,mládeže [8] už,30 [7] soros,naší Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
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Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G10: