The graph represents a network of 4,571 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 12/29/2022 2:58:08 AM. The network was obtained from Twitter on Thursday, 29 December 2022 at 16:33 UTC.
The tweets in the network were tweeted over the 1137-day, 1-hour, 18-minute period from Monday, 18 November 2019 at 09:08 UTC to Thursday, 29 December 2022 at 10:27 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 : 4571
Unique Edges : 810
Edges With Duplicates : 10232
Total Edges : 11042
Number of Edge Types : 9
Retweet : 4453
MentionsInRetweet : 4714
MentionsInReplyTo : 910
Replies to : 449
Quote : 78
Mentions : 112
Tweet : 289
MentionsInQuote : 21
MentionsInQuoteReply : 16
Self-Loops : 401
Reciprocated Vertex Pair Ratio : 0.00655232222008094
Reciprocated Edge Ratio : 0.013019337545472
Connected Components : 163
Single-Vertex Connected Components : 79
Maximum Vertices in a Connected Component : 4202
Maximum Edges in a Connected Component : 10376
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 4.496242
Graph Density : 0.000250030278412999
Modularity : 0.424483
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,571 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 12/29/2022 2:58:08 AM. The network was obtained from Twitter on Thursday, 29 December 2022 at 16:33 UTC.
The tweets in the network were tweeted over the 1137-day, 1-hour, 18-minute period from Monday, 18 November 2019 at 09:08 UTC to Thursday, 29 December 2022 at 10:27 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:
[4382] aspen,institute [1587] sept,2020 [1150] yoel,roth [1063] 2020,roth [1050] roth,participated [1039] participated,aspen [1036] institute,table [1035] influence,twitter's [1035] twitter's,yoel [1035] efforts,continued Top Word Pairs in Tweet in G1:
[975] aspen,institute [956] sept,2020 [955] 2020,roth [955] participated,aspen [955] roth,participated [955] yoel,roth [954] twitter's,yoel [954] 30,efforts [954] efforts,continued [954] continued,influence Top Word Pairs in Tweet in G2:
[552] aspen,institute [401] security,forum [400] schiff,main [400] institute,security [400] several,annual [400] main,speaker [400] king,aspen [400] forum,adam [400] speaker,several [400] adam,schiff Top Word Pairs in Tweet in G3:
[570] aspen,institute [240] schiff,aspen [238] ran,war [238] war,games [238] institute,ran [233] institute,stenographer [233] kristen,welker [233] stenographer,responsible [233] welker,hosted [233] coincidentally,kristen Top Word Pairs in Tweet in G4:
[509] aspen,institute [460] sept,2020 [438] lhfang,aspen [436] social,media [435] institute,hosted [434] prep,possible [434] firms,sept [434] possible,russian [434] companies,social [434] reporters,media Top Word Pairs in Tweet in G5:
[398] aspen,institute [398] exercício,mesa [385] soros,patrocinou [385] patrocinou,exercício [385] influenciar,cobertura [385] institute,ligada [385] destinado,influenciar [385] mesa,destinado [385] ligada,soros [356] eua,aspen Top Word Pairs in Tweet in G6:
[209] censorship,network [209] alex,stamos [209] former,facebook [209] business,partner [209] stamos,former [209] krebs',business [209] exec,founder [209] eip,censorship [209] network,krebs' [209] 11,alex Top Word Pairs in Tweet in G7:
[133] aspen,institute [89] giorgiameloni,aspen [24] institute,fratelliditalia [19] palazzochigi,giorgiameloni [18] quirinale,#mattarella [16] institute,matteosalvinimi [14] profdraghi,profmbassetti [13] #mattarella,palazzochigi [12] dell,aspen [12] gli,italiani Top Word Pairs in Tweet in G8:
[197] aspen,institute [120] censorship,coordination [120] coordination,venue [115] recall,john [115] look,photo [115] venue,aspen [115] photo,cia [115] john,brennan [115] cia,john [115] institute,recall Top Word Pairs in Tweet in G9:
[129] aspen,institute [118] elite,along [118] facebook,nat [118] twitter,facebook [118] sec,reporters [118] nat,sec [118] institute,aka [118] along,twitter [118] reporters,met [118] retreat,liberal Top Word Pairs in Tweet in G10:
[129] aspen,institute [104] security,hacks [104] editors,national [104] national,security [104] institute,programmed [104] hacks,convened [104] corporate,media [104] media,editors [104] convened,aspen [104] top,corporate Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G7:
Top Replied-To in G8:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: