The graph represents a network of 4,979 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 3/8/2023 5:00:33 PM. The network was obtained from Twitter on Thursday, 09 March 2023 at 16:36 UTC.
The tweets in the network were tweeted over the 1803-day, 21-hour, 26-minute period from Saturday, 31 March 2018 at 03:33 UTC to Thursday, 09 March 2023 at 00:59 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 : 4979
Unique Edges : 3031
Edges With Duplicates : 11511
Total Edges : 14542
Number of Edge Types : 9
Retweet : 3211
MentionsInRetweet : 4337
Tweet : 960
Replies to : 1618
MentionsInReplyTo : 3757
Mentions : 448
Quote : 113
MentionsInQuoteReply : 25
MentionsInQuote : 73
Self-Loops : 1428
Reciprocated Vertex Pair Ratio : 0.0256799878437927
Reciprocated Edge Ratio : 0.0500740740740741
Connected Components : 447
Single-Vertex Connected Components : 147
Maximum Vertices in a Connected Component : 3312
Maximum Edges in a Connected Component : 10890
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.749157
Graph Density : 0.000272337065978435
Modularity : 0.451074
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,979 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 3/8/2023 5:00:33 PM. The network was obtained from Twitter on Thursday, 09 March 2023 at 16:36 UTC.
The tweets in the network were tweeted over the 1803-day, 21-hour, 26-minute period from Saturday, 31 March 2018 at 03:33 UTC to Thursday, 09 March 2023 at 00:59 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:
[2949] aspen,institute [559] think,tank [515] fellow,aspen [514] dhruva,jaishankar [510] institute,soros [509] scowcroft,award [509] brent,scowcroft [509] jaishankar,first [509] job,brent [508] award,fellow Top Word Pairs in Tweet in G1:
[390] aspen,institute [269] partito,sovranista [269] sovranista,finanzo [269] finanzo,legale [269] fine,febbraio [269] nuovo,partito [269] febbraio,nasce [269] nasce,nuovo [269] legale,atlantico [266] atlantico,pacifista Top Word Pairs in Tweet in G2:
[470] aspen,institute [470] dhruva,jaishankar [469] scowcroft,award [469] jaishankar,first [469] job,brent [469] think,tank [469] soros,open [469] tank,job [469] fellow,aspen [469] award,fellow Top Word Pairs in Tweet in G3:
[440] aspen,institute [168] institute,cyber [99] rick,stengel [69] truthninja316,look [60] look,aspen [60] institute,event [60] underlined,person [60] involved,burisma [60] event,2021 [60] burisma,hunter Top Word Pairs in Tweet in G4:
[293] aspen,institute [106] rep,chuckedwards4nc [106] chuckedwards4nc,asks [106] meeting,june [106] participation,aspen [106] institute,zoom [106] zoom,meeting [106] 2020,reporters [106] roth,participation [106] june,2020 Top Word Pairs in Tweet in G5:
[287] alex,stamos [286] founder,eip [286] former,facebook [286] business,partner [286] 11,alex [286] network,krebs' [286] facebook,exec [286] stamos,former [286] censorship,network [286] exec,founder Top Word Pairs in Tweet in G6:
[115] aspen,institute [44] vojáků,ukazuje [44] ukazuje,studie [44] války,potřebuje [44] pro,případ [44] případ,velké [44] potřebuje,150 [44] tisíc,vojáků [44] česko,pro [44] 150,tisíc Top Word Pairs in Tweet in G7:
[71] aspen,institute [19] institute,aspeninstitute [18] response,russian [14] aid,ukraine [14] ukraine,response [14] ukraine,vital [14] report,efforts [14] limitations,ukraine [14] vital,report [14] cyber,companies Top Word Pairs in Tweet in G8:
[127] aspen,institute [11] aid,ukraine [10] report,efforts [10] efforts,limitations [10] vital,report [10] ukraine,vital [9] cyber,companies [9] war,ukraine [8] companies,aid [8] cesar,conde Top Word Pairs in Tweet in G9:
[114] giorgia,#meloni [113] die,italienische [113] 2021,mitglied [113] #meloni,seit [113] italienische,#ministerpräsidentin [113] gewusst,die [113] mitglied,thinktanks [113] thinktanks,#aspen [113] #ministerpräsidentin,giorgia [113] seit,2021 Top Word Pairs in Tweet in G10:
[104] vijaygajera,brave [104] brave,check [104] institution,observer [104] brookings,institution [104] foundation,lowy [104] observer,research [104] check,gmf [104] gmf,brookings [104] research,foundation [103] zoo_bear,vijaygajera Top Replied-To in Entire Graph:
Top Replied-To in G1:
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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: