The graph represents a network of 5,061 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 2/15/2023 5:00:35 PM. The network was obtained from Twitter on Thursday, 16 February 2023 at 16:36 UTC.
The tweets in the network were tweeted over the 3598-day, 0-hour, 31-minute period from Thursday, 11 April 2013 at 00:26 UTC to Thursday, 16 February 2023 at 00:58 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 : 5061
Unique Edges : 2742
Edges With Duplicates : 11500
Total Edges : 14242
Number of Edge Types : 9
Retweet : 3422
MentionsInRetweet : 4222
Replies to : 1531
MentionsInReplyTo : 3691
Mentions : 345
Tweet : 829
Quote : 110
MentionsInQuote : 56
MentionsInQuoteReply : 36
Self-Loops : 1163
Reciprocated Vertex Pair Ratio : 0.0233200368211108
Reciprocated Edge Ratio : 0.0455772113943028
Connected Components : 397
Single-Vertex Connected Components : 132
Maximum Vertices in a Connected Component : 3444
Maximum Edges in a Connected Component : 10746
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.807599
Graph Density : 0.000260458766682833
Modularity : 0.446183
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,061 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 2/15/2023 5:00:35 PM. The network was obtained from Twitter on Thursday, 16 February 2023 at 16:36 UTC.
The tweets in the network were tweeted over the 3598-day, 0-hour, 31-minute period from Thursday, 11 April 2013 at 00:26 UTC to Thursday, 16 February 2023 at 00:58 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:
[2321] aspen,institute [1008] alex,stamos [1001] krebs',business [1001] 11,alex [1001] business,partner [1001] eip,censorship [1001] censorship,network [1001] network,krebs' [1001] stamos,former [1001] exec,founder Top Word Pairs in Tweet in G1:
[857] alex,stamos [854] founder,eip [854] former,facebook [854] network,krebs' [854] eip,censorship [854] 11,alex [854] stamos,former [854] censorship,network [854] facebook,exec [854] business,partner Top Word Pairs in Tweet in G2:
[332] aspen,institute [233] partito,sovranista [233] sovranista,finanzo [233] finanzo,legale [233] fine,febbraio [233] nuovo,partito [233] febbraio,nasce [233] nasce,nuovo [233] legale,atlantico [230] atlantico,pacifista Top Word Pairs in Tweet in G3:
[350] influential,men [350] wasn,head [350] become,without [350] alive,wasn [350] men,alive [350] one,influential [350] meanwhile,schwab [350] question,one [350] head,aspen [350] schwab,become Top Word Pairs in Tweet in G4:
[453] aspen,institute [182] institute,cyber [107] rick,stengel [70] truthninja316,look [66] founder,eip [66] network,krebs' [66] krebs',business [66] stamos,former [66] exec,founder [66] 11,alex Top Word Pairs in Tweet in G5:
[180] aspen,institute [43] vojáků,ukazuje [43] ukazuje,studie [43] války,potřebuje [43] pro,případ [43] případ,velké [43] potřebuje,150 [43] tisíc,vojáků [43] česko,pro [43] 150,tisíc Top Word Pairs in Tweet in G6:
[135] aspen,institute [8] hunter,biden [8] cesar,conde [7] chairman,cesar [6] laptop,story [6] foreign,relations [5] institute,aspen [5] news,msnbc [5] strategy,group [5] tied,soros Top Word Pairs in Tweet in G7:
[63] aspen,institute [15] workforce,leadership [12] institute,aspeninstitute [11] aspenhighered,communityccrc [11] leadership,academy [11] one,10 [9] 10,colleges [9] colleges,participating [9] selected,one [9] participating,#unlockingopportunity Top Word Pairs in Tweet in G8:
[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 G9:
[91] piece,love [91] love,acknowledged [91] good,piece [91] institute,misinformation [91] acknowledged,harry [91] aspen,institute [91] misinformation,commission [91] harry,role [91] such,good [91] role,aspen Top Word Pairs in Tweet in G10:
[7] chelecassebohm,fagandr1 [7] cjtjgeol,chelecassebohm [7] teamcetacean,cjtjgeol [7] bastardgrimm,teamcetacean [5] aspen,institute [5] andrygiles,richard08653290 [5] antverva,johnson_wrjohn1 [5] richard08653290,antverva [5] fagandr1,gregchoat [5] johnson_wrjohn1,friendsoscience Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
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:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
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:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: