The graph represents a network of 15,732 Twitter users whose recent tweets contained "Epstein (Trump OR Clinton) until:2019-08-13", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 19 August 2019 at 12:43 UTC.
The tweets in the network were tweeted over the 1-hour, 47-minute period from Monday, 12 August 2019 at 22:12 UTC to Monday, 12 August 2019 at 23:59 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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.
[18760] en
[170] es
[166] fr
[121] und
[44] nl
[14] pt
[10] de
[6] tr
[3] it
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[30] und
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[5] fr
[4] nl
[1] vi
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[677] en
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[664] en
Author Description
Vertices : 15732
Unique Edges : 24804
Edges With Duplicates : 6599
Total Edges : 31403
Number of Edge Types : 4
Retweet : 15778
Tweet : 1771
Replies to : 3250
Mentions : 10604
Self-Loops : 1864
Reciprocated Vertex Pair Ratio : 0.00276975428322716
Reciprocated Edge Ratio : 0.00552420786805035
Connected Components : 1119
Single-Vertex Connected Components : 634
Maximum Vertices in a Connected Component : 13572
Maximum Edges in a Connected Component : 29099
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.124011
Graph Density : 0.000102404196617157
Modularity : 0.662555
NodeXL Version : 1.0.1.419
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[4790] bill,clinton [3227] jeffrey,epstein [2379] donald,trump [1987] epstein,island [1584] jeffrey,epstein's [1484] young,girls [1346] committed,suicide [1268] ghislaine,maxwell [1251] clinton,foundation [1198] girls,epstein Top Word Pairs in Tweet in G1:
[1093] goldsh0es,unseatpac [921] unseatpac,shotgunzen [573] jeffrey,epstein [477] shotgunzen,pattyarquette [448] trump,epstein [398] tech,journalist [380] donald,trump [369] epstein's,florida [369] florida,home [364] '17,epstein Top Word Pairs in Tweet in G2:
[940] fbi,doj [939] #epstein,death [937] death,latest [937] latest,crisis [937] crisis,doj [937] doj,incredible [937] incredible,fbi [937] fbi,docs [937] docs,confirm [937] confirm,obama Top Word Pairs in Tweet in G3:
[762] bill,clinton [304] jeffrey,epstein [259] supreme,court [257] clinton,wanted [215] wanted,appoint [215] appoint,lawmaker [215] lawmaker,caught [215] caught,epstein [215] epstein,scandal [215] scandal,supreme Top Word Pairs in Tweet in G4:
[962] bill,clinton [942] epstein,island [883] clinton,foundation [883] committed,suicide [881] epstein,claimed [881] claimed,co [881] co,founded [881] founded,clinton [881] foundation,bill [881] clinton,flew Top Word Pairs in Tweet in G5:
[783] young,girls [758] ghislaine,maxwell [753] maxwell,still [753] still,walking [753] walking,free [753] free,procured [753] procured,young [753] girls,epstein [753] epstein,famous [753] famous,photo Top Word Pairs in Tweet in G6:
[934] bill,clinton [669] epstein,island [642] jeffrey,epstein [626] donald,trump [625] trips,jeffrey [624] way,back [624] back,2015 [624] 2015,donald [624] trump,warned [624] warned,bill Top Word Pairs in Tweet in G7:
[114] jeffrey,epstein [56] conspiracy,theory [53] bill,clinton [44] conspiracy,theories [40] epstein,conspiracy [40] epstein's,death [37] epstein,death [35] jeffrey,epstein's [35] fbi,agents [34] donald,trump Top Word Pairs in Tweet in G8:
[526] donald,trump [523] bill,clinton [510] exchange,trump [510] trump,supporting [510] supporting,friend [510] friend,think [510] think,epstein [510] epstein,situation [510] situation,think [510] think,appalling Top Word Pairs in Tweet in G9:
[122] former,president [114] jeffrey,epstein [91] donald,trump [89] president,murder [87] accusing,former [87] murder,incredible [87] incredible,appalling [87] appalling,humiliating [87] humiliating,grow [87] grow,numb Top Word Pairs in Tweet in G10:
[149] donald,trump [135] jeffrey,epstein's [117] island,home [116] co,conspirators [115] jeffrey,epstein [112] epstein's,co [110] heather,heyer [110] epstein's,island [110] without,seeing [110] seeing,evidence 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: