The graph represents a network of 15,141 Twitter users whose recent tweets contained "Epstein (Trump OR Clinton) until:2019-08-15", 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 17:31 UTC.
The tweets in the network were tweeted over the 2-hour, 8-minute period from Wednesday, 14 August 2019 at 21:51 UTC to Wednesday, 14 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.
Author Description
Vertices : 15141
Unique Edges : 23503
Edges With Duplicates : 2223
Total Edges : 25726
Number of Edge Types : 4
Retweet : 15686
Tweet : 1744
Mentions : 6891
Replies to : 1405
Self-Loops : 1833
Reciprocated Vertex Pair Ratio : 0.0028878970858493
Reciprocated Edge Ratio : 0.00575916230366492
Connected Components : 1081
Single-Vertex Connected Components : 654
Maximum Vertices in a Connected Component : 13226
Maximum Edges in a Connected Component : 23707
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.870774
Graph Density : 9.99848452289561E-05
Modularity : 0.71322
NodeXL Version : 1.0.1.419
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[10080] bill,clinton [7356] blue,dress [5996] jeffrey,epstein [3873] portrait,bill [2970] clinton,wearing [2622] clinton,blue [2349] epstein,portrait [2328] manhattan,mansion [2224] red,heels [2207] painting,bill Top Word Pairs in Tweet in G1:
[2519] blue,dress [2318] bill,clinton [1686] jeffrey,epstein [1552] clinton,blue [1388] portrait,bill [945] 'have,portrait [943] epstein,'have [751] dress,' [690] ',mailonline [675] red,heels Top Word Pairs in Tweet in G2:
[938] bill,clinton [488] manhattan,mansion [485] jeffrey,epstein [357] epstein's,manhattan [355] sexual,picture [353] president,bill [353] jeffrey,epstein's [350] new,sexual [350] picture,former [350] former,democrat Top Word Pairs in Tweet in G3:
[337] bill,clinton [183] jeffrey,epstein [138] blue,dress [69] portrait,bill [62] parscale,realdonaldtrump [59] president,trump [52] clinton,blue [50] epstein,portrait [50] clinton,wearing [49] donald,trump Top Word Pairs in Tweet in G4:
[820] bill,clinton [735] blue,dress [656] portrait,bill [611] epstein,portrait [588] clinton,wearing [572] manhattan,mansion [564] oval,office [561] inside,manhattan [555] office,inside [553] dress,oval Top Word Pairs in Tweet in G5:
[935] bill,clinton [891] jeffrey,epstein [710] blue,dress [508] dress,red [505] red,heels [504] painting,bill [503] clinton,wearing [491] epstein,painting [483] wearing,blue [307] heels,inside Top Word Pairs in Tweet in G6:
[629] day,far [628] impeachment,coming [628] coming,trump [628] trump,going [628] going,prison [628] prison,still [627] steve,king [626] donald,trump's [626] trump's,day [625] far,dow Top Word Pairs in Tweet in G7:
[312] bill,clinton [189] blue,dress [182] jeffrey,epstein [112] painting,bill [92] portrait,bill [88] clinton,wearing [88] red,heels [86] epstein,painting [84] dress,red [75] wearing,blue Top Word Pairs in Tweet in G8:
[498] bill,clinton [274] blue,dress [221] red,shoes [208] jeffrey,epstein [190] clinton,red [189] first,thing [189] thing,noticed [189] noticed,bill [149] clinton,blue [136] portrait,bill Top Word Pairs in Tweet in G9:
[372] warning,things [372] things,gonna [372] gonna,start [372] start,very [372] very,weird [372] weird,now [209] bill,clinton [154] blue,dress [125] jeffrey,epstein [71] clinton,blue Top Word Pairs in Tweet in G10:
[233] jeffrey,epstein [123] year,old [112] old,girl [109] giant,virtual [107] genius,well [107] well,worth [107] worth,retweet [107] retweet,looks [107] looks,anyone [107] anyone,cell Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: