The graph represents a network of 6,263 Twitter users whose recent tweets contained "Koch", 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 15:36 UTC.
The tweets in the network were tweeted over the 2050-day, 23-hour, 47-minute period from Wednesday, 31 May 2017 at 01:13 UTC to Wednesday, 11 January 2023 at 01:00 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 : 6263
Unique Edges : 4255
Edges With Duplicates : 13372
Total Edges : 17627
Number of Edge Types : 9
Retweet : 2936
MentionsInRetweet : 4217
Replies to : 2122
MentionsInReplyTo : 6434
Tweet : 923
Mentions : 434
Quote : 226
MentionsInQuote : 213
MentionsInQuoteReply : 122
Self-Loops : 1376
Reciprocated Vertex Pair Ratio : 0.0410046130189646
Reciprocated Edge Ratio : 0.0787789266371246
Connected Components : 973
Single-Vertex Connected Components : 228
Maximum Vertices in a Connected Component : 2796
Maximum Edges in a Connected Component : 8536
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.085459
Graph Density : 0.000207144992774658
Modularity : 0.451093
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,263 Twitter users whose recent tweets contained "Koch", 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 15:36 UTC.
The tweets in the network were tweeted over the 2050-day, 23-hour, 47-minute period from Wednesday, 31 May 2017 at 01:13 UTC to Wednesday, 11 January 2023 at 01:00 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 : Koch
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:
[802] koch,industries [678] boeing,936 [678] 374,500 [678] industries,374 [678] 936,500 [677] 500,boeing [669] sedition,caucus [669] caucus,koch [648] top,corporate [646] corporate,donors Top Word Pairs in Tweet in G1:
[486] federalist,society [404] wing,much [404] koch,billionaire [404] understand,federalist [404] much,more [404] more,organizations [404] billionaire,judicial [404] judicial,wing [404] few,understand [404] society,koch Top Word Pairs in Tweet in G2:
[402] koch,industries [401] boeing,936 [401] industries,374 [401] 374,500 [401] 936,500 [401] 500,valero [401] 500,boeing [400] valero,energy [400] energy,827 [400] 827,500 Top Word Pairs in Tweet in G3:
[78] koch,brothers [29] koch,industries [27] stanfordmed,swatlashoover [27] tentoads4truth,koch [27] koch,network [27] gregggonsalves,stanfordmed [25] cruellaisdevine,gregggonsalves [22] right,wing [22] hoover,institute [17] smear,tactics Top Word Pairs in Tweet in G4:
[20] lt,lt [17] gt,gt [15] heckler,koch [8] koch,brothers [8] david,koch [6] robert,koch [6] latin,vulgate [6] wae,wanni [6] logos,series [5] markus,koch Top Word Pairs in Tweet in G5:
[148] 374,500 [148] 500,boeing [148] 936,500 [148] boeing,936 [148] industries,374 [148] koch,industries [148] corporate,donors [148] sedition,caucus [148] donors,sedition [148] caucus,koch Top Word Pairs in Tweet in G6:
[64] americans,prosperity [63] children,know [63] piper4missouri,see [63] prosperity,know [63] koch,bros [63] american,federation [63] see,american [63] see,americans [63] bros,see [63] federation,children Top Word Pairs in Tweet in G7:
[29] koch,brothers [12] america,pac [12] richard,scaife [12] coors,family [12] harry,lynde [12] mobsters,fascists [12] fascists,white [12] institute,save [12] lynde,bradley [12] nationalist,nazi Top Word Pairs in Tweet in G8:
[24] wet,dream [23] koch,brothers [18] public,lands [17] federal,public [16] ammon,bundy [16] sell,federal [16] gop,voters [16] bundy,koch [16] brothers,gop [15] gop,plans Top Word Pairs in Tweet in G9:
[22] marmilbr,fab_oficial [22] pmesp,jairbolsonaro [22] jairbolsonaro,bolsonarosp [22] rconstantino,realpfigueiredo [22] advogadosoacb,rconstantino [22] bolsonarosp,carlosbolsonaro [22] cmse_exercito,marmilbr [22] carlosbolsonaro,generalgirao [22] realpfigueiredo,paulomartins10 [22] generalgirao,advogadosoacb Top Word Pairs in Tweet in G10:
[69] ed,koch [68] city,landlords [68] time,mr [68] mr,ed [68] koch,force [68] force,message [68] message,york [68] york,city [67] rexchapman,time [12] libertarian,koch 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 G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
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: