The graph represents a network of 9,292 Twitter users whose tweets in the requested range contained "Koch", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 30 November 2022 at 15:40 UTC.
The requested start date was Wednesday, 30 November 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 4-day, 8-hour, 17-minute period from Friday, 25 November 2022 at 16:44 UTC to Wednesday, 30 November 2022 at 01:01 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 : 9292
Unique Edges : 7451
Edges With Duplicates : 8831
Total Edges : 16282
Number of Edge Types : 5
Tweet : 1758
Retweet : 2982
MentionsInRetweet : 4441
Replies to : 3169
Mentions : 3932
Self-Loops : 1797
Reciprocated Vertex Pair Ratio : 0.0231002404097418
Reciprocated Edge Ratio : 0.0451573355128729
Connected Components : 1947
Single-Vertex Connected Components : 675
Maximum Vertices in a Connected Component : 2009
Maximum Edges in a Connected Component : 5376
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 5.663249
Graph Density : 0.000113376305130618
Modularity : 0.610912
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 9,292 Twitter users whose tweets in the requested range contained "Koch", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 30 November 2022 at 15:40 UTC.
The requested start date was Wednesday, 30 November 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 4-day, 8-hour, 17-minute period from Friday, 25 November 2022 at 16:44 UTC to Wednesday, 30 November 2022 at 01:01 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".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
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:
[462] koch,brothers [191] koch,industries [171] jan,ludvick [163] charles,koch [162] roland,koch [127] die,denken [127] alle,die [126] denken,libertär [126] owned,koch [126] liberal,libertär Top Word Pairs in Tweet in G1:
[97] koch,industries [80] industries,amazing [79] amazing,business [27] heckler,koch [26] david,koch [24] lt,lt [24] gt,gt [22] robert,koch [20] jan,ludvick [15] koch,basili Top Word Pairs in Tweet in G2:
[85] koch,brothers [40] dark,money [39] tentoads4truth,koch [32] koch,network [28] failed,disclose [28] dirty,tricks [28] charles,koch [25] tentoads4truth,markjacob16 [22] right,wing [20] ms,stefanik Top Word Pairs in Tweet in G3:
[72] david_j_koch,jim_jordan [32] koch,brothers [25] david_j_koch,laurenboebert [23] david_j_koch,repandybiggsaz [20] kimdotcom,elonmusk [16] free,speech [15] non,political [15] heckler,koch [15] ryman_eugene,david_j_koch [13] apple,google Top Word Pairs in Tweet in G4:
[76] roland,koch [75] menschen,migrationsgeschichte [75] wieder,kampagne [75] nie,wieder [75] ausgehen,dazu [75] kampagne,ausgehen [75] #union,darf [75] gegen,menschen [75] dazu,ermutigt [75] ermutigt,gegen Top Word Pairs in Tweet in G5:
[126] liberal,libertär [126] die,denken [126] a_nnaschneider,alle [126] wg,a_nnaschneider [126] denken,libertär [126] libertär,usa [126] libertär,liberal [126] alle,die [125] usa,die [125] m_grill,wg Top Word Pairs in Tweet in G6:
[115] owned,koch [115] nra,russia [115] wholly,owned [115] brothers,nra [115] tom,cotton [115] koch,brothers [115] cotton,wholly [112] tom,sold [112] russia,republicans [112] republicans,tom Top Word Pairs in Tweet in G7:
[44] koch,brothers [32] truthjustis4usa,lavern_spicer [26] thing,koch [26] doing,same [26] aware,land [26] lavern_spicer,doing [26] same,thing [26] case,re [26] doing,case [26] re,aware Top Word Pairs in Tweet in G8:
[38] george__koch,majordan31 [23] majordan31,mick1122334455 [14] mick1122334455,majordan31 [14] peterruddock2,majordan31 [11] majordan31,george__koch [10] george__koch,peterruddock2 [9] george__koch,mick1122334455 [8] majordan31,jamiewebster94 [8] qalandartabrizi,majordan31 [7] fasc1nate,george__koch Top Word Pairs in Tweet in G9:
[34] think,tank [29] institute,economic [29] organize,promote [29] libertarian,think [29] research,libertarian [29] tank,helped [29] helped,organize [29] american,institute [29] economic,research [29] promote,great Top Word Pairs in Tweet in G10:
[27] mercer,family [26] family,devos [26] michael,flynn [26] family,mercer [26] rupert,murdoch [26] family,rupert [26] flynn,koch [26] more,scared [26] koch,family [26] devos,family 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 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:
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Top Tweeters in G9:
Top Tweeters in G10: