The graph represents a network of 9,157 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, 10 November 2021 at 15:38 UTC.
The requested start date was Wednesday, 10 November 2021 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 2-day, 9-hour, 38-minute period from Sunday, 07 November 2021 at 15:19 UTC to Wednesday, 10 November 2021 at 00:58 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
![](../Images/Image.ashx?graphID=266044&type=b)
Vertices : 9157
Unique Edges : 6562
Edges With Duplicates : 9909
Total Edges : 16471
Number of Edge Types : 5
Retweet : 3824
MentionsInRetweet : 5422
Tweet : 1642
Replies to : 2430
Mentions : 3153
Self-Loops : 1682
Reciprocated Vertex Pair Ratio : 0.0207660856466538
Reciprocated Edge Ratio : 0.0406872562453884
Connected Components : 1893
Single-Vertex Connected Components : 634
Maximum Vertices in a Connected Component : 2851
Maximum Edges in a Connected Component : 6944
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.892501
Graph Density : 0.000113153997784295
Modularity : 0.58321
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 9,157 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, 10 November 2021 at 15:38 UTC.
The requested start date was Wednesday, 10 November 2021 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 2-day, 9-hour, 38-minute period from Sunday, 07 November 2021 at 15:19 UTC to Wednesday, 10 November 2021 at 00:58 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:
[837] charles,koch [452] koch,funding [424] project,veritas [395] under,fbi [395] fbi,investigation [394] smilan317,charles [393] koch,chief [393] chief,funder [393] funder,project [393] veritas,pj Top Word Pairs in Tweet in G1:
[671] charles,koch [385] project,veritas [384] under,fbi [384] fbi,investigation [384] koch,funding [383] smilan317,charles [382] koch,chief [382] chief,funder [382] funder,project [382] veritas,pj Top Word Pairs in Tweet in G2:
[76] robert,koch [33] koch,brothers [31] koch,institut [29] samuel,koch [18] heckler,koch [17] koch,industries [17] tage,inzidenz [16] masked,singer [16] koch,institute [16] sieben,tage Top Word Pairs in Tweet in G3:
[61] koch,brothers [58] baddcompani,koch [47] koch,machine [37] dark,money [36] charles,koch [36] koch,network [32] know,#universityofaustin [32] #universityofaustin,signs [32] signs,point [32] point,plutocratic Top Word Pairs in Tweet in G4:
[246] tam,aşılı [245] aşılar,işe [245] işe,yaramıyor [245] yaramıyor,mu [245] mu,almanya'da [245] almanya'da,tam [245] aşılı,olup [245] olup,covid [245] covid,19'a [245] 19'a,yakalanan Top Word Pairs in Tweet in G5:
[10] yoqpagotolalu,fpri [10] fpri,josephdeweck [10] josephdeweck,bertelsmannfdn [10] bertelsmannfdn,emmyzen [10] emmyzen,pieroformica1 [10] pieroformica1,bannerite [10] bannerite,emmanuelmacron [10] emmanuelmacron,cspeircespeaks [9] koch,industries [8] joe,manchin Top Word Pairs in Tweet in G6:
[148] anti,crt [144] crt,movement [144] itself,local [144] local,face [142] movement,present [142] present,itself [142] face,many [142] many,effective [142] effective,advocacy [142] advocacy,groups Top Word Pairs in Tweet in G7:
[44] shut,down [44] usa,oil [44] oil,wells [42] koch,industry [42] industry,shut [42] down,thousands [42] thousands,usa [42] wells,drive [42] drive,prices [42] prices,magats Top Word Pairs in Tweet in G8:
[31] remember,words [31] words,endia [31] endia,koch [31] koch,karli [31] karli,semi [31] semi,final [31] final,bahar [31] bahar,shameful [27] shameful,#fixmatch [24] #fixmatch,#indvsafg Top Word Pairs in Tweet in G9:
[12] pedro,castillo [5] run,run [5] ministro,defensa [3] defensa,walter [3] walter,ayala [2] imagino,están [2] están,fujitraumados [2] fujitraumados,gente [2] gente,recuerda [2] recuerda,nostalgia Top Word Pairs in Tweet in G10:
[4] important,know [4] know,photos [3] photos,beautiful [3] beautiful,think [2] always,top [2] top,found [2] mistress,very [2] wet,video [2] aas,bored [2] charles,koch Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
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Top Tweeters in G5:
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Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: