The graph represents a network of 18,939 Twitter users whose recent tweets contained "Koch", 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 Tuesday, 20 August 2019 at 08:54 UTC.
The tweets in the network were tweeted over the 1-day, 14-hour, 18-minute period from Sunday, 18 August 2019 at 18:06 UTC to Tuesday, 20 August 2019 at 08:24 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 : 18939
Unique Edges : 26986
Edges With Duplicates : 6636
Total Edges : 33622
Self-Loops : 2804
Reciprocated Vertex Pair Ratio : 0.0146337783812326
Reciprocated Edge Ratio : 0.0288454390008178
Connected Components : 1957
Single-Vertex Connected Components : 920
Maximum Vertices in a Connected Component : 13756
Maximum Edges in a Connected Component : 26277
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.692108
Graph Density : 7.50055520892927E-05
Modularity : 0.727383
NodeXL Version : 1.0.1.419
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[6057] human,rights [6034] baby,girl [6034] girl,needs [6034] needs,mother [6034] mother,human [6034] rights,abuses [6034] abuses,government [6034] government,continue [6034] continue,end [2308] koch,brothers Top Word Pairs in Tweet in G1:
[5766] baby,girl [5766] girl,needs [5766] needs,mother [5766] mother,human [5766] human,rights [5766] rights,abuses [5766] abuses,government [5766] government,continue [5766] continue,end [7] koch,brothers Top Word Pairs in Tweet in G2:
[421] koch,brothers [228] trump,s [215] mike,pompeo [199] heat,seeking [199] seeking,missile [199] missile,trump [199] s,ass [192] koch,backed [187] revealing,profile [187] profile,mike Top Word Pairs in Tweet in G3:
[158] koch,brothers [43] greg,koch [39] koch,bros [39] koch,signature [39] signature,gristlemaster [39] gristlemaster,guitar [36] enter,win [36] win,reverend [35] reverend,greg [35] guitar,red Top Word Pairs in Tweet in G4:
[165] koch,brothers [74] trump,put [74] put,former [74] former,#kochbrothers [74] #kochbrothers,employee [74] employee,charge [74] charge,epa [74] epa,regulation [74] regulation,toxic [74] toxic,chemicals Top Word Pairs in Tweet in G5:
[330] time,ask [330] ask,betoorourke [330] betoorourke,racist [330] racist,mad [330] mad,black [330] black,americans [330] americans,finding [330] finding,employment [188] koch,brothers [173] koch,foods Top Word Pairs in Tweet in G6:
[204] koch,bros [150] mike,pompeo [146] pompeo,west [146] west,point [146] point,harvard [146] harvard,law [146] law,koch [146] bros,front [146] front,man [146] man,inept Top Word Pairs in Tweet in G7:
[38] alle,flüchtlinge [28] urlaub,machen [26] detlef_koch_,wenn [23] hesika,detlef_koch_ [19] urlaub,syrien [18] detlef_koch_,nein [17] sie,sich [17] detlef_koch_,sie [17] detlef_koch_,titus_pullo55 [17] wohl,eher Top Word Pairs in Tweet in G8:
[118] koch,brothers [43] third,way [42] pay,up [40] family,pay [35] andrewperezdc,davidsirota [35] davidsirota,koch [35] brothers,want [35] want,eliminate [35] eliminate,minimum [35] minimum,wage Top Word Pairs in Tweet in G9:
[68] koch,brothers [67] charles,koch [51] u,s [42] mikeelk,scoop [41] koch,industries [35] light,rail [29] koch,brothers' [29] climate,denial [27] new,book [26] climate,change Top Word Pairs in Tweet in G10:
[145] koch,brothers [81] makeup,artists [74] occupational,licensing [54] overhauling,many [54] many,excessive [54] excessive,expensive [54] expensive,nonsensical [54] nonsensical,occupational [54] licensing,requirements [54] requirements,states Top Replied-To in Entire Graph:
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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: