The graph represents a network of 4,359 Twitter users whose recent tweets contained "ktumulty", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 5,000 tweets. The network was obtained from Twitter on Friday, 04 January 2019 at 15:43 UTC.
The tweets in the network were tweeted over the 4-day, 19-hour, 2-minute period from Sunday, 30 December 2018 at 20:36 UTC to Friday, 04 January 2019 at 15:39 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.
Vertices : 4359
Unique Edges : 7453
Edges With Duplicates : 2850
Total Edges : 10303
Self-Loops : 525
Reciprocated Vertex Pair Ratio : 0.0151282051282051
Reciprocated Edge Ratio : 0.0298055064410205
Connected Components : 381
Single-Vertex Connected Components : 333
Maximum Vertices in a Connected Component : 3895
Maximum Edges in a Connected Component : 9829
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 2.923443
Graph Density : 0.000416813140847572
Modularity : 0.475324
NodeXL Version : 1.0.1.407
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[744] ktumulty,aoc [271] ktumulty,benshapiro [271] benshapiro,aoc [180] didn,t [110] woman,twice [108] apparently,woman [107] don,t [105] aoc,s [93] san,antonio [92] washington,post Top Word Pairs in Tweet in G1:
[79] washington,post [78] san,antonio [77] here,s [76] news,washington [75] yuuuuuge,news [75] post,looking [75] looking,someone [75] someone,report [75] report,border [75] border,based Top Word Pairs in Tweet in G2:
[697] ktumulty,aoc [264] ktumulty,benshapiro [264] benshapiro,aoc [99] aoc,s [67] didn,t [55] someone,sent [55] sent,video [55] video,month [55] month,ago [55] ago,couse Top Word Pairs in Tweet in G3:
[6] don,t [4] even,more [4] high,school [3] doesn,t [3] flat,leaf [3] bay,leaf [3] doing,chores [3] isn,t [3] breakfast,club [2] italian,flat Top Word Pairs in Tweet in G4:
[2] ktumulty,aoc Top Word Pairs in Tweet in G5:
[54] ktumulty,mittromney [22] foxnews,marc_lotter [22] marc_lotter,mittromney [22] mittromney,realdonaldtrump [21] ktumulty,foxnews [19] ktumulty,realdonaldtrump [18] craig99530300,jadejensen29 [18] jadejensen29,ktumulty [14] don,t [12] ktumulty,fahrenthold Top Word Pairs in Tweet in G6:
[30] ktumulty,glennkesslerwp [16] ktumulty,farhip [13] philiprucker,ktumulty [13] glennkesslerwp,ktumulty [12] glennkesslerwp,farhip [10] nicolledwallace,mmurraypolitics [10] mmurraypolitics,ruthmarcus [10] ruthmarcus,fahrenthold [10] fahrenthold,gayleking [10] gayleking,jdickerson Top Word Pairs in Tweet in G7:
[101] apparently,woman [101] woman,twice [5] reason,more [5] more,people [5] people,choosing [5] choosing,msnbc Top Word Pairs in Tweet in G8:
[87] awesome,considering [87] considering,specific [87] specific,region [87] region,re [87] re,referring [87] referring,didn [87] didn,t [87] t,mention [87] mention,los [87] los,zetas Top Word Pairs in Tweet in G9:
[22] don,t [21] much,appreciated [20] tour,nations [20] nations,talking [20] talking,breast [20] breast,cancer [20] cancer,awareness [20] awareness,traveled [20] traveled,countries [20] countries,women Top Word Pairs in Tweet in G10:
[11] ktumulty,top_sergeant [6] ktumulty,markleibovich [4] top_sergeant,aoc [3] ktumulty,aoc [3] things,done [2] aoc,lol [2] aoc,amp [2] amp,bravery [2] bravery,amp [2] amp,honesty 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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