The graph represents a network of 15,473 Twitter users whose recent tweets contained "pipeline cyberattack", 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 Friday, 14 May 2021 at 04:06 UTC.
The tweets in the network were tweeted over the 1-day, 21-hour, 39-minute period from Wednesday, 12 May 2021 at 04:58 UTC to Friday, 14 May 2021 at 02:37 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 : 15473
Unique Edges : 20232
Edges With Duplicates : 2532
Total Edges : 22764
Number of Edge Types : 5
Retweet : 12705
Replies to : 659
MentionsInRetweet : 3533
Mentions : 1561
Tweet : 4306
Self-Loops : 4372
Reciprocated Vertex Pair Ratio : 0.00521335071116904
Reciprocated Edge Ratio : 0.0103726252889114
Connected Components : 2712
Single-Vertex Connected Components : 1952
Maximum Vertices in a Connected Component : 11120
Maximum Edges in a Connected Component : 18164
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.037064
Graph Density : 7.40982841579264E-05
Modularity : 0.770136
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 15,473 Twitter users whose recent tweets contained "pipeline cyberattack", 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 Friday, 14 May 2021 at 04:06 UTC.
The tweets in the network were tweeted over the 1-day, 21-hour, 39-minute period from Wednesday, 12 May 2021 at 04:58 UTC to Friday, 14 May 2021 at 02:37 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 : TwitterSearch
Graph Term : pipeline cyberattack
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:
[10552] colonial,pipeline [3808] pipeline,cyberattack [1439] shut,down [1428] east,coast [1379] cyberattack,colonial [1154] fuel,pipeline [1034] gas,stations [1004] gas,shortage [997] breaking,colonial [885] gas,shortages Top Word Pairs in Tweet in G1:
[1175] colonial,pipeline [442] pipeline,cyberattack [232] pipeline,restarts [188] following,cyberattack [161] restarts,cyberattack [148] shut,down [141] east,coast [140] need,know [111] fuel,pipeline [111] gasoline,pipeline Top Word Pairs in Tweet in G2:
[1263] colonial,pipeline [557] pipeline,cyberattack [239] fuel,pipeline [162] shut,down [137] east,coast [136] cyberattack,colonial [124] #cyberattack,#cybersecurity [112] pipeline,restarts [104] gas,prices [101] ransomware,attack Top Word Pairs in Tweet in G3:
[752] colonial,pipeline [413] gas,stations [217] east,coast [207] gas,pipeline [183] energy,infrastructure [177] fuel,shortages [156] stations,virginia [149] pipeline,shut [142] pipeline,system [142] east,coast's Top Word Pairs in Tweet in G4:
[761] colonial,pipeline [621] breaking,colonial [621] pipeline,returning [621] returning,service [90] cyberattack,colonial [82] ransomware,group [81] group,carried [81] carried,cyberattack [81] pipeline,demanded [81] demanded,millions Top Word Pairs in Tweet in G5:
[607] colonial,pipeline [567] russian,cyberattack [567] cyberattack,koch [566] guess,owns [566] owns,largest [566] largest,share [566] share,colonial [566] pipeline,management [566] management,left [566] left,vulnerable Top Word Pairs in Tweet in G6:
[517] colonial,pipeline [439] pipeline,cyberattack [260] pete,buttigieg [256] transportation,secretary [256] secretary,pete [244] wake,call [243] cyberattack,texas [243] texas,power [243] power,grid [243] grid,failure Top Word Pairs in Tweet in G7:
[274] colonial,pipeline [173] cyberattack,colonial [166] 17,states [164] pipeline,attack [164] attack,17 [164] states,declared [164] declared,states [164] states,emergency [164] emergency,cyberattack [164] pipeline,tonight Top Word Pairs in Tweet in G8:
[452] colonial,pipeline [286] fuel,pipeline [258] shut,down [226] gas,shortages [214] largest,fuel [208] pipeline,restarting [206] cyberattack,led [203] pipeline,operator [203] operator,largest [203] restarting,operations Top Word Pairs in Tweet in G9:
[228] colonial,pipeline [153] pipeline,cyberattack [77] cyberattack,exposes [76] exposes,lack [76] lack,required [76] required,defenses [76] defenses,pipelines [71] gas,shortages [66] shows,much [66] much,risk Top Word Pairs in Tweet in G10:
[594] cyber,force [330] colonial,pipeline [297] age,cyberwarfare [297] cyberwarfare,needs [297] needs,cyber [297] force,show [297] show,contains [297] contains,depth [297] depth,analysis [297] analysis,actors Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G9:
Top Tweeters in Entire Graph:
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Top Tweeters in G10: