The graph represents a network of 4,138 Twitter users whose recent tweets contained "cyberwar", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 07:35 UTC.
The tweets in the network were tweeted over the 4645-day, 9-hour, 8-minute period from Wednesday, 21 April 2010 at 15:06 UTC to Monday, 09 January 2023 at 00:14 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 4138
Unique Edges : 2288
Edges With Duplicates : 8076
Total Edges : 10364
Number of Edge Types : 9
Replies to : 553
MentionsInReplyTo : 1093
Retweet : 2732
MentionsInRetweet : 3282
Tweet : 1639
Mentions : 757
Quote : 196
MentionsInQuote : 93
MentionsInQuoteReply : 19
Self-Loops : 2220
Reciprocated Vertex Pair Ratio : 0.0275695284159613
Reciprocated Edge Ratio : 0.053659684631678
Connected Components : 910
Single-Vertex Connected Components : 596
Maximum Vertices in a Connected Component : 2157
Maximum Edges in a Connected Component : 6786
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.467488
Graph Density : 0.000248205113107111
Modularity : 0.429865
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,138 Twitter users whose recent tweets contained "cyberwar", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 07:35 UTC.
The tweets in the network were tweeted over the 4645-day, 9-hour, 8-minute period from Wednesday, 21 April 2010 at 15:06 UTC to Monday, 09 January 2023 at 00:14 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : cyberwar
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:
[207] #war,#cyberwar [200] #ukraine,#war [195] generate,exploitation [195] exploitation,payloads [195] payloads,using [195] openai,specific [195] specific,payload [195] using,openai [194] lordx64,generate [194] payload,th Top Word Pairs in Tweet in G1:
[78] foreshadowed,deadly [78] attacks,civilians [78] deadly,attacks [77] russia,cyberwar [76] cyberwar,foreshadowed [66] cyber,warfare [62] warfare,getting [58] #nato,#cyberwar [57] #russianarmylosing,#russland [57] #apt28,#fsb Top Word Pairs in Tweet in G2:
[180] #cyber,#cybersecurity [154] #cybersecurity,#cyberattacks [141] #cyberattacks,#cyberwar [130] cyberwar,#cybersecurity [127] losing,cyberwar [127] #cybersecurity,ironracer [127] reasons,losing [126] #cyberwar,#federalgovernment [121] #federalgovernment,#apt [119] #malware,#zeroday Top Word Pairs in Tweet in G3:
[187] payloads,using [187] openai,specific [187] generate,exploitation [187] using,openai [187] exploitation,payloads [187] specific,payload [186] lordx64,generate [186] payload,th [3] cyberwar,signed [2] lordx64,cyberwar Top Word Pairs in Tweet in G4:
[8] playbook,began [8] years,ago [8] aggression,ukraine [8] unfold,years [8] dangerous,playbook [8] began,unfold [8] following,dangerous [8] ukraine,following [8] kremlin,aggression [7] wiredscience,kremlin Top Word Pairs in Tweet in G5:
[62] find,unsecured [62] ultimate,list [62] #webcams,#cyberwarrior [62] #googlehacking,#infosec [62] #cyberwarrior,#googlehacking [62] list,google [62] web,cams [62] cams,#webcams [62] hacks,find [62] google,hacks Top Word Pairs in Tweet in G6:
[178] #ukraine,#war [167] #war,#cyberwar [121] message,vladimir [121] vladimir,putin [121] putin,#ukraine [121] #anonymous,message [119] jamesvgingerich,#anonymous [26] #cyberwar,#ukraine [19] data,breach [19] breach,today Top Word Pairs in Tweet in G7:
[4] foreshadowed,deadly [4] attacks,civilians [4] deadly,attacks [4] cyberwar,foreshadowed [4] russia,cyberwar [3] one,right [3] givêaway,one [3] waste,time [3] dont,waste [3] time,givêaway Top Word Pairs in Tweet in G8:
[110] unless,until [110] until,understand [110] prc,weapon [110] future,targets [110] tok,prc [110] weapon,collect [110] understand,tik [110] targets,well [110] voices,future [110] tik,tok Top Word Pairs in Tweet in G9:
[41] detecting,disabling [41] key,victory [41] cyber,war [41] operations,art [41] adversary,operations [41] art,cyber [41] protracted,adversary [41] cyberwar,detecting [41] victory,cyberwar [41] disabling,protracted Top Word Pairs in Tweet in G10:
[22] spread,rest [22] cyberattacks,ukraine [22] once,cyberwar [22] russia's,cyberattacks [22] analysts,warned [22] ukraine,spread [22] cyberwar,analysts [22] warned,russia's [22] rest,world [21] world,lookin Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
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:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: