The graph represents a network of 4,218 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 07:36 UTC.
The tweets in the network were tweeted over the 4652-day, 9-hour, 43-minute period from Wednesday, 21 April 2010 at 15:06 UTC to Monday, 16 January 2023 at 00:50 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 : 4218
Unique Edges : 2500
Edges With Duplicates : 7871
Total Edges : 10371
Number of Edge Types : 9
Replies to : 625
MentionsInReplyTo : 1155
Retweet : 2523
MentionsInRetweet : 3113
Tweet : 1824
Mentions : 804
Quote : 205
MentionsInQuote : 99
MentionsInQuoteReply : 23
Self-Loops : 2429
Reciprocated Vertex Pair Ratio : 0.0277979211989364
Reciprocated Edge Ratio : 0.0540921919096896
Connected Components : 1039
Single-Vertex Connected Components : 725
Maximum Vertices in a Connected Component : 2048
Maximum Edges in a Connected Component : 6514
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 6.335787
Graph Density : 0.000239046879836666
Modularity : 0.437857
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,218 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 07:36 UTC.
The tweets in the network were tweeted over the 4652-day, 9-hour, 43-minute period from Wednesday, 21 April 2010 at 15:06 UTC to Monday, 16 January 2023 at 00:50 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:
[201] #cyber,#cybersecurity [183] generate,exploitation [183] exploitation,payloads [183] payloads,using [183] openai,specific [183] specific,payload [183] using,openai [182] lordx64,generate [182] payload,th [175] #cybersecurity,#cyberattacks Top Word Pairs in Tweet in G1:
[112] iot,smart [86] holds,ramifications [86] ramifications,both [86] smart,technologies [86] dependent,iot [86] critical,infrastructure [86] china,dependent [86] technologies,holds [86] india,growing [86] both,critical Top Word Pairs in Tweet in G2:
[198] #cyber,#cybersecurity [172] #cybersecurity,#cyberattacks [159] #cyberattacks,#cyberwar [142] #cyberwar,#federalgovernment [137] #malware,#zeroday [137] please,retweet [137] #breach,please [137] #securitybreach,#malware [137] #hacker,#breach [137] #apt,#securitybreach Top Word Pairs in Tweet in G3:
[179] payloads,using [179] openai,specific [179] generate,exploitation [179] using,openai [179] exploitation,payloads [179] specific,payload [178] lordx64,generate [178] payload,th [3] cyberwar,signed [2] lordx64,cyberwar Top Word Pairs in Tweet in G4:
[15] swedish,kings [12] engaged,global [12] cyberwar,leaders [12] global,cyberwar [12] people,nations [12] secret,ordinary [12] nations,engaged [12] ordinary,people [12] secrets,secret [12] govt,secrets Top Word Pairs in Tweet in G5:
[24] rest,world [24] warned,russia's [24] russia's,cyberattacks [24] once,cyberwar [24] spread,rest [24] analysts,warned [24] ukraine,spread [24] cyberattacks,ukraine [24] cyberwar,analysts [23] a_greenberg,once Top Word Pairs in Tweet in G6:
[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 G7:
[37] #ics,#scadahacking [37] #scada,#ics [32] russian,military [32] jamming,russian [30] scada,ics [29] scada,hacking [25] cams,#webcams [25] ultimate,list [25] unsecured,web [25] find,unsecured Top Word Pairs in Tweet in G8:
[94] putin,declared [92] 2014,putin [92] 'cyberwar',ukraine [92] declared,'cyberwar' [92] uk,nato [92] nato,work [92] ukraine,uk [92] already,happening [92] work,ukraine [92] ukraine,already Top Word Pairs in Tweet in G9:
[82] #ukraine,#war [81] #war,#cyberwar [36] recapped,latest [36] cybernews,recapped [36] cyberwar,between [36] video,cybernews [36] russian,government [36] latest,developments [36] #anonymous,russian [36] developments,cyberwar Top Word Pairs in Tweet in G10:
[44] christmas,eve [44] end,year [44] year,more [44] article,end [44] eve,#russiaukraine [44] more,doing [44] doing,christmas [43] intrusion_truth,article [43] #russiaukraine,#chinahacksr [13] agency,warns Top Replied-To in Entire Graph:
Top Replied-To in G2:
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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:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G9:
Top Tweeters in G10: