The graph represents a network of 4,071 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 2/5/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 06 February 2023 at 07:35 UTC.
The tweets in the network were tweeted over the 4673-day, 9-hour, 51-minute period from Wednesday, 21 April 2010 at 15:06 UTC to Monday, 06 February 2023 at 00:57 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 : 4071
Unique Edges : 2553
Edges With Duplicates : 7973
Total Edges : 10526
Number of Edge Types : 9
Retweet : 2606
MentionsInRetweet : 3289
Mentions : 725
Tweet : 1780
Replies to : 683
MentionsInReplyTo : 1158
Quote : 200
MentionsInQuoteReply : 14
MentionsInQuote : 71
Self-Loops : 2405
Reciprocated Vertex Pair Ratio : 0.0289542952859536
Reciprocated Edge Ratio : 0.0562790697674419
Connected Components : 992
Single-Vertex Connected Components : 639
Maximum Vertices in a Connected Component : 1962
Maximum Edges in a Connected Component : 6667
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 7.063534
Graph Density : 0.000259521261732021
Modularity : 0.432089
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,071 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 2/5/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 06 February 2023 at 07:35 UTC.
The tweets in the network were tweeted over the 4673-day, 9-hour, 51-minute period from Wednesday, 21 April 2010 at 15:06 UTC to Monday, 06 February 2023 at 00:57 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:
[218] instagram,account [218] message,instagram [218] retweet,message [218] account,back [202] back,#websecurity [202] #websecurity,#privacy [195] #cyber,#cybersecurity [191] #cybercrime,#cyberwar [189] cyberwar,unit [188] today's,russian Top Word Pairs in Tweet in G1:
[106] iot,smart [81] holds,ramifications [81] ramifications,both [81] smart,technologies [81] dependent,iot [81] critical,infrastructure [81] china,dependent [81] technologies,holds [81] india,growing [81] russia,cyberwar Top Word Pairs in Tweet in G2:
[217] instagram,account [217] message,instagram [217] account,back [217] retweet,message [201] back,#websecurity [200] #websecurity,#privacy [195] #cyber,#cybersecurity [181] #cybercrime,#cyberwar [180] #cybersecurity,#cyberattacks [169] #cyberattacks,#cyberwar Top Word Pairs in Tweet in G3:
[139] putin,declared [137] 'cyberwar',ukraine [137] already,happening [137] work,ukraine [137] declared,'cyberwar' [137] ukraine,uk [137] nato,work [137] ukraine,already [137] uk,nato [137] 2014,putin Top Word Pairs in Tweet in G4:
[41] doing,christmas [41] article,end [41] end,year [41] christmas,eve [41] more,doing [41] eve,#russiaukraine [41] year,more [40] intrusion_truth,article [40] #russiaukraine,#chinahacksr [22] dsszzi,study Top Word Pairs in Tweet in G5:
[188] russian,dangerous [188] unit,bring [188] dangerous,cyberwar [188] crises,russian [188] today's,russian [188] bring,down [188] ukraine,crises [188] danger,today's [188] cyberwar,unit [188] russian,ukraine Top Word Pairs in Tweet in G6:
[13] swedish,kings [8] kings,cyberwar [7] nations,engaged [7] global,cyberwar [7] secret,ordinary [7] govt,secrets [7] secrets,secret [7] engaged,global [7] people,nations [7] cyberwar,leaders Top Word Pairs in Tweet in G7:
[46] russia,cyberwar [35] #anonymous,russian [35] between,#anonymous [35] russian,government [35] cyberwar,between [35] recapped,latest [35] developments,cyberwar [35] cybernews,recapped [35] video,cybernews [35] latest,developments Top Word Pairs in Tweet in G8:
[61] #war,#cyberwar [48] #ukraine,#war [34] cams,#webcams [34] ultimate,list [34] unsecured,web [34] find,unsecured [34] web,cams [34] #webcams,#cyberwarrior [34] hacks,find [34] #cyberwarrior,#googlehacking Top Word Pairs in Tweet in G9:
[52] cyberwar,cipher [48] 372,5734 [48] signal,viber [48] whatsapp,telegram [48] 5734,7873 [48] viber,372 [48] telegram,signal [47] 929,220 [47] cipher,machines [46] usa,929 Top Word Pairs in Tweet in G10:
[24] spread,rest [24] cyberattacks,ukraine [24] once,cyberwar [24] russia's,cyberattacks [24] analysts,warned [24] ukraine,spread [24] cyberwar,analysts [24] warned,russia's [24] rest,world [23] 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 G6:
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:
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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:
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Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: