The graph represents a network of 1,487 Twitter users whose tweets in the requested range contained "cyberwar", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 12 December 2022 at 07:33 UTC.
The requested start date was Monday, 12 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 21-hour, 5-minute period from Monday, 28 November 2022 at 02:28 UTC to Sunday, 11 December 2022 at 23:33 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 : 1487
Unique Edges : 641
Edges With Duplicates : 2420
Total Edges : 3061
Number of Edge Types : 5
Mentions : 372
MentionsInRetweet : 1074
Retweet : 1011
Tweet : 502
Replies to : 102
Self-Loops : 550
Reciprocated Vertex Pair Ratio : 0.0150554675118859
Reciprocated Edge Ratio : 0.029664324746292
Connected Components : 351
Single-Vertex Connected Components : 202
Maximum Vertices in a Connected Component : 513
Maximum Edges in a Connected Component : 1600
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.655108
Graph Density : 0.000579721425978942
Modularity : 0.446401
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,487 Twitter users whose tweets in the requested range contained "cyberwar", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 12 December 2022 at 07:33 UTC.
The requested start date was Monday, 12 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 13-day, 21-hour, 5-minute period from Monday, 28 November 2022 at 02:28 UTC to Sunday, 11 December 2022 at 23:33 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 : GraphServerTwitterSearch
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:
[184] using,openai [184] payloads,using [184] exploitation,payloads [184] generate,exploitation [184] specific,payload [184] openai,specific [183] lordx64,generate [171] payload,th [125] ø,ø [93] ù,ø Top Word Pairs in Tweet in G1:
[34] ø,ø [30] ø,ù [24] efforts,plan [23] russian,cyberwar [23] plan,future [23] cyberwar,jamming [23] jamming,hacking [23] resisted,russian [23] starlink,resisted [23] future,cyberwar Top Word Pairs in Tweet in G2:
[180] specific,payload [180] openai,specific [180] payloads,using [180] generate,exploitation [180] using,openai [180] exploitation,payloads [179] lordx64,generate [167] payload,th [12] payload,thâ [2] cyberwar,signed Top Word Pairs in Tweet in G3:
[79] õ,õ [48] web,cams [48] cams,#webcams [48] #infosec,#cyberwar [48] unsecured,web [48] list,google [48] ultimate,list [48] hacks,find [48] #cyberwarrior,#googlehacking [48] #webcams,#cyberwarrior Top Word Pairs in Tweet in G4:
[78] losing,cyberwar [78] #cybersecurity,ironracer [78] cyberwar,#cybersecurity [78] reasons,losing [40] #cyber,#cybersecurity [30] #cybersecurity,#cyberattacks [24] #cyberattacks,#cyberwar [20] #cyberwar,#federalgovernment [17] #securitybreach,#malware [17] #zeroday,#hacker Top Word Pairs in Tweet in G5:
[56] cyberwar,released [56] released,ukraine [56] ukraine,uk [55] baddcompani,cyberwar [4] time,cyberwar [4] cybersecurity,time [4] cyberwar,digijaks [3] light,reading [3] trends,2023 [3] medium,enjoy Top Word Pairs in Tweet in G6:
[71] #ukraine,#war [60] #war,#cyberwar [33] message,vladimir [33] vladimir,putin [33] putin,#ukraine [33] #anonymous,message [32] jamesvgingerich,#anonymous [15] #cyberwar,#ukraine [13] breach,today [13] data,breach Top Word Pairs in Tweet in G7:
[14] war,officials [14] played,minimal [14] cyber,played [14] view,cyber [14] back,strongly [14] minimal,role [14] pushed,back [14] role,war [14] early,view [14] strongly,against Top Word Pairs in Tweet in G8:
[2] kings,cyberwar [2] several,countries [2] 11k,25k [2] alex_avoigt,money [2] dod,several [2] countries,orgs [2] 25k,terminals [2] paying,11k [2] money,dod [2] terminals,thanks Top Word Pairs in Tweet in G9:
[29] years,power [29] still,behind [29] explain,years [29] power,india [29] govt,explain [29] warfare,capability [29] 'big,six' [29] behind,cyber [29] india,still [29] modi,govt Top Word Pairs in Tweet in G10:
[21] victory,cyberwar [21] cyber,war [21] detecting,disabling [21] disabling,protracted [21] protracted,adversary [21] key,victory [21] adversary,operations [21] cyberwar,detecting [21] art,cyber [21] operations,art Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G7:
Top Replied-To in G8:
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: