The graph represents a network of 4,526 Twitter users whose recent tweets contained "(Cyber Security) OR Cybersecurity", 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 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 07:35 UTC.
The tweets in the network were tweeted over the 1626-day, 4-hour, 29-minute period from Saturday, 28 July 2018 at 20:30 UTC to Tuesday, 10 January 2023 at 01:00 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 : 4526
Unique Edges : 3349
Edges With Duplicates : 7783
Total Edges : 11132
Number of Edge Types : 9
Mentions : 1116
MentionsInRetweet : 3127
Retweet : 2441
Tweet : 2046
Replies to : 729
MentionsInReplyTo : 1240
Quote : 340
MentionsInQuote : 85
MentionsInQuoteReply : 8
Self-Loops : 2392
Reciprocated Vertex Pair Ratio : 0.0154377412147065
Reciprocated Edge Ratio : 0.0304060812162432
Connected Components : 993
Single-Vertex Connected Components : 567
Maximum Vertices in a Connected Component : 2558
Maximum Edges in a Connected Component : 8179
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.985095
Graph Density : 0.000244090009106379
Modularity : 0.465645
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,526 Twitter users whose recent tweets contained "(Cyber Security) OR Cybersecurity", 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 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 07:35 UTC.
The tweets in the network were tweeted over the 1626-day, 4-hour, 29-minute period from Saturday, 28 July 2018 at 20:30 UTC to Tuesday, 10 January 2023 at 01:00 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 : (Cyber Security) OR Cybersecurity
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:
[980] cyber,security [431] send,dm [391] #infosec,#cybersecurity [328] account,recovery [302] certified,cyber [301] security,professional [282] #pentesting,#oscp [278] professional,assist [272] assist,account [260] dm,certified Top Word Pairs in Tweet in G1:
[69] cyber,security [45] read,more [31] threat,intelligence [29] #fortiguardlabs,discusses [29] #malware,read [29] rising,growth [29] intelligence,#fortiguardlabs [29] chief,security [29] service,use [29] growth,#cybercrime Top Word Pairs in Tweet in G2:
[334] #infosec,#cybersecurity [265] #pentesting,#oscp [165] #cybersecurity,#pentesting [149] #oscp,#informationsecurity [120] cheat,sheet [107] #informationsecurity,#hacking [100] #cybersecurity,#cybersecuritytips [99] #datascience,#datascientists [97] threat,intelligence [97] #cybersecuritytips,#pentesting Top Word Pairs in Tweet in G3:
[429] cyber,security [301] security,professional [301] certified,cyber [300] send,dm [278] professional,assist [273] account,recovery [272] assist,account [260] dm,certified [198] back,access [191] gain,back Top Word Pairs in Tweet in G4:
[233] data,analysis [232] ui,ux [229] tech,writing [229] ux,tech [228] tech,skill [228] learning,ui [228] skill,start [228] 2023,learning [228] start,2023 [228] learn,tech Top Word Pairs in Tweet in G5:
[102] cyber,security [64] professional,cyber [64] security,expert [62] send,dm [61] expert,send [61] instagram,help [61] dm,ig [61] ur,acct [57] acct,fixed [57] krestech_support,instagram Top Word Pairs in Tweet in G6:
[123] cybersecurity,202 [123] timstarks,aaronjschaffer [121] craignewmark,cybersecurity [121] influence,2016 [121] trolls,twitter [121] 2016,voters [121] russian,trolls [121] twitter,little [121] little,influence [121] 202,russian Top Word Pairs in Tweet in G7:
[25] #iot,#iiot [17] #iiot,#iotpl [14] #iotpl,#iotcl [14] #ai,#ml [12] #ai,#machinelearning [10] #machinelearning,#ml [10] cyber,security [7] #automation,#ai [7] #tech,#emergingtech [7] #ml,#iot Top Word Pairs in Tweet in G8:
[38] #bigdata,#analytics [35] #cybersecurity,#bigdata [31] #analytics,#ai [28] #sql,#cybersecurity [27] #ai,#iiot [26] #machinelearning,#datascience [25] #iiot,#python [23] #datascience,#sql [20] #ios,#cybersecurity [20] #google,#apple Top Word Pairs in Tweet in G9:
[41] 2023,free [39] cybersecurity,2023 [39] platforms,learn [39] learn,cybersecurity [38] securitytrybe,platforms [28] #hacked,#hacking [26] cyber,security [22] ddos,attack [21] one,highest [21] security,one Top Word Pairs in Tweet in G10:
[25] cyber,security [19] scammers,case [19] security,quick [19] expert,cyber [19] case,expert [19] quick,action [19] fraud,scammers [17] report,fraud [7] support,team [6] dm,thank 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 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: