The graph represents a network of 4,928 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 3/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 March 2023 at 06:36 UTC.
The tweets in the network were tweeted over the 2861-day, 10-hour, 14-minute period from Wednesday, 13 May 2015 at 13:45 UTC to Tuesday, 14 March 2023 at 00:00 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 : 4928
Unique Edges : 2753
Edges With Duplicates : 7968
Total Edges : 10721
Number of Edge Types : 9
Retweet : 2724
MentionsInRetweet : 3154
MentionsInQuote : 70
Quote : 542
Mentions : 849
Replies to : 520
MentionsInReplyTo : 1024
Tweet : 1837
MentionsInQuoteReply : 1
Self-Loops : 2152
Reciprocated Vertex Pair Ratio : 0.015704584040747
Reciprocated Edge Ratio : 0.0309235269536147
Connected Components : 942
Single-Vertex Connected Components : 478
Maximum Vertices in a Connected Component : 2344
Maximum Edges in a Connected Component : 6361
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.784469
Graph Density : 0.000197114890386658
Modularity : 0.466391
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,928 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 3/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 March 2023 at 06:36 UTC.
The tweets in the network were tweeted over the 2861-day, 10-hour, 14-minute period from Wednesday, 13 May 2015 at 13:45 UTC to Tuesday, 14 March 2023 at 00:00 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:
[830] cyber,security [598] cybersecurity,firm [577] life,cybersecurity [577] tw,suicide [577] taken,life [577] firm,hired [576] apparently,taken [576] sa,apparently [576] trans,girl [576] girl,sa Top Word Pairs in Tweet in G1:
[522] cyber,security [323] professional,cyber [323] security,expert [322] send,dm [317] account,professional [316] dm,ig [313] simply,contact [313] instagram,retrieve [313] reactivate,account [313] retrieve,reactivate Top Word Pairs in Tweet in G2:
[577] firm,hired [577] cybersecurity,firm [575] sa,apparently [575] scattrbrainjane,tw [575] abuse,trans [575] apparently,taken [575] suicide,abuse [575] trans,girl [575] tw,suicide [575] taken,life Top Word Pairs in Tweet in G3:
[46] cyber,security [27] #thesis,#law [27] #law,finance [27] #research,exams [26] women,cybersecurity [26] #calculus,chemistry [25] #essays,#research [24] cyber,threats [23] authenticity,paves [23] way,inclusive Top Word Pairs in Tweet in G4:
[194] #datascience,#datascientists [166] #cybersecurity,#bigdata [152] #bigdata,#analytics [147] #analytics,#ai [143] #ai,#iiot [138] #python,#coding [136] #machinelearning,#datascience [127] #ai,#ml [127] #artificialintelligence,#ai [125] #cybersecurity,#python Top Word Pairs in Tweet in G5:
[297] passed,elections [297] created,office [297] elections,code [297] code,10 [297] cybersecurity,2018 [297] california,passed [297] office,elections [297] elections,cybersecurity [297] educate,voters [297] 10,created Top Word Pairs in Tweet in G6:
[104] password,cracking [97] #infosec,#cybersecurity [65] #cybersecurity,#cybersecuritytips [56] #cybersecuritytips,#pentesting [51] #redteam,#informationsecurity [44] hackinarticles,best [41] #pentesting,#oscp [39] pic,day [39] day,#infosec [39] #oscp,#redteam Top Word Pairs in Tweet in G7:
[15] #cybersecurity,#security [13] #marketing,#finserv [12] cybersecurity,firm [9] #infosec,#cybersecurity [7] #insurtech,#mobilepayments [7] silicon,valley [7] #finserv,#insurtech [7] firm,kaspersky [7] #ai,#ml [7] bank,crack Top Word Pairs in Tweet in G8:
[26] cybersecurity,journey [18] cyber,starters [18] start,cybersecurity [18] playbook,cyber [18] visibility,playbook [17] help,started [17] something,help [17] need,gaming [17] gaming,laptop [17] don,need Top Word Pairs in Tweet in G9:
[25] cyber,security [16] #cybersecurity,#infosec [13] one,highest [13] security,one [13] paying,fields [13] demand,professionals [13] highest,paying [13] here's,excellent [13] professionals,here's [13] fields,strong Top Word Pairs in Tweet in G10:
[12] #cyber,#awareness [11] #threatintell,#cti [11] #edr,#xdr [11] #cyberthreatintelligence,#zeroday [11] #cyberthreat,#cyberthreatintelligence [11] #awareness,#threatintell [11] #zeroday,#vulnerability [11] #cti,#intelligence [11] #xdr,#cyberthreat [11] #detect_and_response,#edr Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G8:
Top Replied-To in G9:
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:
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Top Tweeters in G9:
Top Tweeters in G10: