The graph represents a network of 6,017 Twitter users whose recent tweets contained "#ransomware", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 21 October 2020 at 09:14 UTC.
The tweets in the network were tweeted over the 8-day, 3-hour, 38-minute period from Tuesday, 13 October 2020 at 03:45 UTC to Wednesday, 21 October 2020 at 07:24 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 : 6017
Unique Edges : 12883
Edges With Duplicates : 13824
Total Edges : 26707
Number of Edge Types : 5
Retweet : 11304
Tweet : 3779
MentionsInRetweet : 8754
Mentions : 2546
Replies to : 324
Self-Loops : 3966
Reciprocated Vertex Pair Ratio : 0.0264990053992612
Reciprocated Edge Ratio : 0.0516298705792788
Connected Components : 922
Single-Vertex Connected Components : 724
Maximum Vertices in a Connected Component : 4748
Maximum Edges in a Connected Component : 25243
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.719843
Graph Density : 0.000399162700363155
Modularity : 0.394728
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 6,017 Twitter users whose recent tweets contained "#ransomware", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 21 October 2020 at 09:14 UTC.
The tweets in the network were tweeted over the 8-day, 3-hour, 38-minute period from Tuesday, 13 October 2020 at 03:45 UTC to Wednesday, 21 October 2020 at 07:24 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 : TwitterSearch
Graph Term : #ransomware
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1740] #malware,#ransomware [1406] #infosec,#cybersecurity [1098] #cybersecurity,#cyberattack [943] #cyberwarning,#phishing [927] #ransomware,#cyberwarning [920] #ransomware,attacks [907] #cyberattack,#hacking [904] #tech,#technology [881] #phishing,#spyware [871] #hacking,#privacy Top Word Pairs in Tweet in G1:
[966] #malware,#ransomware [555] #infosec,#cybersecurity [425] #cybersecurity,#cyberattack [392] #ransomware,#cybersecurity [367] #ransomware,attacks [362] #cybersecurity,#infosec [351] #cybersecurity,#ransomware [345] #security,#cybersecurity [335] #cyberattack,#hacking [335] #ransomware,#cyberwarning Top Word Pairs in Tweet in G2:
[103] #ransomware,attacks [58] weeks,ago [57] eking,variant [57] variant,phobos [56] ago,#fortiguardlabs [56] #fortiguardlabs,captured [56] captured,#ransomware [56] #ransomware,sample [56] sample,ms [56] ms,word Top Word Pairs in Tweet in G3:
[442] #infosec,#cyberthreats [432] #malware,#ransomware [425] #infosec,#cybersecurity [421] #hackers,#darkweb [421] #darkweb,#databreaches [421] #databreaches,#cybercrime [421] #cybercrime,#cybersec [421] #cybersec,#threatintel [416] #threatintel,#dataprivacy [416] #dataprivacy,#cyberintelligence Top Word Pairs in Tweet in G4:
[60] raccine,10 [60] 10,simple [60] simple,#ransomware [60] #ransomware,#emotet [60] #emotet,protection [60] protection,support [60] support,config [60] config,gpo [60] gpo,johnlatwc [60] johnlatwc,adml Top Word Pairs in Tweet in G5:
[140] #ransomware,attack [105] #ransomware,attacks [68] against,#ransomware [61] backup,data [59] 14,seconds [58] attack,14 [58] seconds,cybercriminals [58] cybercriminals,aggressively [58] aggressively,targeting [58] targeting,backup Top Word Pairs in Tweet in G6:
[49] œuvres,caritatives [47] faire,face [45] #cybermois,votre [45] votre,ordinateur [45] ordinateur,soudainement [45] soudainement,bloqué [45] bloqué,demande [45] demande,payer [45] payer,#rançon [45] #rançon,récupérer Top Word Pairs in Tweet in G7:
[106] #ransomware,attacks [103] #infosec,#cybersecurity [93] read,details [93] details,#infosec [82] #cybersecurity,#malware [79] widespread,#ransomware [78] fin11,hackers [78] hackers,spotted [78] spotted,using [77] watch,fin11 Top Word Pairs in Tweet in G8:
[60] tú,sabes [60] sabes,tienes [60] tienes,dentro [60] dentro,grupo [60] grupo,#ransomware [60] #ransomware,progresar [60] progresar,pq [60] pq,bastionado [57] bastionado,bien [57] bien,están Top Word Pairs in Tweet in G9:
[119] seguramente,escuchaste [119] escuchaste,leíste [119] leíste,algo [119] algo,ransomware [119] ransomware,secuestro [119] secuestro,archivos [119] archivos,fines [119] fines,extorsivos [119] extorsivos,nunca [119] nunca,viste Top Word Pairs in Tweet in G10:
[257] #malware,#ransomware [255] #infosec,#cybersecurity [251] #cybersecurity,#cyberattack [247] #ransomware,#cyberwarning [245] #cyberwarning,#phishing [234] #phishing,#spyware [224] #tech,#technology [223] #hacking,#privacy [222] #cyberattack,#hacking [220] #spyware,#tech Top Replied-To in Entire Graph:
Top Replied-To in G1:
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 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: