The graph represents a network of 4,809 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 Thursday, 30 January 2020 at 15:45 UTC.
The tweets in the network were tweeted over the 7-day, 21-hour, 26-minute period from Wednesday, 22 January 2020 at 17:35 UTC to Thursday, 30 January 2020 at 15:02 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 : 4809
Unique Edges : 8592
Edges With Duplicates : 9293
Total Edges : 17885
Number of Edge Types : 5
Retweet : 6135
Tweet : 2943
MentionsInRetweet : 6872
Mentions : 1712
Replies to : 223
Self-Loops : 3032
Reciprocated Vertex Pair Ratio : 0.0112794070254592
Reciprocated Edge Ratio : 0.0223072020395156
Connected Components : 735
Single-Vertex Connected Components : 548
Maximum Vertices in a Connected Component : 3767
Maximum Edges in a Connected Component : 16679
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.718794
Graph Density : 0.000407150486348911
Modularity : 0.391662
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 4,809 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 Thursday, 30 January 2020 at 15:45 UTC.
The tweets in the network were tweeted over the 7-day, 21-hour, 26-minute period from Wednesday, 22 January 2020 at 17:35 UTC to Thursday, 30 January 2020 at 15:02 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 : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1359] #malware,#ransomware [1302] #ransomware,#malware [1249] #hack,#breach [1125] #security,#cybersecurity [942] #cybersecurity,#cybercrime [870] #cybercrime,#cyberattacks [825] #infosec,#cybersecurity [809] #malware,#virus [806] #virus,#apt [804] #hacker,#hack Top Word Pairs in Tweet in G1:
[845] #hack,#breach [821] #malware,#ransomware [785] #ransomware,#malware [638] #cybersecurity,#cybercrime [605] #security,#cybersecurity [568] #cybercrime,#cyberattacks [551] #cybersecurity,#cyberattack [545] #infosec,#cybersecurity [542] #malware,#virus [541] #virus,#apt Top Word Pairs in Tweet in G2:
[391] #ransomware,#malware [371] #hack,#breach [357] #malware,#ransomware [270] #cybersecurity,#cybercrime [266] #cybercrime,#cyberattacks [246] #cyberattacks,#hacker [246] #hacker,#hack [246] #breach,#phishing [246] #phishing,#dos [246] #dos,#ransomware Top Word Pairs in Tweet in G3:
[43] learn,more [39] more,steps [39] take,protect [39] data,ongoing [39] ongoing,problem [39] problem,sophisticated [39] sophisticated,#ransomware [38] steps,organizations [38] organizations,take [38] protect,networks Top Word Pairs in Tweet in G4:
[176] 2020,01 [81] #maze,#ransomware [57] #ragnarok,#ransomware [57] anti,cis [57] #ransomware,extension [55] disables,windows [55] windows,defender [55] 01,28 [55] 28,#maze [53] #ransomware,#citrix Top Word Pairs in Tweet in G5:
[48] #ransomware,#cybersecurity [34] average,ransom [34] #malware,#ransomware [33] #malware,#dontpay [32] attacks,against [29] #ransomware,#malware [29] cve,2019 [29] 2019,19781 [28] citrix,adc [27] unpatched,citrix Top Word Pairs in Tweet in G6:
[72] hacker,left [40] average,ransom [40] ransom,payment [39] more,doubled [38] #ransomware,costs [37] costs,more [37] doubled,fourth [37] fourth,quarter [37] quarter,2019 [37] 2019,average Top Word Pairs in Tweet in G7:
[248] #security,#cybersecurity [244] #cybersecurity,#hackers [244] #hackers,#databreach [244] #databreach,#cybercrime [244] #cybercrime,#dataprivacy [244] #dataprivacy,#ransomware [244] #ransomware,#cyberattacks [244] #cyberattacks,#cso [244] #cso,#infosec [244] #infosec,#malware Top Word Pairs in Tweet in G8:
[30] #ransomware,attack [26] #ransomware,#cybersecurity [19] attacks,causing [19] causing,more [18] more,downtime [18] downtime,before [18] zdnet,dannyjpalmer [18] #ransomware,attacks [16] environment,#ransomware [13] before,zdnet Top Word Pairs in Tweet in G9:
[28] #ransomware,attacks [26] #ransomware,#malware [22] #ransomware,attack [19] #hacking,#privacy [17] #cybersecurity,#data [17] #data,#hacking [17] #privacy,#tech [17] #tech,#encryption [17] #encryption,#phishing [17] #phishing,#ransomware Top Word Pairs in Tweet in G10:
[106] ver,netflix [86] probables,orígenes [86] orígenes,vulnerabilidad [86] vulnerabilidad,#pemex [86] #pemex,derivara [86] derivara,cyber [86] cyber,ataque [86] ataque,#ransomware [86] #ransomware,trabajadores [86] trabajadores,usaban Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
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:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: