The graph represents a network of 5,455 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, 25 November 2020 at 13:30 UTC.
The tweets in the network were tweeted over the 8-day, 18-hour, 59-minute period from Monday, 16 November 2020 at 16:18 UTC to Wednesday, 25 November 2020 at 11:17 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 : 5455
Unique Edges : 10239
Edges With Duplicates : 13720
Total Edges : 23959
Number of Edge Types : 5
Mentions : 2496
MentionsInRetweet : 6129
Retweet : 11254
Tweet : 3893
Replies to : 187
Self-Loops : 4090
Reciprocated Vertex Pair Ratio : 0.0194528335405934
Reciprocated Edge Ratio : 0.038163283087915
Connected Components : 861
Single-Vertex Connected Components : 648
Maximum Vertices in a Connected Component : 4227
Maximum Edges in a Connected Component : 22519
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.713674
Graph Density : 0.000385761154789478
Modularity : 0.349021
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 5,455 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, 25 November 2020 at 13:30 UTC.
The tweets in the network were tweeted over the 8-day, 18-hour, 59-minute period from Monday, 16 November 2020 at 16:18 UTC to Wednesday, 25 November 2020 at 11:17 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:
[2341] #malware,#ransomware [1282] #ransomware,#malware [1061] #ransomware,#cyberattack [1032] #infosec,#cybersecurity [940] #cybersecurity,#cyberattack [891] #databreach,#ransomware [865] #cybersecurity,#cyberattacks [861] #ransomware,attack [814] #ransomware,#cyberwarning [807] #tech,#technology Top Word Pairs in Tweet in G1:
[1067] #malware,#ransomware [728] #ransomware,#cyberattack [723] #ransomware,#malware [659] #cyberthreats,#hackers [659] #hackers,#darkweb [659] #darkweb,#databreaches [659] #databreaches,#cybercrime [659] #cyberintelligence,#ransomware [653] #dataprivacy,#cyberintelligence [652] #cybersec,#threatintel Top Word Pairs in Tweet in G2:
[557] #malware,#ransomware [306] #ransomware,#malware [220] #cybersecurity,#cyberattacks [213] #databreach,#ransomware [209] #hacking,#datasecurity [207] #infosec,#cybersecurity [203] #iot,#ai [201] #dataprotection,#tech [201] #tech,#infosec [197] #datasecurity,#hacker Top Word Pairs in Tweet in G3:
[70] #ransomware,attacks [50] ransomware,attacks [49] #ransomware,attack [28] cyber,invaders [25] #ransomware,#cybersecurity [19] #cybersecurity,#ransomware [19] ransomware,attack [18] read,more [17] against,#ransomware [17] company,immune Top Word Pairs in Tweet in G4:
[97] bored,yesterday [97] yesterday,decided [97] decided,write [97] write,full [97] full,static [97] static,analysis [97] analysis,report [97] report,#regretlocker [97] #regretlocker,#ransomware [97] #ransomware,vhd Top Word Pairs in Tweet in G5:
[345] #malware,#ransomware [146] #ransomware,#malware [135] #infosec,#cybersecurity [104] #cybersecurity,#cyberattack [100] #ransomware,#computerhacker [99] #ransomware,#cyberwarning [98] #tech,#technology [96] #cyberwarning,#phishing [96] #phishing,#spyware [96] #spyware,#tech Top Word Pairs in Tweet in G6:
[57] #ransomware,attacks [54] #ransomware,attack [33] #malware,#ransomware [27] #ransomware,recovery [24] announced,advanced [24] advanced,#ransomware [24] recovery,bringing [24] bringing,ability [24] ability,identify [24] identify,respond Top Word Pairs in Tweet in G7:
[207] #ransomware,#phishing [207] #phishing,#rightsmanagement [207] #rightsmanagement,#rightssegregation [2] stopping,#ransomware [2] #ransomware,attacks [2] attacks,requires [2] requires,approach [2] approach,involves [2] involves,#cloud [2] #cloud,#scalability Top Word Pairs in Tweet in G8:
[272] #malware,#ransomware [271] #tech,#technology [262] #cybersecurity,#cyberattack [261] #infosec,#cybersecurity [260] #ransomware,#cyberwarning [260] #cyberwarning,#phishing [260] #phishing,#spyware [260] #spyware,#tech [217] #cyberattack,#hacking [217] #hacking,#privacy Top Word Pairs in Tweet in G9:
[65] #cybersecurity,#infosec [37] cisagov,committed [37] committed,sharing [37] sharing,resources [37] resources,ways [37] ways,reduce [37] reduce,risk [37] risk,#ransomware [37] #ransomware,check [37] check,webpage Top Word Pairs in Tweet in G10:
[66] hoy,#capcom [66] #capcom,confirmó [66] confirmó,hackeo [66] hackeo,#ransomware [66] #ransomware,atacantes [66] atacantes,obtuvieron [66] obtuvieron,datos [66] datos,350 [66] 350,mil [66] mil,jugadores 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 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 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: