The graph represents a network of 12,828 Twitter users whose recent tweets contained "#log4j", 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 Monday, 13 December 2021 at 16:35 UTC.
The tweets in the network were tweeted over the 1-day, 4-hour, 56-minute period from Sunday, 12 December 2021 at 09:00 UTC to Monday, 13 December 2021 at 13:57 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.
Vertices : 12828
Unique Edges : 19316
Edges With Duplicates : 3007
Total Edges : 22323
Number of Edge Types : 5
Tweet : 3322
Retweet : 14292
Mentions : 984
MentionsInRetweet : 3176
Replies to : 549
Self-Loops : 3403
Reciprocated Vertex Pair Ratio : 0.005382070976061
Reciprocated Edge Ratio : 0.0107065187085262
Connected Components : 1553
Single-Vertex Connected Components : 1144
Maximum Vertices in a Connected Component : 10503
Maximum Edges in a Connected Component : 19679
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.497426
Graph Density : 0.000108985545549686
Modularity : 0.677182
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 12,828 Twitter users whose recent tweets contained "#log4j", 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 Monday, 13 December 2021 at 16:35 UTC.
The tweets in the network were tweeted over the 1-day, 4-hour, 56-minute period from Sunday, 12 December 2021 at 09:00 UTC to Monday, 13 December 2021 at 13:57 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 : #log4j
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 Color : In-Degree
Vertex Radius : In-Degree
Vertex Alpha : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[2653] #log4j,#log4shell [1499] cve,2021 [1496] #log4j,vulnerability [1485] 2021,44228 [1232] jndi,ldap [1136] #log4shell,#log4jrce [1116] env,nan [962] blog,post [875] scanning,#log4j [875] vulnerability,decided Top Word Pairs in Tweet in G1:
[649] #log4j,#log4shell [554] 2021,44228 [498] cve,2021 [250] #log4shell,#log4j [208] #log4j,vulnerability [197] apache,log4j [150] vulnerability,#log4j [128] #rce,vulnerability [127] jndi,ldap [127] live,stream Top Word Pairs in Tweet in G2:
[307] warnstufe,rot [293] zu,#log4j [278] mehr,dazu [276] #deutschlanddigitalsicherbsi,#log4shell [266] #log4j,auf [264] das,bsi [262] rot,hoch [261] auf,warnstufe [260] warnmeldung,zu [259] bsi,stuft Top Word Pairs in Tweet in G3:
[103] #log4j,#log4shell [58] #log4j,vulnerability [40] cve,2021 [40] log4j,log4j [39] 2021,44228 [36] open,source [26] #log4shell,#log4j [24] #shopee1212,#successionhbo [19] #apache,#log4j [19] #แอนช,ล Top Word Pairs in Tweet in G4:
[649] #log4j,vulnerability [642] blog,post [641] heads,lot [641] lot,scanning [641] scanning,#log4j [641] vulnerability,decided [641] decided,publish [641] publish,blog [641] post,guidance [641] guidance,patch Top Word Pairs in Tweet in G5:
[336] #log4j,#log4shell [326] cve,2021 [320] 2021,44228 [228] #log4shell,cve [209] prepared,realtryhackme [209] realtryhackme,room [209] room,demonstrate [209] demonstrate,#log4j [209] 44228,explaining [209] explaining,vulnerability Top Word Pairs in Tweet in G6:
[566] jndi,ldap [565] #log4shell,#log4jrce [562] explaining,#log4j [562] #log4j,technical [562] technical,people [562] people,internet [562] internet,burning [562] burning,down [562] down,y'all [562] y'all,happening Top Word Pairs in Tweet in G7:
[346] evidence,worm [346] worm,developed [342] #log4j,based [342] based,evidence [342] developed,24 [342] 24,48 [342] 48,propagating [342] propagating,ability [342] ability,stand [342] stand,hosted Top Word Pairs in Tweet in G8:
[824] env,nan [304] #log4j,#log4shell [274] ndi,env [274] dap,env [272] env,barfoo [269] jndi,ldap [212] #log4shell,#log4jrce [206] bypass,working [206] working,waf [206] waf,env Top Word Pairs in Tweet in G9:
[185] #log4j,scramble [185] scramble,nutshell [133] apache,#log4j [123] #log4j,maintainers [121] sending,ton [121] ton,love [121] love,apache [121] maintainers,maintaining [121] maintaining,time [121] time,limited Top Word Pairs in Tweet in G10:
[391] #log4j,#log4shell [295] relevant,#log4j [64] worst,game [64] game,#log4j [42] #log4shell,#log4j [26] resist,#log4shell [26] #log4j,#infosec [15] #log4shell,#log4jrce [14] #security,#log4j [12] env,nan Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: