#log4j, Twitter, 12/14/2021 10:59:19 PM, 268377


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#log4j Twitter NodeXL SNA Map and Report for Tuesday, 14 December 2021 at 17:33 UTC
#log4j Twitter NodeXL SNA Map and Report for Tuesday, 14 December 2021 at 17:33 UTC
From:
SMRFoundation
Uploaded on:
December 14, 2021
Short Description:
#log4j via NodeXL https://bit.ly/3DTpGoP
@darenegader
@laughing_mantis
@ineedmorecyber
@mubix
@theasf
@tinkersec
@d4rckh
@rootsecdev
@_johnhammond
@botcybersec

Top hashtags:
#log4j
#log4shell
#cybersecurity
#infosec
#security
#opensource
#apache
#java
#log4jrce

Description:
Description
The graph represents a network of 13,808 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 Tuesday, 14 December 2021 at 19:26 UTC.

The tweets in the network were tweeted over the 22-hour, 55-minute period from Monday, 13 December 2021 at 18:37 UTC to Tuesday, 14 December 2021 at 17:33 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.


Overall Graph Metrics
Vertices : 13808
Unique Edges : 20124
Edges With Duplicates : 3542
Total Edges : 23666
Number of Edge Types : 5
Retweet : 13727
Tweet : 3853
MentionsInRetweet : 3990
Mentions : 1557
Replies to : 539
Self-Loops : 3967
Reciprocated Vertex Pair Ratio : 0.00709761956759118
Reciprocated Edge Ratio : 0.0140951967906321
Connected Components : 2009
Single-Vertex Connected Components : 1415
Maximum Vertices in a Connected Component : 10575
Maximum Edges in a Connected Component : 19934
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.796922
Graph Density : 9.67547067708195E-05
Modularity : 0.709576
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 13,808 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 Tuesday, 14 December 2021 at 19:26 UTC.

The tweets in the network were tweeted over the 22-hour, 55-minute period from Monday, 13 December 2021 at 18:37 UTC to Tuesday, 14 December 2021 at 17:33 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 Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[476] https://www.govcert.ch/blog/zero-day-exploit-targeting-popular-java-library-log4j/
[459] https://lists.apache.org/thread/d6v4r6nosxysyq9rvnr779336yf0woz4
[377] https://support.microsoft.com/en-us/topic/kb5008380-authentication-updates-cve-2021-42287-9dafac11-e0d0-4cb8-959a-143bd0201041
[377] https://github.com/WazeHell/sam-the-admin
[217] https://twitter.com/wdormann/status/1470409556303958017?t=UOruiPMQpKtObRhf-bckNA&s=19
[186] https://logging.apache.org/log4j/2.x/changes-report.html#a2.16.0
[137] https://twitter.com/marcioalm/status/1470361495405875200
[132] https://tryhackme.com/room/solar
[125] https://xkcd.com/2347/
[107] https://www.sueddeutsche.de/meinung/log4shell-internet-sicherheit-1.5487081

Top URLs in Tweet in G1:
[8] https://www.cisa.gov/uscert/apache-log4j-vulnerability-guidance
[8] https://twitter.com/DaRenegader/status/1470488281531961349
[7] https://trendingdeutschland.com/h/log4j
[6] https://twitter.com/ineedmorecyber/status/1470224616375439369
[5] https://www.wired.com/story/log4j-flaw-hacking-internet/
[5] https://xkcd.com/2347/
[5] https://www.nikkei.com/article/DGXZQOUC140XO0U1A211C2000000/
[4] https://www.techsolvency.com/story-so-far/cve-2021-44228-log4j-log4shell/
[4] https://www.wired.com/story/log4j-log4shell/
[4] https://threatpost.com/apache-log4j-log4shell-mutations/176962/

Top URLs in Tweet in G2:
[60] https://thehackernews.com/2021/12/hackers-exploit-log4j-vulnerability-to.html
[58] https://cisa.gov/uscert/apache-log4j-vulnerability-guidance
[37] https://github.com/fullhunt/log4j-scan
[35] https://veille-cyber.com/what-is-artificial-intelligence
[34] https://www.wired.com/story/log4j-log4shell/
[25] https://tuhin1729.medium.com/log4shell-zero-day-exploit-full-guide-3a505f0c4248
[22] https://veille-cyber.com/artificial-intelligence-7-achievements-from-2021-driven-entirely-by-ai
[21] https://www.scmagazine.com/analysis/application-security/log4j-vulnerability-cleanup-expected-to-take-months-or-years
[21] https://www.csoonline.com/article/3644472/apache-log4j-vulnerability-actively-exploited-impacting-millions-of-java-based-apps.html
[20] https://www.zdnet.com/article/log4j-zero-day-flaw-what-you-need-to-know-and-how-to-protect-yourself/

Top URLs in Tweet in G3:
[217] https://www.govcert.ch/blog/zero-day-exploit-targeting-popular-java-library-log4j/
[114] https://tryhackme.com/room/solar
[67] https://twitter.com/marcioalm/status/1470361495405875200
[32] https://www.cisa.gov/uscert/ncas/current-activity/2021/12/13/cisa-creates-webpage-apache-log4j-vulnerability-cve-2021-44228
[22] https://canarytokens.org/generate
[22] https://www.trustedsec.com/blog/log4j-playbook/?utm_campaign=Blog%20Posts&utm_content=190889017&utm_medium=social&utm_source=twitter&hss_channel=tw-403811306
[21] https://www.welivesecurity.com/2021/12/13/log4shell-vulnerability-what-we-know-so-far/
[20] https://twitter.com/TrustedSec/status/1470491609842262026
[19] https://www.trustedsec.com/events/webcast-log4j/?utm_content=190936170&utm_medium=social&utm_source=twitter&hss_channel=tw-403811306
[17] https://support.microsoft.com/en-us/topic/kb5008380-authentication-updates-cve-2021-42287-9dafac11-e0d0-4cb8-959a-143bd0201041

Top URLs in Tweet in G4:
[102] https://xkcd.com/2347/
[98] https://www.sueddeutsche.de/meinung/log4shell-internet-sicherheit-1.5487081
[73] https://research.hisolutions.com/2021/12/log4shell-schwachstelle-in-log4j-ueberblick/
[60] https://www.spiegel.de/netzwelt/web/log4j-sicherheitsluecke-wie-loescht-man-ein-brennendes-internet-a-27729847-8e28-4187-b4a2-468a45137fb4
[39] http://bsi.bund.de/dok/log4j
[39] https://github.com/apache/logging-log4j2/commit/27972043b76c9645476f561c5adc483dec6d3f5d
[37] https://www.ardaudiothek.de/episode/kurz-und-heute/software-bibliothek-log4j-gefaehrliche-sicherheitsluecke/dlf/95758090/
[35] https://www.bsi.bund.de/DE/Themen/Verbraucherinnen-und-Verbraucher/Cyber-Sicherheitslage/Schwachstelle-log4Shell-Java-Bibliothek/log4j_node.html
[29] https://www.deutschlandfunk.de/log4j-kleines-modul-grosse-probleme-dlf-68b035b3-100.html
[28] https://www.heise.de/news/Log4j-2-16-0-verbessert-Schutz-vor-Log4Shell-Luecke-6294053.html

Top URLs in Tweet in G5:
[6] https://github.com/apache/logging-log4j2/commit/27972043b76c9645476f561c5adc483dec6d3f5d
[6] https://www.youtube.com/watch?app=desktop&v=8Hzk4pxNB4M
[5] https://xkcd.com/2347/
[4] https://www.sueddeutsche.de/meinung/log4shell-internet-sicherheit-1.5487081
[4] https://www.ionos.de/hilfe?id=5089
[4] https://innovative-trends.de/2021/12/12/warnmeldung-des-bsi-kritische-schwachstelle-log4shell-in-java-lib-log4j/?uid=34066344310325646047407535
[4] https://github.com/mergebase/log4j-detector#log4j
[3] https://www.inforadio.de/rubriken/interviews/2021/12/14/it-sicherheit-log4shell-sicherheitsluecke-computer-bitkom-achim-.html
[3] https://twitter.com/Interamt/status/1470392922159915018
[3] https://www.berliner-zeitung.de/news/warnstufe-rot-so-gefaehrlich-ist-die-it-sicherheitsluecke-log4j-fuer-privatnutzer-li.200509?utm_medium=Social&utm_source=Twitter#Echobox=1639469328

Top URLs in Tweet in G6:
[5] https://www.govcert.ch/blog/zero-day-exploit-targeting-popular-java-library-log4j/
[5] https://twitter.com/marcioalm/status/1470361495405875200
[5] https://twitter.com/wdormann/status/1470409556303958017?t=UOruiPMQpKtObRhf-bckNA&s=19
[4] https://arcticwolf.com/resources/blog/nov-21-log4j?utm_source=Twitter&utm_medium=Social&utm_term=&utm_content=&utm_campaign=
[3] https://twitter.com/theasf/status/1400875147163279374
[3] https://twitter.com/ineedmorecyber/status/1470224616375439369
[2] https://twitter.com/entropyqueen_/status/1469606438632833027
[2] https://twitter.com/cybereason/status/1469457136321282051
[2] https://www.cisa.gov/uscert/apache-log4j-vulnerability-guidance
[2] https://twitter.com/WortellBE/status/1470421503137173505

Top URLs in Tweet in G7:
[151] https://www.govcert.ch/blog/zero-day-exploit-targeting-popular-java-library-log4j/
[52] https://blog.segu-info.com.ar/2021/12/log4shell-vulnerabilidad-critica-con.html
[31] https://www.govcert.admin.ch/blog/zero-day-exploit-targeting-popular-java-library-log4j/
[19] https://github.com/Neo23x0/log4shell-detector
[15] https://twitter.com/cybereason/status/1469457136321282051
[14] https://www.crowdstrike.com/blog/log4j2-vulnerability-analysis-and-mitigation-recommendations/?utm_content=sprout&utm_medium=soc&utm_source=twitter
[12] https://threatfox.abuse.ch/browse/tag/log4j/
[11] https://twitter.com/cisagov/status/1470536666620338181
[11] https://blog.reconinfosec.com/recons-soar-playbook-to-detect-the-log4j-exploit/?utm_campaign=MDR%20Awareness&utm_content=190928710&utm_medium=social&utm_source=twitter&hss_channel=tw-4924331660
[10] https://pastebin.com/TvEH1ZAg

Top URLs in Tweet in G8:
[148] https://twitter.com/wdormann/status/1470409556303958017?t=UOruiPMQpKtObRhf-bckNA&s=19
[29] https://twitter.com/marcioalm/status/1470361495405875200
[15] https://unit42.paloaltonetworks.com/apache-log4j-vulnerability-cve-2021-44228/
[13] https://github.com/woodpecker-appstore/log4j-payload-generator
[13] https://twitter.com/brianpkime/status/1470769656478711828
[11] https://support.microsoft.com/en-us/topic/kb5008380-authentication-updates-cve-2021-42287-9dafac11-e0d0-4cb8-959a-143bd0201041
[11] https://github.com/WazeHell/sam-the-admin
[8] https://twitter.com/ankit_anubhav/status/1470734046174998531
[8] https://github.com/rwincey/CVE-2021-44228-Log4j-Payloads
[5] https://twitter.com/wehackpurple/status/1470501417957867528

Top URLs in Tweet in G9:
[11] https://www.govcert.ch/blog/zero-day-exploit-targeting-popular-java-library-log4j/
[10] https://twitter.com/wdormann/status/1470409556303958017?t=UOruiPMQpKtObRhf-bckNA&s=19
[7] https://github.com/0xDexter0us/Log4J-Scanner/
[6] https://www.cert.ssi.gouv.fr/alerte/CERTFR-2021-ALE-022/
[6] https://support.microsoft.com/en-us/topic/kb5008380-authentication-updates-cve-2021-42287-9dafac11-e0d0-4cb8-959a-143bd0201041
[6] https://github.com/WazeHell/sam-the-admin
[5] https://www.lemonde.fr/pixels/article/2021/12/13/log4shell-la-faille-de-securite-qui-seme-la-panique-sur-internet_6105907_4408996.html
[4] https://www.linkedin.com/feed/update/urn:li:activity:6876492960599564288
[4] https://tweetfeed.live/
[3] https://twitter.com/eastdakota/status/1469800951351427073

Top URLs in Tweet in G10:
[17] https://twitter.com/tinkersec/status/1470411644153233409
[12] https://www.cert.si/si-cert-2021-06/
[10] https://twitter.com/wdormann/status/1470409556303958017?t=UOruiPMQpKtObRhf-bckNA&s=19
[7] https://www.govcert.ch/blog/zero-day-exploit-targeting-popular-java-library-log4j/
[6] https://www.splunk.com/en_us/blog/bulletins/splunk-security-advisory-for-apache-log4j-cve-2021-44228.html
[4] https://twitter.com/marcioalm/status/1470361495405875200
[4] https://twitter.com/CERTFI/status/1470373657633509381
[4] https://dev.lucee.org/t/lucee-is-not-affected-by-the-log4j-jndi-exploit-cve-2021-44228/9331
[4] https://twitter.com/bettersafetynet/status/1470603367621795842
[4] https://www.osnews.com/story/134324/open-source-is-not-broken/

Top Domains
Top Domains in Tweet in Entire Graph:
[1567] twitter.com
[988] github.com
[668] apache.org
[476] govcert.ch
[424] microsoft.com
[307] youtube.com
[256] linkedin.com
[178] cisa.gov
[162] veille-cyber.com
[137] bund.de

Top Domains in Tweet in G1:
[182] twitter.com
[82] linkedin.com
[54] youtube.com
[28] fiverr.com
[23] github.com
[16] blogspot.com
[13] wired.com
[10] cisa.gov
[9] com.ar
[8] apache.org

Top Domains in Tweet in G2:
[207] twitter.com
[155] veille-cyber.com
[127] github.com
[98] linkedin.com
[79] thehackernews.com
[78] zdnet.com
[75] cisa.gov
[73] youtube.com
[40] scmagazine.com
[39] wired.com

Top Domains in Tweet in G3:
[217] govcert.ch
[190] twitter.com
[114] tryhackme.com
[100] github.com
[48] trustedsec.com
[46] cisa.gov
[31] microsoft.com
[28] venturebeat.com
[23] canarytokens.org
[21] welivesecurity.com

Top Domains in Tweet in G4:
[117] bund.de
[102] xkcd.com
[98] sueddeutsche.de
[96] heise.de
[79] hisolutions.com
[67] twitter.com
[64] spiegel.de
[55] github.com
[49] ardaudiothek.de
[35] deutschlandfunk.de

Top Domains in Tweet in G5:
[13] twitter.com
[13] github.com
[6] youtube.com
[5] bund.de
[5] xkcd.com
[4] sueddeutsche.de
[4] ionos.de
[4] innovative-trends.de
[3] inforadio.de
[3] berliner-zeitung.de

Top Domains in Tweet in G6:
[32] twitter.com
[5] govcert.ch
[5] arcticwolf.com
[2] bund.de
[2] cisa.gov
[2] wsj.com
[2] qualtrics.com
[2] microsoft.com
[2] uptycs.com
[2] theregister.com

Top Domains in Tweet in G7:
[151] govcert.ch
[60] com.ar
[59] twitter.com
[44] github.com
[31] admin.ch
[20] reconinfosec.com
[18] abuse.ch
[14] crowdstrike.com
[12] trendmicro.com
[10] cisa.gov

Top Domains in Tweet in G8:
[240] twitter.com
[47] github.com
[15] paloaltonetworks.com
[11] microsoft.com
[6] apache.org
[6] vmware.com
[5] techsolvency.com
[4] techradar.com
[4] wionews.com
[3] cisa.gov

Top Domains in Tweet in G9:
[30] twitter.com
[19] github.com
[11] govcert.ch
[6] gouv.fr
[6] microsoft.com
[5] lemonde.fr
[4] linkedin.com
[4] tweetfeed.live
[3] youtube.com
[3] reuters.com

Top Domains in Tweet in G10:
[61] twitter.com
[12] cert.si
[10] github.com
[9] splunk.com
[7] govcert.ch
[4] lucee.org
[4] osnews.com
[3] thehackernews.com
[3] cisa.gov
[3] apache.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18734] log4j
[4457] log4shell
[1261] cybersecurity
[883] infosec
[882] security
[805] opensource
[751] apache
[695] java
[541] log4jrce
[461] vulnerability



Top Hashtags in Tweet in G1:
[1602] log4j
[253] log4shell
[109] missuniverse2021
[106] missuniverse
[98] maxverstappen
[98] abudhabigp
[85] cybersecurity
[82] spidermannowayhome
[71] secretsofdumbledore
[58] แอนชิลี

Top Hashtags in Tweet in G2:
[2565] log4j
[880] cybersecurity
[645] log4shell
[594] infosec
[379] java
[292] vulnerability
[234] security
[233] opensource
[193] bugbounty
[182] ai

Top Hashtags in Tweet in G3:
[1593] log4j
[585] log4shell
[62] cve
[60] minecraft
[52] cybersecurity
[52] infosec
[49] apache
[41] log4jrce
[41] tryhackme
[38] vulnerability

Top Hashtags in Tweet in G4:
[1405] log4j
[501] log4shell
[119] deutschlanddigitalsicherbsi
[73] opensource
[63] java
[39] langsec
[26] fundopensource
[25] certwarnung
[22] sovereigntechfund
[20] cybersecurity

Top Hashtags in Tweet in G5:
[1045] log4j
[46] log4shell
[14] cyberklär
[9] java
[6] langsec
[5] deutschlanddigitalsicherbsi
[5] opensource
[5] itsecurity
[4] kanzlei
[4] cloudsecurity

Top Hashtags in Tweet in G6:
[738] log4j
[45] log4shell
[9] cybersecurity
[7] java
[7] infosec
[6] log4jrce
[5] security
[5] log4jam
[4] heartbleed
[4] shellshock

Top Hashtags in Tweet in G7:
[834] log4j
[331] log4shell
[48] log4jshell
[17] infosec
[14] java
[13] cve202144228
[12] log4j2
[11] log4jrce
[10] apache
[9] canarytokens

Top Hashtags in Tweet in G8:
[711] log4j
[168] log4shell
[18] log4jrce
[12] infosec
[11] bugbountytip
[10] bugbounty
[10] vcenter
[7] cybersecurity
[6] dfir
[5] wbs

Top Hashtags in Tweet in G9:
[603] log4j
[445] log4shell
[18] blueteam
[14] dfir
[13] cybersecurity
[13] apachelog4j
[12] bugbounty
[11] bugbountytips
[9] infosec
[8] zeroday

Top Hashtags in Tweet in G10:
[564] log4j
[44] log4shell
[7] infosec
[4] kyberturvallisuus
[4] log4jrce
[4] lucee
[4] cfml
[4] coldfusion
[4] stunningcolleagues
[3] wardrive

Top Words
Top Words in Tweet in Entire Graph:
[18898] #log4j
[4528] #log4shell
[3270] log4j
[2889] vulnerability
[2265] die
[2145] 2021
[1902] cve
[1796] apache
[1577] #cybersecurity
[1521] zu

Top Words in Tweet in G1:
[1605] #log4j
[253] #log4shell
[207] log4j
[193] vulnerability
[126] de
[109] #missuniverse2021
[108] #missuniverse
[104] #maxverstappen
[102] #abudhabigp
[97] die

Top Words in Tweet in G2:
[2619] #log4j
[1177] #cybersecurity
[753] vulnerability
[722] #infosec
[670] #log4shell
[478] log4j
[402] #java
[330] #100daysofcode
[327] #security
[313] #vulnerability

Top Words in Tweet in G3:
[1607] #log4j
[617] #log4shell
[587] vulnerability
[506] 2021
[453] 44228
[441] cve
[302] log4j
[258] attack
[254] available
[248] ve

Top Words in Tweet in G4:
[1405] #log4j
[804] und
[752] die
[501] #log4shell
[361] ist
[353] zu
[325] wie
[314] für
[279] der
[266] auf

Top Words in Tweet in G5:
[1045] #log4j
[951] die
[847] zu
[803] ich
[800] fix
[798] nicht
[780] sind
[767] einspielen
[765] keinen
[765] solange

Top Words in Tweet in G6:
[1122] bad
[738] #log4j
[567] weekend
[565] list
[563] finding
[563] attack
[563] great
[563] vendors
[562] badness
[562] community

Top Words in Tweet in G7:
[836] #log4j
[428] log4j
[333] #log4shell
[259] lsof
[249] '
[240] grep
[204] vulnerability
[155] post
[155] blog
[155] patch

Top Words in Tweet in G8:
[713] #log4j
[392] log4j
[379] java
[310] rce
[296] versions
[243] bypass
[237] update
[172] patch
[169] #log4shell
[156] longer

Top Words in Tweet in G9:
[603] #log4j
[445] #log4shell
[384] help
[379] diagrams
[379] people
[379] discuss
[379] things
[379] hope
[379] helps
[67] log4j

Top Words in Tweet in G10:
[885] patched
[564] #log4j
[298] environment
[296] scan
[97] log
[92] pronounced
[60] systems
[52] like
[48] care
[46] supposed

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2123] #log4j,#log4shell
[1820] cve,2021
[1254] #log4j,vulnerability
[1157] 2021,44228
[983] zu,#log4j
[858] fix,zu
[852] ich,werde
[851] die,langzeitfolgen
[827] nicht,die
[825] werde,keinen

Top Word Pairs in Tweet in G1:
[143] #log4j,#log4shell
[68] #log4j,vulnerability
[62] #แอนช,ล
[44] #abudhabigp,#log4j
[42] cve,2021
[39] 2021,44228
[34] #log4shell,#log4j
[34] log4j,vulnerability
[31] apache,log4j
[27] #missuniverse,#abudhabigp

Top Word Pairs in Tweet in G2:
[370] #log4j,vulnerability
[189] #log4j,#log4shell
[189] cve,2021
[188] 2021,44228
[160] #ai,#python
[157] #machinelearning,#ai
[155] #log4j,#robotics
[155] #robotics,#aiethics
[155] #aiethics,#machinelearning
[155] #python,#datascience

Top Word Pairs in Tweet in G3:
[450] 2021,44228
[434] cve,2021
[355] #log4j,#log4shell
[214] best,visual
[214] visual,ve
[214] ve,#log4j
[203] attack,vector
[201] vulnerability,attack
[194] #log4j,vulnerability
[182] realtryhackme,room

Top Word Pairs in Tweet in G4:
[157] wie,#log4shell
[117] hilfe,zur
[115] zu,#log4j
[111] zur,selbsthilfe
[102] wichtig,ist
[98] damit,probleme
[98] probleme,wie
[98] #log4shell,früher
[98] früher,entdeckt
[98] entdeckt,und

Top Word Pairs in Tweet in G5:
[802] zu,#log4j
[792] fix,zu
[764] ich,werde
[764] werde,keinen
[764] keinen,fix
[764] #log4j,einspielen
[764] einspielen,solange
[764] solange,nicht
[764] nicht,die
[764] die,langzeitfolgen

Top Word Pairs in Tweet in G6:
[561] long,weekend
[561] weekend,finding
[561] finding,#log4j
[561] #log4j,defender
[561] defender,bad
[561] bad,bad
[561] bad,level
[561] level,badness
[561] badness,overstated
[561] overstated,attack

Top Word Pairs in Tweet in G7:
[240] lsof,grep
[159] #log4j,vulnerability
[155] #log4shell,#log4j
[141] heads,lot
[141] lot,scanning
[141] scanning,#log4j
[141] vulnerability,decided
[141] decided,publish
[141] publish,blog
[141] blog,post

Top Word Pairs in Tweet in G8:
[148] #log4j,update
[148] update,depending
[148] depending,java
[148] java,versions
[148] versions,protect
[148] protect,rce
[148] rce,patching
[148] patching,log4j
[148] log4j,longer
[148] longer,viable

Top Word Pairs in Tweet in G9:
[414] #log4j,#log4shell
[379] diagrams,#log4j
[379] #log4shell,help
[379] help,people
[379] people,discuss
[379] discuss,things
[379] things,hope
[379] hope,helps
[21] de,la
[20] jndi,ldap

Top Word Pairs in Tweet in G10:
[295] scan,environment
[295] environment,patched
[295] patched,#log4j
[295] #log4j,patched
[295] patched,patched
[46] care,#log4j
[46] #log4j,supposed
[46] supposed,pronounced
[46] pronounced,log
[46] log,forge

Top Replied-To
Top Replied-To in Entire Graph:
@_johnhammond
@darenegader
@cloudflare
@securonix
@watcherguru
@thecryptolark
@crowdstrike
@etorode
@orcasec
@vastblast

Top Replied-To in G1:

Top Replied-To in G2:
@cloudflare
@gitcoin
@theregister
@oracle
@traceableai
@computerweekly
@hellor00t
@jeredbare
@agilecoach
@weldpond

Top Replied-To in G3:
@_johnhammond
@orcasec
@magentatelekom
@mahi0x00
@matthew_d_green
@manicode
@themightyswordy
@ystan_
@entropyqueen_
@jlawyerorg

Top Replied-To in G4:
@ce_moll
@gematik1
@the_mutax
@honkhase
@bsi_bund
@konrad
@jvondenberken
@senficon
@atomzwieback
@ollital

Top Replied-To in G5:
@darenegader
@ra_micro_bw
@advoware_
@golem
@frankdm_

Top Replied-To in G6:
@ineedmorecyber
@cisagov
@alayacare

Top Replied-To in G7:
@crowdstrike
@tmobile
@tmobilehelp
@ineedmorecyber
@trendmicrorsrch
@3811015

Top Replied-To in G8:
@vmware
@cloudflare
@marquiso
@ineedmorecyber
@aude_leroy
@gelossnake
@ow
@lcamtuf
@cisagov

Top Replied-To in G9:
@orysegal

Top Replied-To in G10:
@michaelargast
@jfslowik
@andreasdotorg

Top Mentioned
Top Mentioned in Entire Graph:
@realtryhackme
@rgoers
@yazicivo
@remkopopma
@carter_kozak
@jvz
@garygregory
@cisagov
@okfde
@hisolutions

Top Mentioned in G1:
@winningultimate
@smuoit
@lowkeycmusic
@samsono19659318
@krisshofficialz
@netexplorerapp
@ashagautam907
@options_it

Top Mentioned in G2:
@cisagov
@hakluke
@owaspamass
@tomnomnom
@fullhunt
@ingliguori
@zdnet
@thehackersnews
@kubernetesio
@dynamicciso

Top Mentioned in G3:
@realtryhackme
@_johnhammond
@sonatype
@randorisecurity
@rpargman
@huntresslabs
@binary_defense
@secshoggoth
@hackinglz
@snyksec

Top Mentioned in G4:
@okfde
@hisolutions
@patrickbeuth
@bsi_bund
@dlf
@schiebde
@honkhase
@heiseonline
@cisco
@certbund

Top Mentioned in G5:
@jjhavemann
@bitkom
@tableau
@bsi_bund
@beckonlinede
@salesforce
@solmecke
@luebbermann

Top Mentioned in G6:
@bobmcmillan
@ineedmorecyber
@tjlavoie
@thecyberpost1
@cisagov
@awnetworks
@cyberpieapp
@andrea_data
@michael_antico
@snyksec

Top Mentioned in G7:
@govcert_ch
@cyb3rops
@cisagov
@crowdstrike
@james_inthe_box
@shotgunner101
@securitydoggo
@markus_neis
@thinkstcanary
@nickrohrbs

Top Mentioned in G8:
@esotericspyro
@vmware
@ankit_anubhav
@mobileiron
@spiderlabs
@techradar
@thedfirreport
@randorisecurity
@fabian_bader
@ksigler

Top Mentioned in G9:
@cert_fr
@burp_suite
@flornrnd
@ap
@profklausschwab
@ralphte1
@dafthack
@ustayready
@cisagov
@anton_chuvakin

Top Mentioned in G10:
@splunk
@wiglenet
@cisagov
@snlyngaas
@likethecoins
@meansec
@drewchurch
@theasf
@bitbucket

Top Tweeters
Top Tweeters in Entire Graph:
@airtel_presence
@sectest9
@threadreaderapp
@cybersec_feeds
@flipkartsupport
@tmobilehelp
@guldeen
@atthelp
@edinburghwatch
@thudao76

Top Tweeters in G1:
@newsoneplace
@schestowitz
@geekinfonow
@eenadulivenews
@neilyoungsaveus
@carlesdijous
@presseticker
@unrealallan
@crackmacs
@strings_kings

Top Tweeters in G2:
@sectest9
@cybersec_feeds
@edinburghwatch
@thudao76
@xaelbot
@codedailybot
@cybersecurityn8
@ipythonistabot
@artificialbra1n
@morolswediu

Top Tweeters in G3:
@rogeriofreeyes
@adekleine
@youranonriots
@minecraft_ssyt
@johnnydee62
@stilgherrian
@yazdjbilimoria
@lemondefr
@lkafle
@kas_stoner

Top Tweeters in G4:
@_l17r_
@rnitsch
@harvest57688777
@eigensinn83
@cptleto
@korallenherz
@7vampir
@cyrus_mcdugan
@marie_laveau_
@andre3verzaal

Top Tweeters in G5:
@kulturbolschewi
@schmidtlepp
@danielakayb
@meggschicksi
@quantatheist
@ariantoser
@__redcat
@cherubimu
@krasmanalderey
@yanni4100

Top Tweeters in G6:
@ohhmyysyd
@ishikusui
@habino_
@mernino2k2
@usagiko
@elindburg
@brx0
@hvillealrailfan
@mcnastyprime
@sdwolf

Top Tweeters in G7:
@tmobilehelp
@shieldvoc
@tmobile
@marypcbuk
@thegrugq
@jonesls
@reservoir
@didiermisson
@cnnpolitics
@typhonbaalammon

Top Tweeters in G8:
@usagi_kainusi
@syawal
@philrandal
@agano
@momongarides
@rnelson0
@fabiomb
@hiromitsutakagi
@tony_sacto
@0xabad1dea

Top Tweeters in G9:
@johnnyciocca
@rev313
@playmogeek
@ap
@die_primel
@okazuki
@hameln
@sandmaxprime
@sunburstchicago
@ghostofdiaby

Top Tweeters in G10:
@mechwarriorny
@sandoly
@hladnikp
@koippari61
@thejoades
@tabatkins
@pharniel
@qedx_
@_everbright_
@llarisah


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