cyberwar, Twitter, 11/15/2021 7:29:56 AM, 266270


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cyberwar_2021-11-14_23-16-40.xlsx
cyberwar_2021-11-14_23-16-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 15, 2021
Short Description:
cyberwar via NodeXL https://bit.ly/3orikmZ
@sethabramson
@longasucan2
@purrmonsta
@tam_resist
@redlorainev
@this0499154500
@cybersec_feeds
@three_cube
@cyber_miley
@moalidirector

Top hashtags:
#cyberwar
#cybersecurity
#infosec
#scada
#scadahacking
#ics
#northkorea

Description:
Description
The graph represents a network of 1,248 Twitter users whose tweets in the requested range contained "cyberwar", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 15 November 2021 at 07:19 UTC.

The requested start date was Monday, 15 November 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 17-hour, 51-minute period from Monday, 01 November 2021 at 03:36 UTC to Sunday, 14 November 2021 at 21:27 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


Overall Graph Metrics
Vertices : 1248
Unique Edges : 667
Edges With Duplicates : 2523
Total Edges : 3190
Number of Edge Types : 5
Retweet : 676
MentionsInRetweet : 841
Replies to : 169
Tweet : 495
Mentions : 1009
Self-Loops : 525
Reciprocated Vertex Pair Ratio : 0.0285714285714286
Reciprocated Edge Ratio : 0.0555555555555556
Connected Components : 244
Single-Vertex Connected Components : 100
Maximum Vertices in a Connected Component : 349
Maximum Edges in a Connected Component : 691
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.426772
Graph Density : 0.000832767873666029
Modularity : 0.410141
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 1,248 Twitter users whose tweets in the requested range contained "cyberwar", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 15 November 2021 at 07:19 UTC.

The requested start date was Monday, 15 November 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 17-hour, 51-minute period from Monday, 01 November 2021 at 03:36 UTC to Sunday, 14 November 2021 at 21:27 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 : GraphServerTwitterSearch
Graph Term : cyberwar
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 Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[59] https://www.middleeastmonitor.com/20211108-the-cyberwar-between-israel-and-iran-is-heating-up/
[27] https://archive.org/stream/pdfy-u5gInVseHtenqE1j/GCHQ%20DISRUPTION%20Operational%20Playbook_djvu.txt
[8] https://www.zzoomit.com/blue-bear-announce-partnership-with-quantum-encryption-firm-arqit/
[7] https://www.insicurezzadigitale.com/fbi-e-europol-arrestano-revil-mentre-la-russia-guarda
[7] https://www.darkreading.com/analytics/in-cyberwar-attribution-can-be-impossible---and-that-s-okay
[6] https://www.darkreading.com/vulnerabilities-threats/how-hackers-are-targeting-cryptocurrency
[6] https://www.technologyreview.com/2021/11/08/1039395/grim-outlook-cyber-boom-atlantic-council-report/
[6] https://www.insicurezzadigitale.com/sbu-accusa-la-russia-responsabile-per-attacchi-agli-organi-statali-ucraini-dal-2014
[6] https://booking.com/
[6] https://www.heise.de/news/Booking-com-2016-von-Spion-in-Diensten-eines-US-Geheimdienst-gehackt-6265222.html

Top URLs in Tweet in G2:
[1] https://cyberwar.nl/d/fromCIA.gov/Burkett-MICE%20to%20RASCALS.pdf

Top URLs in Tweet in G3:
[6] https://www.sesin.at/
[4] https://mosaicmagazine.com/picks/israel-zionism/2021/11/what-can-israels-cyberwar-with-iran-accomplish/
[4] https://tvfeatures2021.bradfordzone.co.uk/2021/10/17/cobra-series-two-interview-with-richard-pepple-joseph-obasi/
[4] https://tvfeatures2021.bradfordzone.co.uk/2021/10/17/cobra-series-two-fridays-on-sky-max-at-9pm/
[4] https://tvfeatures2021.bradfordzone.co.uk/2021/10/17/cobra-series-two-character-guide/
[4] https://tvfeatures2021.bradfordzone.co.uk/2021/10/17/cobra-series-two-interview-with-ben-richards-writer-and-series-creator/
[4] https://tvfeatures2021.bradfordzone.co.uk/2021/10/17/cobra-series-two-interview-with-robert-carlyle-robert-sunderland/
[4] https://tvfeatures2021.bradfordzone.co.uk/2021/10/17/cobra-series-two-interview-with-david-haig-archie-glover-morgan/
[4] https://tvfeatures2021.bradfordzone.co.uk/2021/10/17/cobra-series-two-interview-with-richard-dormer-fraser-walker/
[4] https://tvfeatures2021.bradfordzone.co.uk/2021/10/17/cobra-series-two-interview-with-marsha-thomason-francine-bridge/

Top URLs in Tweet in G4:
[7] https://www.insicurezzadigitale.com/fbi-e-europol-arrestano-revil-mentre-la-russia-guarda
[6] https://www.insicurezzadigitale.com/sbu-accusa-la-russia-responsabile-per-attacchi-agli-organi-statali-ucraini-dal-2014
[6] https://www.darkreading.com/vulnerabilities-threats/how-hackers-are-targeting-cryptocurrency
[6] https://www.technologyreview.com/2021/11/08/1039395/grim-outlook-cyber-boom-atlantic-council-report/
[6] https://booking.com/
[6] https://www.heise.de/news/Booking-com-2016-von-Spion-in-Diensten-eines-US-Geheimdienst-gehackt-6265222.html
[5] https://www.insicurezzadigitale.com/attacco-stazioni-di-servizio-iran-accusa-usa-e-israele
[5] https://www.darkreading.com/analytics/in-cyberwar-attribution-can-be-impossible---and-that-s-okay
[5] https://trib.al/60z3mLv
[4] https://www.jdsupra.com/legalnews/event-richmond-regional-healthcare-4043640/

Top URLs in Tweet in G6:
[27] https://archive.org/stream/pdfy-u5gInVseHtenqE1j/GCHQ%20DISRUPTION%20Operational%20Playbook_djvu.txt
[6] https://www.fpds.gov/fpdsng_cms/index.php/en/
[6] https://www.exposedbycmd.org/spn/
[3] https://blog.cyberwar.nl/2019/06/twenty-five-ways-to-suppress-truth-the-rules-of-disinformation-h-michael-sweeney-1997-2001/
[1] https://citizenlab.ca/
[1] https://www.eff.org/
[1] https://cryptome.org/
[1] https://botometer.osome.iu.edu/
[1] https://botsentinel.com/
[1] https://github.com/cogsec-collaborative/AMITT

Top URLs in Tweet in G7:
[1] https://twitter.com/Markus_Soeder/status/1455904653699342337
[1] https://twitter.com/Markus_Soeder/status/1455905472112906240
[1] https://twitter.com/chefofmembers/status/1455348179860328454
[1] https://www.youtube.com/watch?v=uY4q6I-dzE8

[1] https://twitter.com/SikhForTruth/status/1454093966715019282
[1] https://twitter.com/natalia1981_/status/1456409946321563654
[1] https://twitter.com/Ladylike2021/status/1453600467108368387
[1] https://twitter.com/realmaxmeier_2/status/1453603308321509376

Top URLs in Tweet in G8:
[56] https://www.middleeastmonitor.com/20211108-the-cyberwar-between-israel-and-iran-is-heating-up/

Top URLs in Tweet in G9:
[4] https://www.hackers-arise.com/post/scada-hacking-the-most-important-scada-ics-attacks-in-history
[2] https://www.hackers-arise.com/post/2018/03/22/scada-hacking-exploiting-scadaics-systems-with-the-command-line-tool-modbus-cli
[1] https://twitter.com/three_cube/status/1205537621058809856

Top Domains
Top Domains in Tweet in Entire Graph:
[59] middleeastmonitor.com
[54] co.uk
[35] twitter.com
[27] archive.org
[23] insicurezzadigitale.com
[17] cybersec24.com
[16] darkreading.com
[13] cromwell-intl.com
[12] sesin.at
[8] heise.de

Top Domains in Tweet in G2:
[1] cyberwar.nl

Top Domains in Tweet in G3:
[46] co.uk
[12] sesin.at
[10] twitter.com
[6] goodreads.com
[5] mosaicmagazine.com
[3] linkedin.com
[3] middleeastmonitor.com
[3] agendadigitale.eu
[3] the420.in
[2] imdb.com

Top Domains in Tweet in G4:
[23] insicurezzadigitale.com
[17] cybersec24.com
[13] darkreading.com
[13] cromwell-intl.com
[7] co.uk
[7] trib.al
[7] technologyreview.com
[7] jdsupra.com
[7] heise.de
[6] booking.com

Top Domains in Tweet in G6:
[27] archive.org
[6] fpds.gov
[6] exposedbycmd.org
[3] cyberwar.nl
[1] citizenlab.ca
[1] eff.org
[1] cryptome.org
[1] iu.edu
[1] botsentinel.com
[1] github.com

Top Domains in Tweet in G7:
[7] twitter.com
[1] youtube.com

Top Domains in Tweet in G8:
[56] middleeastmonitor.com

Top Domains in Tweet in G9:
[6] hackers-arise.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[317] cyberwar
[153] cybersecurity
[59] infosec
[49] scada
[46] scadahacking
[43] ics
[36] northkorea
[34] cobracyberwar
[31] hacker
[28] cybersecuritynews



Top Hashtags in Tweet in G2:
[1] pow
[1] prisonnation
[1] cyberwar
[1] freeskilledlabor

Top Hashtags in Tweet in G3:
[33] cyberwar
[32] cobracyberwar
[5] infosec
[5] cybersecurity
[3] blackshadow
[3] cyberawarewiththe420
[3] putinatwar
[3] marketingdigital
[3] entrepreneur
[3] startup

Top Hashtags in Tweet in G4:
[122] cybersecurity
[107] cyberwar
[35] infosec
[28] cybersecuritynews
[19] what
[19] everyone
[19] hacker
[17] cybersecuritytips
[17] ethicalhacking
[16] cyber

Top Hashtags in Tweet in G5:
[3] trumprussiaconspiracy
[2] rollingcoup
[2] stopthesteal
[1] cyberwar
[1] activemeasures
[1] redistricting
[1] disinfo
[1] plagueoftheunvaccinated
[1] buildbackbetter
[1] kapozuck

Top Hashtags in Tweet in G7:
[1] itsacrime
[1] prepare
[1] soederruecktrittsofort
[1] impfdichinsknie
[1] spd

Top Hashtags in Tweet in G8:
[14] israel
[10] iran
[7] opinion
[3] palestine

Top Hashtags in Tweet in G9:
[47] scada
[44] scadahacking
[44] cyberwar
[41] ics
[27] stuxnet
[17] cyberwarrior
[12] 100daysofcode
[4] womenwhocode
[3] cybersec
[3] infosec

Top Words
Top Words in Tweet in Entire Graph:
[846] cyberwar
[317] #cyberwar
[251] ì
[218] russia
[216] disinformation
[188] kremlin
[187] knew
[186] america
[185] publicly
[185] invited

Top Words in Tweet in G1:
[183] russia
[183] knew
[182] publicly
[182] invited
[182] wage
[182] cyberwar
[182] america
[182] spread
[182] kremlin
[182] disinformation

Top Words in Tweet in G2:
[4] cyberwar
[3] platoinct
[3] sprzyslp
[3] arapaho415
[3] moisturevapor8r
[3] spiralcow
[3] traci_warhurst
[3] ydanasmithdutra
[3] dianesbaker1
[3] kelly2277

Top Words in Tweet in G3:
[131] cyberwar
[45] cobra
[40] series
[39] tv
[33] #cyberwar
[33] two
[32] features
[32] #cobracyberwar
[24] interview
[15] iran

Top Words in Tweet in G4:
[118] #cybersecurity
[107] #cyberwar
[44] gt
[41] cyberwar
[39] iotcybersec24
[35] #infosec
[28] #cybersecuritynews
[25] report
[23] nuke86
[22] cybersecurity

Top Words in Tweet in G5:
[9] cyberwar
[8] small1ldy1
[6] bodhisattvakat
[6] fab4screamie
[5] tam_resist
[5] eddsmitty
[5] cnealwalden
[5] polgara_toads
[5] donnak831
[5] zazzybritches

Top Words in Tweet in G6:
[40] cyberwar
[33] suntzucyber
[31] hackermaderas
[29] disinformation
[28] whole
[28] secret
[28] lies
[28] confusing
[28] enemy
[28] fathom

Top Words in Tweet in G7:
[55] cyberwar_army
[45] bentoni17
[45] tjanders10
[45] texancharlie
[45] luananussbaum
[41] bobbybeatbeat
[40] drredpillerson
[40] banana_bot_007
[40] jane_banane__
[40] digitalerc

Top Words in Tweet in G8:
[55] cyberwar
[55] between
[55] heating
[45] iran
[41] israel
[34] dr
[34] adnan
[34] abu
[34] amer
[33] middleeastmnt

Top Words in Tweet in G9:
[82] scada
[47] #scada
[46] three_cube
[44] #scadahacking
[44] #cyberwar
[41] hacking
[41] ics
[41] #ics
[27] important
[27] hacks

Top Words in Tweet in G10:
[28] aware
[28] fact
[28] decimate
[28] cyberwar
[28] know
[28] weaknesses
[28] strengths
[28] calm
[27] elitepredatorss
[27] downâ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[185] publicly,invited
[185] invited,russia
[185] russia,wage
[185] wage,cyberwar
[185] cyberwar,america
[185] america,spread
[185] spread,knew
[185] knew,kremlin
[185] kremlin,disinformation
[185] disinformation,sought

Top Word Pairs in Tweet in G1:
[182] publicly,invited
[182] invited,russia
[182] russia,wage
[182] wage,cyberwar
[182] cyberwar,america
[182] america,spread
[182] spread,knew
[182] knew,kremlin
[182] kremlin,disinformation
[182] disinformation,sought

Top Word Pairs in Tweet in G2:
[2] escapedacult,dcpetterson
[2] bigrigsusa,kelly2277
[2] kelly2277,carrybeyond
[2] carrybeyond,shelraisinghell
[2] shelraisinghell,mamurphymaureen
[2] ashoutoutfrommn,michaeljgolub
[2] michaeljgolub,lizwonders1
[2] loonyberg,eve_virt
[2] aegon555,42_dolphins
[2] 42_dolphins,think

Top Word Pairs in Tweet in G3:
[42] cobra,cyberwar
[33] series,two
[32] tv,features
[32] features,cobra
[32] cyberwar,series
[24] two,interview
[12] anønymøus,cyberwar
[11] cyberwar,muslim
[9] blake,dowling
[9] dowling,landing

Top Word Pairs in Tweet in G4:
[43] #cybersecurity,#cyberwar
[19] cybersecurity,cyberwar
[19] cyberwar,everyone
[19] everyone,needs
[19] needs,know
[19] know,iotcybersec24
[19] iotcybersec24,#cybersecurity
[19] #cyberwar,#what
[19] #what,#everyone
[18] report,#cybersecurity

Top Word Pairs in Tweet in G5:
[5] cnealwalden,polgara_toads
[5] polgara_toads,donnak831
[4] small1ldy1,zazzybritches
[4] zazzybritches,bodhisattvakat
[4] bodhisattvakat,fab4screamie
[4] fab4screamie,jtraversdevine
[4] jtraversdevine,tonism
[4] tonism,cnealwalden
[3] still,cyberwar
[3] tam_resist,small1ldy1

Top Word Pairs in Tweet in G6:
[28] whole,secret
[28] secret,cyberwar
[28] cyberwar,lies
[28] lies,confusing
[28] confusing,enemy
[28] enemy,fathom
[28] fathom,defenses
[27] combat,online
[27] online,disinformation
[27] disinformation,gchq

Top Word Pairs in Tweet in G7:
[40] jane_banane__,digitalerc
[40] digitalerc,marinraid
[36] bobbybeatbeat,banana_bot_007
[36] banana_bot_007,jane_banane__
[35] luananussbaum,cyberwar_army
[34] quinnartur,drredpillerson
[23] texancharlie,bentoni17
[23] bentoni17,luananussbaum
[22] texancharlie,luananussbaum
[21] drredpillerson,texancharlie

Top Word Pairs in Tweet in G8:
[55] cyberwar,between
[45] iran,heating
[41] between,israel
[39] israel,iran
[34] dr,adnan
[34] adnan,abu
[34] abu,amer
[22] middleeastmnt,cyberwar
[14] between,#israel
[12] heating,opinion

Top Word Pairs in Tweet in G9:
[44] #scadahacking,#cyberwar
[41] scada,hacking
[41] scada,ics
[41] #scada,#ics
[41] #ics,#scadahacking
[29] three_cube,scada
[27] hacking,important
[27] important,scada
[27] ics,hacks
[27] hacks,history

Top Word Pairs in Tweet in G10:
[28] aware,fact
[28] fact,decimate
[28] decimate,cyberwar
[28] cyberwar,know
[28] know,weaknesses
[28] weaknesses,strengths
[28] strengths,calm
[27] elitepredatorss,aware
[27] calm,downâ

Top Replied-To
Top Replied-To in Entire Graph:
@cyberwar_army
@ladylike2021
@tjanders10
@realmaxmeier_2
@schmuckeruli
@intel_ghost
@ibishblog
@tampapd
@richardkimphd
@robertcarlyle_

Top Replied-To in G2:
@platoinct
@jillianohana
@sprzyslp
@aegon555
@cia

Top Replied-To in G4:
@kirstenfeldges
@esetuk

Top Replied-To in G5:
@bob_bahoomba
@teri_kanefield
@bostonjudy3
@racoonsocialist
@eddsmitty
@small1ldy1
@7veritas4
@marceelias

Top Replied-To in G7:
@cyberwar_army
@ladylike2021
@tjanders10
@realmaxmeier_2
@schmuckeruli
@intel_ghost
@martinballuch
@quinnartur
@drredpillerson
@banana_bot_007

Top Mentioned
Top Mentioned in Entire Graph:
@sethabramson
@texancharlie
@luananussbaum
@bentoni17
@cyberwar_army
@three_cube
@bobbybeatbeat
@jane_banane__
@digitalerc
@marinraid

Top Mentioned in G1:
@sethabramson

Top Mentioned in G2:
@arapaho415
@moisturevapor8r
@spiralcow
@traci_warhurst
@ydanasmithdutra
@dianesbaker1
@kelly2277
@ellyn_gesell
@loonyberg
@jan_forney

Top Mentioned in G4:
@iotcybersec24
@nuke86
@ajblackston
@darkreading
@perceptionpo1nt
@redhotcyber
@techreview
@stevesanders7
@uniswap
@lancewhit

Top Mentioned in G5:
@small1ldy1
@bodhisattvakat
@fab4screamie
@tam_resist
@cnealwalden
@polgara_toads
@donnak831
@zazzybritches
@eddsmitty
@mama_hipster

Top Mentioned in G6:
@suntzucyber
@hackermaderas

Top Mentioned in G7:
@texancharlie
@luananussbaum
@bentoni17
@cyberwar_army
@bobbybeatbeat
@jane_banane__
@digitalerc
@marinraid
@drredpillerson
@banana_bot_007

Top Mentioned in G8:
@middleeastmnt
@jncatron
@soitiz
@digitalpeacenow
@adnanab
@adnanabuamer2
@mrn1sa

Top Mentioned in G9:
@three_cube
@thepeacefulali1
@jinibabd

Top Mentioned in G10:
@elitepredatorss

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@cybersec_feeds
@skyhelpteam
@xaelbot
@cyberdomain
@xfinitysupport
@cybertoolsbooks
@thedeveloperbot
@cybersecurityn8
@bellesapepper37

Top Tweeters in G1:
@79topper
@deepvard
@aprylsmithts
@njdoc
@elkehollings
@michelejeanson1
@reevynap
@marciabunney
@beverlyfolkers
@aliadair22

Top Tweeters in G2:
@carrybeyond
@lovetogive2
@ydanasmithdutra
@purrmonsta
@dollymad1812
@karolcummins
@kate_hawkins776
@mamurphymaureen
@pen_bird
@dianesbaker1

Top Tweeters in G3:
@shehzadyounis
@wowmachineradio
@thatvdovault
@charlesarthur
@jcomm_blogfeeds
@pvynckier
@www_sesin_at
@wolfgangsesin
@sarang143u
@cybersecdn

Top Tweeters in G4:
@sectest9
@cybersec_feeds
@cybersecurityn8
@stefx00
@botcybersec
@ajblackston
@zdnet
@securityaffairs
@techrepublic
@iotcybersec24

Top Tweeters in G5:
@awelab1956
@tam_resist
@co_rapunzel4
@fenrir_71
@agavecorn
@small1ldy1
@luciarendn4
@shelbykstewart
@alxellt0308
@citizensfedup

Top Tweeters in G6:
@alizardx
@youranonriots
@therevengerists
@mlw975
@nick_barnes
@that_gai_gai
@gray_is_good
@tommybrowniii1
@osmo35195362
@madalgorithm

Top Tweeters in G7:
@welt
@jane_banane__
@_aristide_
@ralf_stegner
@muctaxidivideet
@sz_associates
@digitalerc
@praeventionszen
@luananussbaum
@deframing1

Top Tweeters in G8:
@allan_crawshaw
@jncatron
@thass283
@middleeastmnt
@amacdonald866
@butterflylove_8
@soitiz
@mxrevenge1
@abdouzster
@khalidkirmani

Top Tweeters in G9:
@xaelbot
@thedeveloperbot
@morolswediu
@womencodersbot
@100daysof2020
@_funbot
@aprogrammerbot
@botfemale
@bills_bot
@cybsecbot

Top Tweeters in G10:
@172263bff5c8473
@spirit_etrnl10
@triathium173
@arnab_dutta1
@cabksingh
@sanwal37618125
@advaityac
@berojgarthe
@shivam44575933
@avniesh1


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