cyberwar, Twitter, 5/9/2022 7:10:49 AM, 275897


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cyberwar_2022-05-08_23-30-00.xlsx
cyberwar_2022-05-08_23-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 09, 2022
Short Description:
cyberwar via NodeXL https://bit.ly/3LSQ47c
@occupydemocrats
@three_cube
@gshelia1951
@780thc
@sectest9
@cybersecurityn8
@bamitav
@techbitch007
@dsszzi
@euromaidanpress

Top hashtags:
#cyberwar
#cybercrime
#hacker
#cyber
#cybersecurity
#privacy
#ukraine
#ddos
#russia

Description:
Description
The graph represents a network of 4,354 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, 09 May 2022 at 06:43 UTC.

The requested start date was Monday, 09 May 2022 at 00:01 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, 23-hour, 21-minute period from Monday, 25 April 2022 at 00:15 UTC to Sunday, 08 May 2022 at 23:36 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 : 4354
Unique Edges : 2106
Edges With Duplicates : 11369
Total Edges : 13475
Number of Edge Types : 5
Retweet : 5162
MentionsInRetweet : 5791
Replies to : 255
Mentions : 999
Tweet : 1268
Self-Loops : 1497
Reciprocated Vertex Pair Ratio : 0.0121802679658952
Reciprocated Edge Ratio : 0.0240673886883273
Connected Components : 654
Single-Vertex Connected Components : 393
Maximum Vertices in a Connected Component : 2971
Maximum Edges in a Connected Component : 11533
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.08188
Graph Density : 0.000263072336661679
Modularity : 0.36156
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,354 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, 09 May 2022 at 06:43 UTC.

The requested start date was Monday, 09 May 2022 at 00:01 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, 23-hour, 21-minute period from Monday, 25 April 2022 at 00:15 UTC to Sunday, 08 May 2022 at 23:36 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:
[179] https://CyberWar.cz/FckPutler/ExpectUS.html
[67] https://threatpost.com/cyberwar-ukraine-military/179421/
[49] https://economictimes.indiatimes.com/tech/information-tech/ransomware-is-the-biggest-cybersecurity-pain-point-in-india-ibm-securitys-chris-hockings/articleshow/90961058.cms?from=mdr
[45] https://CyberWar.cz/FckPutler/ddos.html
[44] http://Cyberwar.cz
[35] https://nationalinterest.org/blog/techland-when-great-power-competition-meets-digital-world/has-russia-already-lost-cyberwar
[31] https://www.computerworld.com/article/3658951/russia-is-losing-the-cyberwar-against-ukraine-too.html
[28] https://thehackernews.com/2022/04/microsoft-documents-over-200.html
[25] https://www.zdnet.com/article/inside-a-ransomware-incident-how-a-single-mistake-left-a-door-open-for-attackers/
[23] https://portswigger.net/daily-swig/amp/wordpress-sites-getting-hacked-within-seconds-of-tls-certificates-being-issued

Top URLs in Tweet in G1:
[1] https://www.techradar.com/news/your-mechanical-keyboard-isnt-just-annoying-its-also-a-security-risk

Top URLs in Tweet in G2:
[175] https://CyberWar.cz/FckPutler/ExpectUS.html
[49] https://economictimes.indiatimes.com/tech/information-tech/ransomware-is-the-biggest-cybersecurity-pain-point-in-india-ibm-securitys-chris-hockings/articleshow/90961058.cms?from=mdr
[45] https://CyberWar.cz/FckPutler/ddos.html
[44] http://Cyberwar.cz
[25] https://www.zdnet.com/article/inside-a-ransomware-incident-how-a-single-mistake-left-a-door-open-for-attackers/
[23] https://threatpost.com/cyberwar-ukraine-military/179421/
[23] https://portswigger.net/daily-swig/amp/wordpress-sites-getting-hacked-within-seconds-of-tls-certificates-being-issued
[21] https://www.bleepingcomputer.com/news/security/ransom-payment-is-roughly-15-percent-of-the-total-cost-of-ransomware-attacks/
[20] https://thehackernews.com/2022/05/chinese-hackers-caught-exploiting.html
[20] https://thehackernews.com/2022/05/github-says-recent-attack-involving.html

Top URLs in Tweet in G3:
[29] https://threatpost.com/cyberwar-ukraine-military/179421/
[8] https://nationalinterest.org/blog/techland-when-great-power-competition-meets-digital-world/has-russia-already-lost-cyberwar
[7] https://threatpost.com/cyberwar-ukraine-military/179421/?utm_source=dlvr.it&utm_medium=twitter
[7] https://www.computerworld.com/article/3658951/russia-is-losing-the-cyberwar-against-ukraine-too.html
[7] https://www.rferl.org/a/iran-cyberwar-hackers-alis-justice/31832696.html
[5] https://www.wsj.com/articles/the-white-house-cyberwar-power-grab-centralized-approval-opperations-cyber-command-military-pentagon-war-ukraine-cyberattack-biden-gen-paul-nakasone-11650918438?utm_source=facebook&utm_medium=news_tab&fb_news_token=LnHJHq6SDfSavN0L0MGgEQ%3D%3D.qC95dAspVF8kLXDa8eh%2FcKWkFlLiqt3q0aUIpxWYAGhTEXjghVuRXXBtenReepiW2YFurfvpZ7WW3jKShaP0nTZRdZ9ChARrO34Ce4EBsyeC1oguWA369LUyKvTxM2yaX0alS1ZtFO0N1fKwc2WjZ2YTmXmYmbcasSEIIbNF5ebZPPCjI0%2Bm%2BeWHL9u05TVbWKbHhwmawjzilN67BVyZ3oVj6wcf56Fxcb%2F54wKAnBoch6cDhTofIAM%2FtPkiAtfqggfZlpiGQgjFkFlzRZbAtOkQb%2BaYce%2Bo7tjnWCozCimXmkCukY8BpeHFY7rE1YKC77tF0tRu8U3D3cEPXRI9fyG0ydsWDYefo10NFoYwaebOpsHnyWOUtgIj7OlX%2F812j7PQrWBN%2FMZbMcAga%2Fphz8rsczs50JcFSPvZ7qfLnWK5UlI2V8u8dcR744PnIzbfEFzyV0hWb8%2FYbFVLpoy5wA%3D%3D
[4] https://www.smh.com.au/world/europe/seven-reasons-putin-hasn-t-launched-a-cyberwar-in-ukraine-yet-20220421-p5af3o.html
[4] https://www.wsj.com/articles/the-white-house-cyberwar-power-grab-centralized-approval-opperations-cyber-command-military-pentagon-war-ukraine-cyberattack-biden-gen-paul-nakasone-11650918438
[4] https://blogs.microsoft.com/on-the-issues/2022/04/27/hybrid-war-ukraine-russia-cyberattacks/
[4] https://www.computerworld.com/article/3658951/russia-is-losing-the-cyberwar-against-ukraine-too.html#tk.rss_all

Top URLs in Tweet in G4:
[5] https://www.cnn.com/2022/04/11/politics/us-russia-election-interference/index.html
[5] https://www.iiss.org/careers/jobs/2022/04/research-fellow-cyber-operations-and-policy
[5] https://securityaffairs.co/wordpress/130554/hacktivism/anonymous-leaked-5-8-tb-russian-data.html
[4] https://www.iiss.org/topics/terrorism-and-security/cyber-space-and-future-conflict
[2] https://CyberWar.cz/FckPutler/ExpectUS.html
[1] https://it-harvest.com/shop/security-yearbook-2022/
[1] https://twitter.com/franakviacorka/status/1518234673926877186
[1] https://twitter.com/janetted/status/1499104226777178113
[1] https://twitter.com/janetted/status/1505550213167169545
[1] https://twitter.com/JanetteD/status/1511373156254203908

Top URLs in Tweet in G5:
[3] https://foreignpolicy.com/2022/05/03/ukraine-it-army-hackers-russia-war/
[1] https://www.ukrinform.ua/rubric-technology/3469067-ukraina-moze-protistoati-rosijskim-hakeram-i-peremogti-u-kibervijni-derzspeczvazku.html
[1] https://euromaidanpress.com/2022/03/04/international-cyberoffensive-gives-russia-a-sip-of-its-own-bitter-medicine

Top URLs in Tweet in G6:
[7] https://thehackernews.com/2022/04/microsoft-documents-over-200.html
[5] https://threatpost.com/cyberwar-ukraine-military/179421/
[2] https://www.c4isrnet.com/artificial-intelligence/2022/04/26/norads-vanherck-says-artificial-intelligence-capabilities-lacking/?utm_source=sailthru&utm_medium=email&utm_campaign=c4-overmatch
[2] https://thehackernews.com/2022/04/indian-govt-orders-organisations-to.html?m=1
[1] https://www.c4isrnet.com/opinion/2022/04/25/zero-trust-can-secure-satellite-communications-against-cyberattack/?utm_source=sailthru&utm_medium=email&utm_campaign=c4-overmatch
[1] https://thehackernews.com/2022/04/fbi-warns-of-blackcat-ransomware-that.html?m=1
[1] https://twitter.com/osibreaking/status/1518641460559626242
[1] https://m.theepochtimes.com/mkt_app/fbi-warns-of-targeted-cyberattacks-on-food-plants-amid-heightened-coverage-of-fires_4423632.html
[1] https://twitter.com/warontherocks/status/1518746686641876992
[1] https://thehackernews.com/2022/04/iranian-hackers-exploiting-vmware-rce.html

Top URLs in Tweet in G7:
[4] https://podcasts.apple.com/us/podcast/the-jordan-harbinger-show/id1344999619?i=1000556277792
[2] https://www.theguardian.com/world/2022/feb/27/anonymous-the-hacker-collective-that-has-declared-cyberwar-on-russia?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1646003252
[1] https://cert.gov.ua/article/39882
[1] https://cert.gov.ua/article/39934
[1] https://cip.gov.ua/en/news/zagroza-yaku-stanovit-rosiya-dlya-vsogo-civilizovanogo-svitu-v-kiberprostori-nikudi-ne-znikne
[1] https://cip.gov.ua/en/news/rosiiski-kibernastupalni-operaciyi-na-ukrayinu-imovirno-dosyagli-svogo-maksimalnogo-potencialu
[1] https://cip.gov.ua/en/news/rosiiski-khakeri-atakuyut-informaciini-sistemi-po-vsii-krayini-adzhe-meta-rosiyi-zavoyuvati-vsyu-ukrayinu-a-ne-tilki-yiyi-skhid
[1] https://cip.gov.ua/en/news/usi-demokratichni-krayini-svitu-dopomagayut-ukrayini-protistoyati-atakam-rf-u-kiberprostori
[1] https://cip.gov.ua/en/news/dostup-do-privatnikh-telefoniv-ta-komp-yuteriv-gromadyan-ukrayini-ce-odin-iz-vektoriv-atak-rosiiskikh-khakeriv
[1] https://par.in.ua/information/publications/82

Top URLs in Tweet in G9:
[6] https://www.ftm.nl/artikelen/generaal-paul-ducheine-cyberwar
[4] https://www.ftm.nl/artikelen/generaal-paul-ducheine-cyberwar?utm_medium=social&utm_campaign=sharebuttonnietleden&utm_source=twitter
[1] https://www.ftm.nl/artikelen/generaal-paul-ducheine-cyberwar?share=QCghHKFCj9+R9wHnZXgDTD9GG0GJBI9mqi36EX6ihl8w3x910KrT4HGodvi1Pqs=&utm_medium=social&utm_campaign=sharebuttonleden&utm_source=twitter
[1] https://www.ftm.nl/artikelen/generaal-paul-ducheine-cyberwar?share=Co0bajBlLH0uxn7h0+GzY7DRe/g3Xs3OJLG8CMIK1FpCxOD9oRuUMeU6S4p/emg=&utm_medium=social&utm_campaign=sharebuttonleden&utm_source=twitter
[1] https://tweetedtimes.com/eisema
[1] https://www.ftm.nl/artikelen/generaal-paul-ducheine-cyberwar?share=VOc3Dcx0Y04LfzeFUHpXle8fsCQ7UxngJUyfLhulfycbJP%2FkVM9xuqpUv1%2FJYC0%3D
[1] https://www.ftm.nl/artikelen/generaal-paul-ducheine-cyberwar?utm_campaign=Eric-Smit&utm_source=article&utm_medium=link&share=HuiM4X5kT3ozLe8uxmZGR7aXeMNQgO0B9RXpIWyqlr%2FAz2roTeDVE24x%2FA%3D%3D
[1] https://www.ftm.nl/artikelen/generaal-paul-ducheine-cyberwar?share=HupSKMrfnG0seOgl7sqczyUivY7WCbR+dJgrCryf+o6BsKNHFSm0cpIJIFDV1Q==&utm_medium=social&utm_campaign=Siem-Eikelenboom&utm_source=twitter
[1] https://www.ftm.nl/artikelen/generaal-paul-ducheine-cyberwar?share=4NCZ+k2bVsUwxqO7F+vixYlICX6zvg6h6crg7fZjB26Df79/YRkDOf8zsMytOp8=&utm_medium=social&utm_campaign=sharebuttonleden&utm_source=twitter

Top URLs in Tweet in G10:
[5] https://techcrunch.com/2022/04/27/state-sandworm-russian-hackers-ukraine/?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLnBsLw&guce_referrer_sig=AQAAAEKwBUR1gDKJq4AJG08x2_AAY5UBotSN98m8Mzm9bXdK4IcxgSgSQ3pK3M9l0D1l4X0DVddBocGz4DYGxhMq0ZL9Jno1jDBIKg8ZgEQQqut0UDIHyINtNyip5T2H-d-NaFvu32KUuLxx7nLd2s1yMSn0OHLwM58Dp6BPVvPaaYn9
[5] https://www.databreachtoday.com/interviews/cyberwarfare-in-russia-ukraine-war-i-5059
[5] https://www.zdnet.com/article/microsoft-russia-has-launched-hundreds-of-cyberattacks-against-ukraine/
[4] https://www.itpro.co.uk/security/distributed-denial-of-service-ddos/367500/ddos-attacks-surge-to-record-numbers-in-2022
[4] https://au.lifestyle.yahoo.com/anonymous-declared-cyber-war-russia-153220119.html
[4] https://www.databreachtoday.com/feds-offer-10-million-reward-for-russias-sandworm-hackers-a-18975
[3] https://www.databreachtoday.com/former-us-cyber-official-warns-russian-war-repercussions-a-18687
[2] https://www.youtube.com/watch?v=uNLoaWjmhMI

[2] https://www.computing.co.uk/news/4045526/russian-websites-ukraine-hacking-help
[2] https://www.databreachtoday.com/ismg-editors-are-hacktivists-new-resistance-fighters-a-18664

Top Domains
Top Domains in Tweet in Entire Graph:
[318] cyberwar.cz
[274] bleepingcomputer.com
[202] thehackernews.com
[187] t.me
[175] twitter.com
[109] threatpost.com
[90] co.uk
[83] youtube.com
[70] zdnet.com
[68] securityaffairs.co

Top Domains in Tweet in G1:
[1] techradar.com

Top Domains in Tweet in G2:
[314] cyberwar.cz
[268] bleepingcomputer.com
[185] t.me
[165] thehackernews.com
[74] twitter.com
[61] securityaffairs.co
[59] zdnet.com
[57] indiatimes.com
[50] co.uk
[50] forbes.com

Top Domains in Tweet in G3:
[44] twitter.com
[43] threatpost.com
[15] computerworld.com
[14] co.uk
[11] wsj.com
[10] com.au
[10] nationalinterest.org
[8] youtube.com
[7] rferl.org
[6] wired.com

Top Domains in Tweet in G4:
[10] iiss.org
[5] cnn.com
[5] securityaffairs.co
[4] twitter.com
[2] cyberwar.cz
[1] it-harvest.com
[1] afcea.org
[1] darkreading.com
[1] comnews.ru
[1] zdnet.com

Top Domains in Tweet in G5:
[3] foreignpolicy.com
[1] ukrinform.ua
[1] euromaidanpress.com

Top Domains in Tweet in G6:
[21] thehackernews.com
[5] threatpost.com
[4] c4isrnet.com
[3] theepochtimes.com
[2] twitter.com
[1] thelastamericanvagabond.com
[1] forbes.com
[1] thehindubusinessline.com
[1] bitdefender.com
[1] cyberwar.cz

Top Domains in Tweet in G7:
[8] gov.ua
[4] apple.com
[2] theguardian.com
[2] bleepingcomputer.com
[1] in.ua
[1] cyberwar.cz
[1] timesnownews.com
[1] medium.com
[1] t.me
[1] linkedin.com

Top Domains in Tweet in G9:
[16] ftm.nl
[1] tweetedtimes.com

Top Domains in Tweet in G10:
[18] databreachtoday.com
[10] cybernews.com
[10] co.uk
[10] zdnet.com
[6] yahoo.com
[5] techcrunch.com
[5] cnbc.com
[4] arstechnica.com
[3] youtube.com
[3] usatoday.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2726] cyberwar
[1477] cybercrime
[988] hacker
[898] cyber
[832] cybersecurity
[545] privacy
[458] ukraine
[391] ddos
[331] russia
[331] apt



Top Hashtags in Tweet in G1:
[1] mechanical
[1] keyboard
[1] security
[1] cyberwar
[1] cybercrime

Top Hashtags in Tweet in G2:
[2014] cyberwar
[1437] cybercrime
[971] hacker
[870] cyber
[593] cybersecurity
[536] privacy
[373] ddos
[326] apt
[262] infosec
[242] ransomware

Top Hashtags in Tweet in G3:
[141] cyberwar
[68] cybersecurity
[30] russia
[24] ukraine
[24] infosec
[21] cyberattack
[14] hacking
[13] anonymous
[12] cyberattacks
[11] cybercrime

Top Hashtags in Tweet in G4:
[21] cyberwar
[15] russia
[11] ukraine
[9] hackers
[6] anonymous
[4] stopputin
[4] russian
[3] prevailionknows
[3] infosec
[3] natsec

Top Hashtags in Tweet in G5:
[1] scada
[1] ics
[1] scadahacking
[1] cyberwarrior
[1] anonymous
[1] ukraine
[1] russia
[1] belarus

Top Hashtags in Tweet in G6:
[78] microsoft
[32] cyberwar
[10] cybersecurity
[7] infosec
[7] russianukrainianwar
[7] cybercrime
[5] it
[4] cyber
[3] security
[3] hacking

Top Hashtags in Tweet in G7:
[48] cyberwar
[30] ukraine
[21] cyberattacks
[21] cyberspace
[19] cybersecurity
[17] warinukraine
[14] russianhackers
[10] cyberattack
[9] ukraine️
[6] security

Top Hashtags in Tweet in G8:
[1] ethicalhacking
[1] cyberwar

Top Hashtags in Tweet in G10:
[121] cyberwar
[110] ukraine
[84] war
[66] cybersecurity
[35] anonymous
[23] russia
[14] cyberattack
[9] ddos
[9] cyberattacks
[8] ukrainian

Top Words
Top Words in Tweet in Entire Graph:
[2725] #cyberwar
[1506] russian
[1476] #cybercrime
[1383] cyberwar
[1266] bamitav
[1082] anonymous
[1053] hacked
[1029] group
[1023] 10
[1013] million

Top Words in Tweet in G1:
[938] occupydemocrats
[938] anonymous
[937] breaking
[937] news
[937] hacker
[937] group
[937] announces
[937] hacked
[937] released
[937] nearly

Top Words in Tweet in G2:
[2014] #cyberwar
[1436] #cybercrime
[1256] bamitav
[969] #hacker
[875] #cyber
[593] #cybersecurity
[536] #privacy
[502] three_cube
[438] gt
[403] cyberwar

Top Words in Tweet in G3:
[265] cyberwar
[168] ukraine
[140] #cyberwar
[120] russia
[68] #cybersecurity
[52] cyberattacks
[48] against
[45] military
[41] russian
[40] operations

Top Words in Tweet in G4:
[118] cyber
[97] 780thc
[84] russia
[77] more
[77] assault
[76] finding
[76] itself
[76] much
[76] target
[76] reciprocal

Top Words in Tweet in G5:
[111] state
[109] cyberwar
[104] ukraine
[63] service
[63] special
[56] resist
[56] russian
[56] hackers
[56] win
[56] deputy

Top Words in Tweet in G6:
[95] cyberattacks
[87] war
[84] ukraine
[79] thehackersnews
[78] russia
[78] launched
[78] over
[78] 200
[78] destructive
[78] relentless

Top Words in Tweet in G7:
[73] dsszzi
[48] #cyberwar
[39] #ukraine
[27] more
[22] russian
[21] #cyberattacks
[21] #cyberspace
[21] #
[20] cyberwar
[19] attack

Top Words in Tweet in G8:
[360] स
[270] र
[270] त
[181] म
[181] ल
[180] भ
[180] प
[180] व
[92] फ
[91] क

Top Words in Tweet in G9:
[76] meer
[48] ftm_nl
[44] oorlog
[40] zich
[39] oorlogsvoering
[38] propaganda
[38] censuur
[38] misleiding
[38] internet
[38] richt

Top Words in Tweet in G10:
[121] #cyberwar
[109] #ukraine
[84] #war
[66] #cybersecurity
[49] russia
[47] russian
[46] jamesvgingerich
[40] today
[35] #anonymous
[34] against

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1362] #cyberwar,#cybercrime
[986] 10,million
[967] hacker,group
[964] group,anonymous
[962] nearly,10
[961] anonymous,announces
[961] announces,hacked
[961] hacked,released
[961] released,nearly
[961] million,sensitive

Top Word Pairs in Tweet in G1:
[937] breaking,news
[937] news,hacker
[937] hacker,group
[937] group,anonymous
[937] anonymous,announces
[937] announces,hacked
[937] hacked,released
[937] released,nearly
[937] nearly,10
[937] 10,million

Top Word Pairs in Tweet in G2:
[1345] #cyberwar,#cybercrime
[825] #cybercrime,#cyber
[661] #cyber,#hacker
[501] #hacker,#privacy
[311] #privacy,#apt
[234] #cybercrime,#hacker
[225] gt,co
[190] #apt,#bot
[170] online,tools
[162] share,please

Top Word Pairs in Tweet in G3:
[37] ukraine,support
[36] cyberwar,against
[36] support,military
[34] rage,ukraine
[33] cyberattacks,rage
[33] military,operations
[28] cyberwar,ukraine
[27] against,ukraine
[24] russia,ukraine
[22] russia,losing

Top Word Pairs in Tweet in G4:
[76] russia,finding
[76] finding,itself
[76] itself,much
[76] much,more
[76] more,target
[76] target,reciprocal
[76] reciprocal,cyber
[76] cyber,assault
[76] assault,capabilities
[76] capabilities,increasingly

Top Word Pairs in Tweet in G5:
[63] state,service
[63] service,special
[56] ukraine,resist
[56] resist,russian
[56] russian,hackers
[56] hackers,win
[56] win,cyberwar
[56] cyberwar,deputy
[56] deputy,chief
[56] chief,state

Top Word Pairs in Tweet in G6:
[78] russia,launched
[78] launched,over
[78] over,200
[78] 200,destructive
[78] destructive,relentless
[78] relentless,cyberattacks
[78] cyberattacks,ukraine
[78] ukraine,war
[78] war,started
[78] started,#microsoft

Top Word Pairs in Tweet in G7:
[16] cert_ua,reports
[16] reports,mass
[16] mass,distribution
[16] distribution,jesterstealer
[16] jesterstealer,malware
[16] malware,messages
[16] messages,exploiting
[16] exploiting,topic
[16] topic,chemical
[16] chemical,attack

Top Word Pairs in Tweet in G8:
[90] फ,र
[90] र,भ
[90] भ,सरक
[90] सरक,र
[90] र,च
[90] च,प
[90] प,र
[90] र,ज
[90] ज,य
[90] य,म

Top Word Pairs in Tweet in G9:
[38] propaganda,censuur
[38] censuur,misleiding
[38] misleiding,internet
[38] internet,oorlogsvoering
[38] oorlogsvoering,richt
[38] richt,zich
[38] zich,meer
[38] meer,meer
[38] meer,geest
[37] beïnvloedingscampagnes,propaganda

Top Word Pairs in Tweet in G10:
[54] #ukraine,#war
[33] #cyberwar,#ukraine
[32] #war,#cyberwar
[31] data,breach
[31] breach,today
[29] today,#cyberwar
[22] #cyberwar,#cybersecurity
[17] #anonymous,declared
[16] #war,#cybersecurity
[15] jamesvgingerich,#anonymous

Top Replied-To
Top Replied-To in Entire Graph:
@pucksreturn
@narendramodi
@zr0va
@nybbas_1
@stavreva
@lukasmaeder
@business
@pmoindia
@disruptions_
@780thc

Top Replied-To in G1:
@repmtg
@occupydemocrats

Top Replied-To in G2:
@pucksreturn
@zr0va
@nybbas_1
@commonnevena
@v0g3lsec
@youranonjack
@cyberninja_team
@srihubdev
@skidr0_82

Top Replied-To in G4:
@disruptions_
@azeem
@potus
@dzieckorosemary
@thetimes
@eliothiggins
@inga_wahlund
@emmanuelmacron
@aaronearlyyears
@cyberwar

Top Replied-To in G7:
@dsszzi
@_cert_ua
@cert_ua
@securetty_
@realtoddhuntley

Top Mentioned
Top Mentioned in Entire Graph:
@bamitav
@occupydemocrats
@three_cube
@softfree7
@techbitch007
@780thc
@sampatliler
@thehackersnews
@dsszzi
@davidbombal

Top Mentioned in G1:
@occupydemocrats
@repmtg
@bamitav
@primosaysit

Top Mentioned in G2:
@bamitav
@three_cube
@softfree7
@techbitch007
@davidbombal
@haliav4non
@anovni1
@anonymous_link
@kamaromarie
@pucksreturn

Top Mentioned in G3:
@stevesanders7
@web30987166830
@saif_bin_safwan
@alathasfahmi
@orrchris
@hernangraffe
@time4kind
@nicksotoudeh

Top Mentioned in G4:
@780thc
@mhmck
@spencerguard
@pentagonpressec
@cybercom_dirnsa
@cisagov
@us_cybercom
@iiss_org
@cyberwar
@nsacyber

Top Mentioned in G5:
@justin_ling
@euromaidanpress
@three_cube
@pucksreturn

Top Mentioned in G6:
@thehackersnews
@bitdefender
@suntzucyber
@wallofsheep
@jmichaelwaller
@_acscoolgroup
@thecybersechub
@securefreedom
@osibreaking
@cyberwar

Top Mentioned in G7:
@dsszzi
@despinaspanou
@le_passar
@klyngec
@wstaniecki
@luukasilves
@evakaili
@cert_ua
@three_cube
@_cert_ua

Top Mentioned in G8:
@sampatliler

Top Mentioned in G9:
@ftm_nl
@paulducheine
@sebastiaanbrom1
@adamlawschool
@warstudiesnlda
@fmw_nlda
@hansdamen
@ericchrsmit
@hunnego
@pieter_beens

Top Mentioned in G10:
@jamesvgingerich
@cybernews
@_vault_security
@dejan_kosutic
@microsoft
@gdpr123
@three_cube
@haliav4non
@viasat
@dsszzi

Top Tweeters
Top Tweeters in Entire Graph:
@zazoomblog
@sectest9
@oldlady12345
@paoloigna1
@chidambara09
@xaelbot
@codedailybot
@javascriptd
@bitcoinagile
@orgetorix

Top Tweeters in G1:
@oldlady12345
@kenkircher1
@pollsstar
@davidpsdem
@jcmarbury
@girlzinger
@catherinemginn
@asmith702
@ecwpunk81
@nakesha_horsey

Top Tweeters in G2:
@sectest9
@xaelbot
@codedailybot
@javascriptd
@bitcoinagile
@cybersecurityn8
@jfsebastian146
@thehill
@dailymirror
@codernotesbot

Top Tweeters in G3:
@zazoomblog
@tempodotco
@parliamodinews
@jawapos
@csa_dvillamizar
@411emilio
@rogue_corq
@netsecu
@donelichterman
@techjunkiejh

Top Tweeters in G4:
@79topper
@cotey_mary
@joanisparkles
@adekleine
@mdjacksondallas
@mrkalman
@ydanasmithdutra
@barbiewithatude
@karolcummins
@dianeeugenio

Top Tweeters in G5:
@citrus_kyoto
@bassaces1
@bad_woof
@auntsophie1
@urocklive1
@cinghsian
@fagankara
@ow_my_back_
@flanigancolette
@lmv6719

Top Tweeters in G6:
@cyberdomain
@ambiimoore
@r___83___o
@prcowboys
@sillygrandma99
@nick_barnes
@pyscalellc
@don_imba
@paulosaelias
@chrisprophet13

Top Tweeters in G7:
@guardian
@squizzradical
@ucloudify
@prangelmarmol
@rqskye
@sequoia2001
@tkmeyer2020
@chihuu
@uk_daniel_card
@bryantpk65

Top Tweeters in G8:
@hemantmeena9
@rak94688
@imrankh94169426
@ashoknagar1504_
@manojku54824700
@mahendracharan0
@narsi38694523
@sarvesh_km_
@eshrwalh
@nareshm04742933

Top Tweeters in G9:
@scitecito
@florantine11
@shollemans
@suzanneunck
@jrgnhoogendoorn
@thierry_dufay
@hanzchristiannl
@okkipepernoot
@breaknieuws
@eisema

Top Tweeters in G10:
@kulturbolschewi
@jamesvgingerich
@mark45dominic
@prqosjdyofn1ylj
@metropulseusa
@parvez1
@albertan48
@paganmediabites
@heigion
@khalidkirmani


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