The graph represents the network of YouTube videos whose title, keywords, description, categories, or author's username contain "Ukraine". The network was obtained from YouTube on Wednesday, 18 January 2023 at 10:55 UTC.

The network was limited to 100 videos.

There is an edge for each user who comented an a video. There is an edge for each user who replied to a comment.

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.

Top URLs In Comment in Entire Graph:
[46] https://youtu.be/Fz0hB1o2n1w
[10] https://youtu.be/ELq5M7-2Nhg
[10] https://www.youtube.com/watch?v=lgAxMdW5Jik

[8] https://www.youtube.com/watch?v=aHj0K9PofCw

[6] https://youtu.be/XUji_1o3EUw
[4] http://www.youtube.com/results?search_query=%23ukraine
[4] https://www.youtube.com/watch?v=ugEOl9LE6Kc

[4] https://usobserver.com/when-murder-by-cop-goes-bad/
[4] https://www.bitchute.com/video/GgW9JNvraLBi/
[4] https://youtu.be/y7UnW0V4BMA

Top URLs In Comment in G1:
[46] https://youtu.be/Fz0hB1o2n1w
[10] https://youtu.be/ELq5M7-2Nhg
[6] https://youtu.be/XUji_1o3EUw
[4] http://www.youtube.com/results?search_query=%23ukronazis
[4] https://youtu.be/B74RFkAVs5A
[2] http://www.youtube.com/results?search_query=%23stoprussia
[2] http://www.youtube.com/results?search_query=%23restrictrussianvisas
[2] http://www.youtube.com/results?search_query=%23moresanctionsonrussia
[2] http://www.youtube.com/results?search_query=%23moresanctionsoniran
[2] http://www.youtube.com/results?search_query=%23itsanctionsonrussia

Top URLs In Comment in G2:
[8] https://www.youtube.com/watch?v=aHj0K9PofCw

[4] https://usobserver.com/when-murder-by-cop-goes-bad/
[4] https://www.bitchute.com/video/GgW9JNvraLBi/
[4] https://youtu.be/y7UnW0V4BMA
[4] https://youtu.be/PG77cErlXJo
[2] https://youtu.be/52ATjwbt7RE
[2] https://www.adl.org/resources/blog/adl-researchers-identify-failed-extremist-candidates-missouri-and-north-carolina
[2] https://youtu.be/9I2ztgHYhnE
[2] https://www.youtube.com/watch?v=UGZi-F3tz-o&list=LL&index=5

[2] https://youtu.be/wKi3NwLFkX4?t=171

Top URLs In Comment in G3:
[2] https://www.youtube.com/watch?v=pOiGJSf5RPE&t=9m26s

[2] https://youtu.be/1vrYTrFge3k
[2] https://youtube.com/shorts/ImCQ-btp9yQ?feature=share

[2] https://www.youtube.com/watch?v=FtV0PV9MF88

[2] https://www.youtube.com/watch?v=pOiGJSf5RPE&t=9m22s

[2] https://en.m.wikipedia.org/wiki/BMP-2
[1] https://www.youtube.com/watch?v=pOiGJSf5RPE&t=7m00s

[1] https://www.youtube.com/watch?v=pOiGJSf5RPE&t=11m10s

[1] https://www.youtube.com/watch?v=pOiGJSf5RPE&t=11m13s

[1] https://www.youtube.com/watch?v=pOiGJSf5RPE&t=6m19s

Top URLs In Comment in G4:
[2] https://rokfin.com/TheDuran
[1] https://theduran.locals.com/
[1] https://theduran.locals.com
[1] https://www.youtube.com/watch?v=l0IOvvHoqJg&t=1h03m15s

[1] https://www.youtube.com/watch?v=l0IOvvHoqJg&t=1h09m36s

[1] https://www.youtube.com/watch?v=l0IOvvHoqJg&t=26m07s

[1] https://www.youtube.com/watch?v=l0IOvvHoqJg&t=58m14s

[1] https://www.youtube.com/watch?v=l0IOvvHoqJg&t=33m00s

[1] https://www.youtube.com/watch?v=l0IOvvHoqJg&t=49m05s

[1] https://www.youtube.com/watch?v=l0IOvvHoqJg&t=1h09m06s

Top URLs In Comment in G5:
[1] https://www.youtube.com/watch?v=g1faDmffmQs&t=5m20s

[1] https://www.youtube.com/watch?v=g1faDmffmQs&t=10m00s

[1] https://www.youtube.com/watch?v=g1faDmffmQs&t=07m35s

Top URLs In Comment in G6:
[2] https://www.youtube.com/watch?v=I4b7yl99wlo&t=24s

[2] https://www.youtube.com/watch?v=5nTXrCzGn2U

[2] https://youtu.be/_PqGBamFapc
[2] https://youtu.be/nozS8o-0fDY
[2] https://youtube.com/@19BOSSOFFICIALGAZAMUSIC
[1] http://www.youtube.com/results?search_query=%23worldwar3
[1] http://escalation.so/
[1] https://www.youtube.com/watch?v=t88-CHESdh8&t=1m01s

[1] http://www.youtube.com/results?search_query=%23slava
[1] http://www.youtube.com/results?search_query=%23fknidiotpoliticians

Top URLs In Comment in G7:
[2] https://surfshark.deals/JAKEBROE
[2] https://u24.gov.ua/
[2] https://www.youtube.com/watch?v=oZmD3_8S7vg&t=11m55s

[2] https://www.youtube.com/watch?v=oZmD3_8S7vg&t=11m54s

[2] https://youtube.com/@INSIDERUSSIA
[1] https://www.youtube.com/watch?v=oZmD3_8S7vg&t=2m53s

[1] https://www.youtube.com/watch?v=oZmD3_8S7vg&t=6m30s

[1] https://www.youtube.com/watch?v=oZmD3_8S7vg&t=17m20s

[1] https://www.youtube.com/watch?v=oZmD3_8S7vg&t=22m07s

[1] https://www.youtube.com/watch?v=oZmD3_8S7vg&t=15m30s

Top URLs In Comment in G8:
[10] https://www.youtube.com/watch?v=lgAxMdW5Jik

[2] https://www.patreon.com/combatvetpaul
[2] https://www.youtube.com/watch?v=xCxjPL9EsOQ

[2] https://youtu.be/Rpx7TWc58PI
[2] https://youtu.be/7gddyukBOCU
[2] https://en.wikipedia.org/wiki/Scorched_earth
[1] https://www.youtube.com/watch?v=iiTXD6W3mFQ&t=7h11m11s

Top URLs In Comment in G9:
[2] https://get.atlasvpn.com/Denys
[1] https://www.youtube.com/watch?v=FPCfrypVCf4&t=11m05s

[1] https://www.youtube.com/watch?v=FPCfrypVCf4&t=9m22s

[1] https://www.youtube.com/watch?v=FPCfrypVCf4&t=09m51s

Top URLs In Comment in G10:
[1] https://www.youtube.com/watch?v=4Tt4qVsAa-M&t=6m00s

[1] https://www.youtube.com/watch?v=4Tt4qVsAa-M&t=7m59s

[1] https://www.youtube.com/watch?v=4Tt4qVsAa-M&t=4m36s

Top Domains In Comment in Entire Graph:
[260] youtube.com
[134] youtu.be
[10] wikipedia.org
[9] patreon.com
[4] usobserver.com
[4] bitchute.com
[3] buymeacoffee.com
[2] atlasvpn.com
[2] gov.ua
[2] surfshark.deals

Top Domains In Comment in G1:
[72] youtu.be
[26] youtube.com
[2] wikipedia.org
[1] country.now
[1] anymore.do

Top Domains In Comment in G2:
[32] youtube.com
[26] youtu.be
[4] usobserver.com
[4] bitchute.com
[2] adl.org
[1] germany.it
[1] erdogan.at
[1] plotters.you
[1] sucker.how

Top Domains In Comment in G3:
[20] youtube.com
[2] youtu.be
[2] wikipedia.org

Top Domains In Comment in G4:
[8] youtube.com
[2] rokfin.com
[2] locals.com

Top Domains In Comment in G5:
[3] youtube.com

Top Domains In Comment in G6:
[11] youtube.com
[4] youtu.be
[1] escalation.so

Top Domains In Comment in G7:
[30] youtube.com
[2] surfshark.deals
[2] gov.ua
[1] friend.so

Top Domains In Comment in G8:
[13] youtube.com
[4] youtu.be
[2] patreon.com
[2] wikipedia.org

Top Domains In Comment in G9:
[3] youtube.com
[2] atlasvpn.com

Top Domains In Comment in G10:
[3] youtube.com

Top Hashtags In Comment in Entire Graph:
[2] #antifurry

Top Words in Comment in Entire Graph:
[4552] ukraine
[3928] russia
[2182] war
[2020] russian
[1342] like
[1241] nato
[1205] people
[1158] putin
[966] ukrainian
[959] russians

Top Words in Comment in G1:
[484] ukraine
[420] russia
[269] war
[214] russian
[167] like
[136] nato
[120] ukrainian
[104] people
[102] western
[94] west

Top Words in Comment in G2:
[785] russia
[527] ukraine
[362] nato
[315] war
[243] russian
[225] like
[223] people
[164] putin
[155] scott
[139] nuclear

Top Words in Comment in G3:
[64] ukraine
[51] war
[49] like
[42] guys
[30] russians
[27] fighting
[24] russia
[24] russian
[23] safe
[23] time

Top Words in Comment in G4:
[298] russia
[238] ukraine
[220] russian
[144] war
[93] west
[89] like
[87] ukrainian
[86] russians
[79] people
[72] nato

Top Words in Comment in G5:
[198] ukraine
[139] russia
[87] people
[84] war
[60] like
[46] zelensky
[45] nato
[43] world
[36] putin
[35] missile

Top Words in Comment in G6:
[257] ukraine
[216] russia
[158] tanks
[131] war
[110] nato
[87] russian
[72] putin
[63] russians
[62] weapons
[59] uk

Top Words in Comment in G7:
[198] ukraine
[181] russia
[96] russian
[93] jake
[92] war
[92] putin
[78] like
[56] tanks
[54] people
[51] russians

Top Words in Comment in G8:
[325] ukraine
[307] russia
[185] russian
[125] ukrainian
[108] russians
[101] war
[78] like
[73] bakhmut
[72] soldiers
[69] wrong

Top Words in Comment in G9:
[301] ukraine
[158] russia
[86] russian
[81] war
[64] russians
[62] like
[57] ukrainian
[56] denys
[53] tanks
[46] bakhmut

Top Words in Comment in G10:
[153] ukraine
[100] russia
[75] russian
[72] war
[54] putin
[47] nato
[42] like
[41] people
[37] ships
[33] world

Top Word Pairs in Comment in Entire Graph:
[135] war,russia
[133] russia,ukraine
[109] slava,ukraini
[108] war,ukraine
[106] slava,ukraine
[104] russian,army
[100] ukraine,russia
[91] united,states
[83] glory,ukraine
[79] god,bless

Top Word Pairs in Comment in G1:
[26] michael,clarke
[23] fight,fz0hb1o2n1w
[23] results,search_query
[23] fz0hb1o2n1w,fz0hb1o2n1w
[19] western,media
[18] ukraine,winning
[16] slava,ukraini
[16] sky,news
[14] ukraine,russia
[14] kiev,regime

Top Word Pairs in Comment in G2:
[54] greg,harris
[53] scott,ritter
[46] war,russia
[39] russia,ukraine
[38] russia,invaded
[30] like,russia
[28] invade,russia
[27] acting,like
[26] nuclear,war
[26] heavy,casualties

Top Word Pairs in Comment in G3:
[11] god,bless
[11] stay,safe
[9] foreign,legion
[9] slava,ukraini
[7] slava,ukraine
[4] civ,div
[4] united,states
[4] special,forces
[4] good,luck
[3] corrupt,country

Top Word Pairs in Comment in G4:
[18] arthur,tane
[18] russian,economy
[16] war,ukraine
[14] russian,army
[14] russian,卍
[13] wagner,group
[12] collective,west
[12] russia,terror
[11] down,button
[11] thumb,down

Top Word Pairs in Comment in G5:
[8] false,flag
[6] shoot,down
[5] ukraine,people
[5] world,order
[5] hypersonic,missiles
[5] false,flags
[5] world,war
[5] ukraine,nato
[5] blame,russia
[4] war,criminals

Top Word Pairs in Comment in G6:
[15] proxy,war
[13] war,russia
[12] fighting,nato
[12] help,ukraine
[11] tanks,ukraine
[11] challenger,tanks
[10] weapons,ukraine
[9] russian,bot
[8] western,tanks
[8] war,ukraine

Top Word Pairs in Comment in G7:
[23] invalid#zcsafez,invalid#zcsafez
[19] slava,ukraine
[16] glory,ukraine
[13] slava,ukraini
[12] terrorist,state
[12] glory,heroes
[9] kievian,rus
[7] god,bless
[7] nato,tanks
[7] tanks,burn

Top Word Pairs in Comment in G8:
[22] russian,army
[14] think,russia
[13] russian,forces
[12] ukrainian,soldiers
[12] pro,ukrainian
[10] russia,ukraine
[10] logan,knezovich
[9] scorched,earth
[9] ukrainian,army
[9] strategic,value

Top Word Pairs in Comment in G9:
[18] slava,ukraine
[14] slava,ukraini
[14] ukraine,win
[11] glory,ukraine
[11] jajaja,jajaja
[9] war,ukraine
[9] russian,army
[8] win,war
[7] random,guy
[7] long,range

Top Word Pairs in Comment in G10:
[17] black,sea
[14] fake,news
[9] russian,navy
[7] war,ukraine
[7] bye,bye
[7] joe,rod
[6] slava,ukraine
[6] god,bless
[6] glory,ukraine
[6] help,ukraine