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StandWithUkraine Twitter NodeXL SNA Map and Report for Friday, 13 May 2022 at 20:54 UTC (experimental version)
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From:
marc_smith
Uploaded on:
May 13, 2022
Short Description:
StandWithUkraine via NodeXL https://bit.ly/3Plcsbl
@olex_scherba
@defencehq
@klitschko
@zelenskyyua
@gerashchenko_en
@atlanister
@pmurttrump
@kiraincongress
@theansweryes
@randpaul

Top hashtags:
#standwithukraine
#ukraine
#armukrainenow
#stoprussia
#stopthewar

Description:
Description
The graph represents a network of 14,195 Twitter users whose recent tweets contained "StandWithUkraine", 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 Friday, 13 May 2022 at 21:51 UTC.

The tweets in the network were tweeted over the 1-day, 1-hour, 48-minute period from Thursday, 12 May 2022 at 19:06 UTC to Friday, 13 May 2022 at 20:54 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 : 14195
Unique Edges : 19543
Edges With Duplicates : 7722
Total Edges : 27265
Number of Edge Types : 5
Retweet : 12534
MentionsInRetweet : 5100
Tweet : 4125
Replies to : 1875
Mentions : 3631
Self-Loops : 4269
Reciprocated Vertex Pair Ratio : 0.00855652878335274
Reciprocated Edge Ratio : 0.0169678714859438
Connected Components : 1524
Single-Vertex Connected Components : 837
Maximum Vertices in a Connected Component : 10888
Maximum Edges in a Connected Component : 22170
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.213154
Graph Density : 9.88664946462453E-05
Modularity : 0.658638
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 14,195 Twitter users whose recent tweets contained "StandWithUkraine", 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 Friday, 13 May 2022 at 21:51 UTC.

The tweets in the network were tweeted over the 1-day, 1-hour, 48-minute period from Thursday, 12 May 2022 at 19:06 UTC to Friday, 13 May 2022 at 20:54 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 : StandWithUkraine
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 : In-Degree

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[631] http://ow.ly/o4Lw50J5Uat
[630] https://discord.com/invite/ZelenskiyNFT
[630] https://blockonomi.com/iamukraine-studio-announces-zelenskiys-nft-collection-to-support-ukraine/
[453] https://www.politicususa.com/2022/05/12/rand-paul-is-holding-up-40-billion-in-aid-to-ukraine.html
[395] https://twitter.com/expatua/status/1525061542496067584
[204] https://www.arvadarocksradio.com/
[197] http://ow.ly/3Rkt50J69lJ
[107] https://twitter.com/tanjamaier17/status/1524629194055065601
[84] https://twitter.com/irgarner/status/1524109725222293505
[84] https://b1tly4n3s.com/internacionales/ultima-hora-masacre-rusa-la-onu-localiza-mas-de-mil-cadaveres-en-bucha-y-en-el-resto-de-la-region-de-kiev/

Top URLs in Tweet in G1:
[32] https://marie-sklodowska-curie-actions.ec.europa.eu/news/msca4ukraine-scheme-to-support-researchers-from-ukraine
[24] http://ow.ly/o4Lw50J5Uat
[20] https://europa.eu/!cG4TqP
[18] https://twitter.com/expatua/status/1525061542496067584
[18] https://www.eeas.europa.eu/delegations/ukraine/eu4business-mindigital-mineconomy-entrepreneurship-and-export-promotion-office_en?page_lang=uk&s=232
[16] https://www.politicususa.com/2022/05/12/rand-paul-is-holding-up-40-billion-in-aid-to-ukraine.html
[15] http://ow.ly/3Rkt50J69lJ
[11] https://twitter.com/MaximEristavi/status/1524954805302607883
[8] https://khpg.org/en/1608810545
[8] https://khpg.org/en/1608810550

Top URLs in Tweet in G2:
[414] https://www.politicususa.com/2022/05/12/rand-paul-is-holding-up-40-billion-in-aid-to-ukraine.html
[298] https://twitter.com/expatua/status/1525061542496067584
[76] https://twitter.com/tanjamaier17/status/1524629194055065601
[46] https://twitter.com/irgarner/status/1524109725222293505
[37] https://twitter.com/francis_scarr/status/1524867222367354897
[30] https://twitter.com/lesiavasylenko/status/1525008902051487745
[27] https://twitter.com/Blue_Sauron/status/1524742847664173057
[13] https://www.theguardian.com/world/2022/may/12/they-were-furious-the-russian-soldiers-refusing-to-fight-in-ukraine
[12] http://ow.ly/o4Lw50J5Uat
[9] https://twitter.com/markito0171/status/1525032212164497408

Top URLs in Tweet in G3:
[9] https://fb.me/e/1UtbtIiE0
[8] https://twitter.com/expatua/status/1525061542496067584
[3] https://www.youtube.com/watch?v=Ua1FYjQck0w&feature=youtu.be

[2] https://twitter.com/KyivPost/status/1525057907091554304
[2] https://twitter.com/arnaud_thurudev/status/1525003598454837253
[2] https://twitter.com/DefensorFideiPL/status/1524862716132868096
[1] https://docs.google.com/forms/d/1LxaP_zg5O22BI2ocN1YU_npPl8k2LRmoPMqnQB-pb7E/viewform?ts=62188a03&edit_requested=true
[1] https://twitter.com/slavik411/status/1524959242712752131
[1] https://twitter.com/irgarner/status/1524109725222293505
[1] https://twitter.com/tanjamaier17/status/1524629194055065601

Top URLs in Tweet in G4:
[8] https://radioon.out.airtime.pro/radioon_a
[6] https://www.facebook.com/VidKOD/videos/988880348667850
[4] https://twitter.com/myroslavapetsa/status/1524703823071256576
[4] https://twitter.com/EuromaidanPress/status/1524852317656432646
[4] https://twitter.com/Telegraph/status/1525028436611371008
[3] https://takeaction.amnesty.ca/page/100640/action/1?locale=en-US&utm_source=twitter&utm_medium=postaction&ea.tracking.id=postaction_twitter
[3] https://twitter.com/RALee85/status/1524717743668346880
[3] https://twitter.com/JosephStash/status/1524675550152904704
[3] https://twitter.com/OlenaHalushka/status/1524829372095426560
[3] https://www.theguardian.com/world/2022/may/12/they-were-furious-the-russian-soldiers-refusing-to-fight-in-ukraine?CMP=share_btn_tw

Top URLs in Tweet in G5:
[19] https://twitter.com/expatua/status/1525061542496067584
[15] https://twitter.com/irgarner/status/1524109725222293505
[15] https://twitter.com/raincoaster/status/1525005182106468353
[13] https://twitter.com/i/spaces/1BRJjnXaWwgJw
[11] https://twitter.com/francis_scarr/status/1524867222367354897
[11] https://twitter.com/tanjamaier17/status/1524629194055065601
[11] https://twitter.com/ukraineaidops/status/1525007943862628352
[11] http://ow.ly/o4Lw50J5Uat
[11] https://www.politicususa.com/2022/05/12/rand-paul-is-holding-up-40-billion-in-aid-to-ukraine.html
[10] https://t.me/itarmyofukraine2022/340

Top URLs in Tweet in G6:
[539] http://ow.ly/o4Lw50J5Uat
[155] http://ow.ly/3Rkt50J69lJ
[45] https://www.gov.uk/government/topical-events/russian-invasion-of-ukraine-uk-government-response
[33] http://ow.ly/81nJ50J4KSe
[8] https://www.gov.uk/government/news/defence-secretary-meets-us-counterpart-to-discuss-support-for-ukraine
[8] https://uaposition.com/latest-news/the-occupiers-destroyed-almost-38-thousand-houses-in-ukraine-ombudsman-for-human-rights-in-ukraine/
[4] http://ow.ly/8aq650J27mN
[4] https://twitter.com/CPP_Officer/status/1525057991719911424
[4] https://twitter.com/UKRinUNESCO/status/1525043233549692928
[4] https://suspilne.media/238905-rosijska-raketa-znisila-dergacivskij-budinok-kulturi-ta-gumanitarnij-stab/

Top URLs in Tweet in G7:
[630] https://discord.com/invite/ZelenskiyNFT
[630] https://blockonomi.com/iamukraine-studio-announces-zelenskiys-nft-collection-to-support-ukraine/
[6] https://www.donor.ua/news/2520
[5] https://www.razom.info
[2] https://www.facebook.com/ua.will.movement/
[2] https://zelenskiynft.com/

Top URLs in Tweet in G8:
[25] https://www.rferl.org/a/germany-scholz-phone-talk-putin/31714435.html
[16] https://twitter.com/expatua/status/1525061542496067584
[11] http://ow.ly/o4Lw50J5Uat
[7] https://twitter.com/francis_scarr/status/1524867222367354897
[7] https://www.instagram.com/maria_partala?utm_medium=copy_link
[6] https://twitter.com/irgarner/status/1524109725222293505
[6] https://www.youtube.com/watch?v=ZocCTijSvE8&ab_channel=UATVEnglish

[6] https://foundation.app/collection/include
[6] https://supportukraine.art
[6] http://ow.ly/3Rkt50J69lJ

Top URLs in Tweet in G9:
[19] https://t.me/uniannet/54219
[17] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fsergey.vysotsky%2Fposts%2F5192472890860211
[8] https://news.sky.com/story/ukraine-news-war-russia-putin-ill-live-nuclear-latest-updates-12541713?postid=3885278#liveblog-body
[7] https://24tv.ua/rosiya-vtratila-shhe-odin-korabel-chornomu-mori-dzherela-rozvidtsi_n1978065
[7] http://ow.ly/o4Lw50J5Uat
[6] https://militaryland.net/ukraine/invasion-day-68-summary/
[6] https://militaryland.net/ukraine/invasion-day-78-summary/
[6] https://twitter.com/expatua/status/1525061542496067584
[5] https://u24.gov.ua/
[4] https://www.unian.ua/war/arestovich-pidtverdiv-shcho-rosiya-vtratila-shche-odin-korabel-novini-vtorgnennya-rosiji-v-ukrajinu-11824026.html

Top URLs in Tweet in G10:
[32] https://www.reuters.com/world/europe/russia-needs-de-nazification-says-pussy-riot-leader-after-escape-2022-05-12/
[22] https://www.armytimes.com/off-duty/gearscout/2022/05/12/javelin-missile-made-by-the-us-wielded-by-ukraine-feared-by-russia/
[12] https://share.fieldteam6.org/campaign/F6DDBE84-04F4-4C96-A5FA-7E22A07FEDDB/static?url=aHR0cHM6Ly9Wb3Rlcml6ZXIub3Jn&image_id=8AFE8378-4E78-4263-A103-C99F549B863E&social_network=twitter&link_caption=Q2xpY2sgdG8gY2hlY2sgeW91ciByZWdpc3RyYXRpb24gb3IgcmVnaXN0ZXIh
[4] https://twitter.com/rianru/status/1524925393056169993
[2] https://www.forbes.com/sites/davidaxe/2022/05/11/the-russians-lost-nearly-an-entire-battalion-trying-to-cross-a-river-in-eastern-ukraine/
[2] https://www.forbes.com/sites/siladityaray/2022/05/09/russian-tv-hack-blood-on-your-hands-anti-war-message-appears-during-victory-day-programming/
[2] https://twitter.com/TpyxaNews/status/1525063248466296836
[2] https://twitter.com/expatua/status/1525061542496067584
[1] https://twitter.com/IuliiaMendel/status/1525089197299838982
[1] https://www.msn.com/en-us/news/world/watch-marjorie-taylor-greene-gets-grilled-over-her-opposition-to-ukraine-aid/ar-AAXd3NJ?ocid=msedgdhp&pc=U531&cvid=5471850539ae4180bf76a1340d239df0

Top Domains
Top Domains in Tweet in Entire Graph:
[2641] twitter.com
[888] ow.ly
[631] discord.com
[630] blockonomi.com
[453] politicususa.com
[386] arvadarocksradio.com
[272] youtube.com
[214] khpg.org
[106] europa.eu
[88] opensea.io

Top Domains in Tweet in G1:
[357] twitter.com
[86] europa.eu
[41] ow.ly
[22] khpg.org
[16] politicususa.com
[15] youtube.com
[11] facebook.com
[9] t.me
[9] co.uk
[8] cnn.com

Top Domains in Tweet in G2:
[612] twitter.com
[414] politicususa.com
[36] uacrisis.org
[18] ow.ly
[18] theguardian.com
[9] khpg.org
[5] youtube.com
[4] cnn.com
[3] in.ua
[3] blogspot.com

Top Domains in Tweet in G3:
[23] twitter.com
[9] fb.me
[7] opensea.io
[5] youtube.com
[2] ow.ly
[1] google.com
[1] theguardian.com
[1] hfv.de
[1] gov.uk

Top Domains in Tweet in G4:
[385] twitter.com
[33] youtube.com
[18] senews.org
[16] instagram.com
[14] theguardian.com
[8] facebook.com
[8] radio-on-berlin.com
[8] airtime.pro
[7] co.uk
[5] opensea.io

Top Domains in Tweet in G5:
[287] twitter.com
[23] theguardian.com
[23] cnn.com
[21] khpg.org
[19] ow.ly
[18] reuters.com
[14] apnews.com
[12] t.me
[11] co.uk
[11] politicususa.com

Top Domains in Tweet in G6:
[742] ow.ly
[57] gov.uk
[35] twitter.com
[10] uaposition.com
[6] ukrinform.net
[5] com.ua
[5] suspilne.media
[3] youtube.com
[2] mriyaaid.org
[2] in.ua

Top Domains in Tweet in G7:
[630] discord.com
[630] blockonomi.com
[6] donor.ua
[5] razom.info
[2] facebook.com
[2] zelenskiynft.com

Top Domains in Tweet in G8:
[74] twitter.com
[25] rferl.org
[17] ow.ly
[15] youtube.com
[9] khpg.org
[8] etsy.com
[7] opensea.io
[7] instagram.com
[6] foundation.app
[6] supportukraine.art

Top Domains in Tweet in G9:
[51] twitter.com
[24] t.me
[20] facebook.com
[12] militaryland.net
[11] cnn.com
[11] ow.ly
[10] unian.ua
[8] reuters.com
[8] sky.com
[7] 24tv.ua

Top Domains in Tweet in G10:
[32] reuters.com
[22] armytimes.com
[17] twitter.com
[13] fieldteam6.org
[4] forbes.com
[1] msn.com
[1] cnn.com
[1] politicususa.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18805] standwithukraine
[3280] ukraine
[1649] armukrainenow
[1488] stoprussia
[1071] stopthewar
[1068] russia
[1054] freeukraine
[1018] weareallukrainians
[910] stopputinnow
[813] supportukraine



Top Hashtags in Tweet in G1:
[2462] standwithukraine
[423] ukraine
[234] stoprussia
[179] armukrainenow
[118] russia
[104] stopputin
[103] stoprussianaggression
[84] standupforukraine
[77] slavaukraini
[69] russianwarcrimes

Top Hashtags in Tweet in G2:
[1809] standwithukraine
[944] armukrainenow
[598] ukraine
[330] russianarmy
[320] russianwarcrimes
[243] stopputinnow
[149] russia
[147] stoprussia
[131] russian
[91] putinswar

Top Hashtags in Tweet in G3:
[1031] standwithukraine
[884] weareallukrainians
[882] stopthewar
[881] freeukraine
[23] ukraine
[18] armukrainenow
[13] ukraineunderattack
[10] stoprussia
[10] quarkdenkersindtödlich
[10] quarkdenkersindterroristen

Top Hashtags in Tweet in G4:
[1193] standwithukraine
[202] ukraine
[103] stoprussia
[91] stopputinnow
[84] nowar
[61] russia
[61] ukrainerussianwar
[59] stoprussianaggression
[53] stopwar
[50] stopputin

Top Hashtags in Tweet in G5:
[1723] standwithukraine
[520] ukraine
[202] russia
[194] stoprussia
[145] news
[125] digitalresistance
[118] ukrainewillwin
[114] ukraineunderattaсk
[114] anonymous
[105] ukraineunderattack

Top Hashtags in Tweet in G6:
[1009] standwithukraine
[59] ukraine
[37] armukrainenow
[32] ukrainerussiawar
[32] ukrainewar
[28] потерьнет
[26] stoprussia
[26] zelensky
[15] ukrainewillresist
[14] russianwarcrimes

Top Hashtags in Tweet in G7:
[645] standwithukraine
[645] iamukraine
[643] zelenskiynft
[643] zelenskyy
[643] helpukraine
[630] staywithukraine
[630] prayforukraine
[630] supportukraine
[26] nft
[15] nfts

Top Hashtags in Tweet in G8:
[905] standwithukraine
[161] ukrainian
[158] russian
[134] lifewillprevail
[122] ukraine
[77] istandwithukraine
[49] stoprussia
[48] russia
[37] armukrainenow
[33] ukrainewar

Top Hashtags in Tweet in G9:
[747] standwithukraine
[147] ukraine
[147] amsterdam
[90] russian
[84] stoprussia
[79] ukrainian
[77] ukrainewar
[71] ukrainerussiawar
[62] russianwarcrimes
[55] stopputinnow

Top Hashtags in Tweet in G10:
[528] standwithukraine
[402] strongertogether
[396] unitedblue2022
[13] ukraine
[13] voterizer
[12] registerdemocrats
[7] russianwarcrimes
[6] putin
[6] armukrainenow
[6] democracy

Top Words
Top Words in Tweet in Entire Graph:
[18920] #standwithukraine
[5397] ukraine
[3472] #ukraine
[2542] russian
[2389] war
[1814] more
[1660] #armukrainenow
[1581] support
[1576] putin
[1512] tired

Top Words in Tweet in G1:
[2471] #standwithukraine
[887] ukraine
[430] #ukraine
[353] support
[318] russian
[310] war
[264] з
[235] #stoprussia
[229] zelenskyyua
[202] thank

Top Words in Tweet in G2:
[1827] #standwithukraine
[944] #armukrainenow
[828] liberty
[828] conservative
[601] #ukraine
[498] randpaul
[486] one
[477] putin
[424] re
[417] defending

Top Words in Tweet in G3:
[1370] tired
[1031] #standwithukraine
[891] russian
[884] #weareallukrainians
[882] #stopthewar
[881] #freeukraine
[880] troops
[878] aggression
[709] world
[703] war

Top Words in Tweet in G4:
[1198] #standwithukraine
[237] #ukraine
[157] ukraine
[103] #stoprussia
[91] #stopputinnow
[84] #nowar
[65] russian
[62] war
[61] #russia
[61] #ukrainerussianwar

Top Words in Tweet in G5:
[1730] #standwithukraine
[558] #ukraine
[394] ukraine
[344] russian
[224] piano
[215] ukrainian
[197] #russia
[194] #stoprussia
[189] support
[176] war

Top Words in Tweet in G6:
[1079] ukraine
[1009] #standwithukraine
[811] more
[806] defence
[794] situation
[794] 2022
[792] latest
[792] intelligence
[792] update
[788] uk

Top Words in Tweet in G7:
[645] #standwithukraine
[645] #iamukraine
[643] studio
[643] announces
[643] collection
[643] #zelenskiynft
[643] #zelenskyy
[643] #helpukraine
[632] ukraine
[630] iamukraine

Top Words in Tweet in G8:
[911] #standwithukraine
[173] ukraine
[165] #ukrainian
[158] #russian
[139] #ukraine
[137] lost
[135] invaders
[135] life
[134] borscht
[134] #lifewillprevail

Top Words in Tweet in G9:
[754] #standwithukraine
[199] war
[165] over
[162] go
[159] old
[158] week
[156] kharkiv
[152] save
[151] 11
[151] such

Top Words in Tweet in G10:
[528] #standwithukraine
[408] before
[402] #strongertogether
[396] #unitedblue2022
[392] democracy
[382] back
[381] blue
[376] democratic
[376] meet
[376] november

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1282] #standwithukraine,#armukrainenow
[1027] #standwithukraine,#stopthewar
[1024] #freeukraine,#standwithukraine
[998] #weareallukrainians,#freeukraine
[949] find,more
[946] update,situation
[946] situation,ukraine
[942] defence,intelligence
[942] intelligence,update
[941] latest,defence

Top Word Pairs in Tweet in G1:
[176] ukraine,#standwithukraine
[140] invasion,ukraine
[132] russian,invasion
[121] #standwithukraine,#armukrainenow
[108] з,україною
[102] вторгнення,росії
[96] разом,з
[89] support,ukraine
[89] #stoprussia,#standwithukraine
[88] нагадаємо,вторгнення

Top Word Pairs in Tweet in G2:
[856] #standwithukraine,#armukrainenow
[416] defending,#ukraine
[414] amazes,amount
[414] amount,understanding
[414] understanding,randpaul
[414] randpaul,brings
[414] brings,putin
[414] putin,defending
[414] #ukraine,liberty
[414] liberty,liberty

Top Word Pairs in Tweet in G3:
[881] #standwithukraine,#stopthewar
[876] #weareallukrainians,#freeukraine
[876] #freeukraine,#standwithukraine
[685] russian,troops
[685] troops,aggression
[685] aggression,tired
[685] tired,killing
[685] killing,counting
[685] counting,fact
[685] fact,world

Top Word Pairs in Tweet in G4:
[65] #ukraine,#standwithukraine
[40] #stopputinnow,#standwithukraine
[27] #nowar,#stopputinnow
[26] #standwithukraine,#slavaukraini
[24] #standwithukraine,#ukraine
[23] #standwithukraine,#stoprussia
[23] それにより第3次世界大戦への道を開くことにより,あなたの命の危険に合うことに同意したこととなります
[23] あなたの命の危険に合うことに同意したこととなります,#nowar
[18] #ukrainewar,#standwithukraine
[18] ukraine,#standwithukraine

Top Word Pairs in Tweet in G5:
[147] #ukraine,#russia
[143] #russia,#news
[143] #news,#standwithukraine
[117] thank,everyone
[116] #standwithukraine,#ukraine
[115] boys,42nd
[115] 42nd,brigade
[115] brigade,showing
[115] showing,bulletp07596111
[115] bulletp07596111,plates

Top Word Pairs in Tweet in G6:
[792] latest,defence
[792] defence,intelligence
[792] intelligence,update
[792] update,situation
[792] situation,ukraine
[787] 2022,find
[787] find,more
[787] more,uk
[787] uk,government's
[787] government's,response

Top Word Pairs in Tweet in G7:
[630] iamukraine,studio
[630] studio,announces
[630] announces,groundbreaking
[630] groundbreaking,zelenskiy's
[630] zelenskiy's,nft
[630] nft,collection
[630] collection,launch
[630] launch,support
[630] support,ukraine
[630] ukraine,discord

Top Word Pairs in Tweet in G8:
[134] #lifewillprevail,#standwithukraine
[131] #ukrainian,grannies
[131] grannies,lost
[131] lost,houses
[131] houses,#russian
[131] #russian,invaders
[131] invaders,nevertheless
[131] nevertheless,life
[131] life,goes
[131] goes,bake

Top Word Pairs in Tweet in G9:
[149] guess,11
[149] 11,week
[149] week,war
[149] war,learned
[149] learned,cry
[149] cry,over
[149] over,such
[149] such,things
[149] things,go
[149] go,hi

Top Word Pairs in Tweet in G10:
[388] #unitedblue2022,#strongertogether
[388] #strongertogether,#standwithukraine
[376] democratic,meet
[376] meet,november
[376] november,8th
[376] 8th,before
[376] before,know
[376] know,build
[376] build,blue
[376] blue,wave

Top Replied-To
Top Replied-To in Entire Graph:
@kyivindependent
@randpaul
@zelenskyyua
@bundeskanzler
@saferprint
@euromaidanpress
@samramani2
@dmytrokuleba
@elonmusk
@ukraine_world

Top Replied-To in G1:
@kyivindependent
@zelenskyyua
@bundeskanzler
@dmytrokuleba
@elonmusk
@ukraine_world
@andersostlund
@polk_azov
@nexta_tv
@emmanuelmacron

Top Replied-To in G2:
@randpaul
@kyivindependent
@kylegriffin1
@iaponomarenko
@olex_scherba
@lindseyhilsum
@channelone_rus
@rf_osce
@joncoopertweets
@mfa_russia

Top Replied-To in G3:
@avalaina
@constelz
@klitschko
@davidfrum
@therecount
@nytimes
@euromaidanpress
@olgatokariuk
@zaptrax
@fpiatov

Top Replied-To in G4:
@precisioncolour

Top Replied-To in G5:
@ukraineaidops
@kyivindependent
@pasquatch102
@jmvasquez1974
@expatua
@xenta777
@mediavenir
@randpaul
@olex_scherba
@sarahashtonlv

Top Replied-To in G6:
@kyivindependent
@merc4ukraine
@anatheisthuman
@ep_president
@balticsnowtiger
@stratcomcentre
@nhk_news
@repstefanik

Top Replied-To in G8:
@ukraine_world
@mfa_ukraine
@randpaul
@theleadcnn
@hannaliubakova
@carlomasala1
@wfpchief
@alxvarfolomiyev
@natashale777
@accountablegop

Top Replied-To in G9:
@kiraincongress
@ralee85
@bholuyo
@unknown92007291
@thestudyofwar
@olex_scherba
@intermodalnewsp
@pavlo_sushko
@avalaina
@sallywilts

Top Replied-To in G10:
@pmurttrump
@oxxrowanxxo
@thetrueamerica5
@thepurplebauer
@cocolh44
@armandeditor
@benjaminramm
@ironhorse76
@seachickenycats
@roguecitizenone

Top Mentioned
Top Mentioned in Entire Graph:
@randpaul
@zelenskyyua
@ukraine
@russia
@ukraineaidops
@bulletp07596111
@t_tasheva
@g7
@abaerbock
@emmanuelmacron

Top Mentioned in G1:
@zelenskyyua
@t_tasheva
@g7
@abaerbock
@un
@unfpa
@emmanuelmacron
@bundeskanzler
@nato
@jhahneu

Top Mentioned in G2:
@randpaul
@lpdwien
@mfa_russia
@joncoopertweets
@zelenskyyua
@russianembassy
@rfembassygr
@russianembassyc
@leadermcconnell
@rusbotschaft

Top Mentioned in G3:
@refugees
@siemens_press
@klitschko
@gilliantriggs
@zelenskyyua
@gerashchenko_en
@constelz
@fpleitgencnn
@arestovych
@bundeskanzler

Top Mentioned in G4:
@luckycricket8
@alexeykazachan1
@jimmymar2

Top Mentioned in G5:
@ukraineaidops
@bulletp07596111
@eurovision
@sergey
@leadermcconnell
@itarmyukr
@michaeldkeyes14
@grammardomin8rx
@gerashchenko_en
@underarmour

Top Mentioned in G6:
@bwallacemp
@defencehq
@randpaul
@s_vakarchuk
@dmytrokuleba
@atlanticcouncil
@walter_report
@ukrainianzsu
@danaspinant
@jamala

Top Mentioned in G7:
@zelenskyyua

Top Mentioned in G8:
@zelenskyyua
@u2
@natashale777
@rjukneviciene
@opensea
@razomforukraine
@nft_uardians
@ua_parliament
@leadermcconnell
@antytila_offic

Top Mentioned in G9:
@sullivanprof
@kingscollegelon
@ecancer
@unicef
@aerorozvidka
@thestudyofwar
@fundaks7
@realufanka
@pransukh37
@_bukovynka_

Top Mentioned in G10:
@demsabroad
@leiac900
@curiousyummies
@jesssfrankel
@radarresist
@lezlie61
@1drcole
@azgrl007
@a_diangelo
@rn_wing

Top Tweeters
Top Tweeters in Entire Graph:
@angelus_0923
@sectest9
@filafresh
@m_m1941
@andyvermaut
@s9tmt
@lennaleprena
@federicoalves
@cagney1991
@7b73f39b85e1415

Top Tweeters in G1:
@s9tmt
@insdatainter
@saki_tokyojapan
@wadakashiho
@betterw05759703
@rhaf_hq
@reuters
@tartancobweb
@pink1963dsw
@mstepczyk

Top Tweeters in G2:
@federicoalves
@7b73f39b85e1415
@serendipitysays
@daily_express
@vonrosenchild
@jjj5819
@vedehimajumdar
@ruisaldanha
@krystynawarsaw
@manchuriandevil

Top Tweeters in G3:
@elizabethtoni
@mwforhr
@michael_kunz
@4tybin
@schmidtlepp
@motovilovka85
@mariorebeliant
@regys_silva
@juneleeeverett1
@janet_redstar

Top Tweeters in G4:
@filafresh
@laydenrobinson
@dctfreak
@renenow
@carolynnewsom
@soltempore
@minnesotamarys
@artstrada
@raynehall
@2ndbeahkk5bkcc8

Top Tweeters in G5:
@ungubunugu1274
@ukrpravda_news
@debr3322
@bivi_17
@youranonriots
@khiikiat
@janet_yackle
@skynews
@mijomojo1
@cucojose

Top Tweeters in G6:
@hirogallery
@citrus_kyoto
@natioscourge
@fussoo_moe
@joec1776
@akaginorikmiin1
@keinishikawa3
@lorettabower3
@markplackett1
@waldorfia

Top Tweeters in G7:
@bugompang
@bigwin300897
@qichahuang
@xiaooluvv
@slvdralaine
@subnagrale
@mhinkyu31
@tinasyuti2
@picksoxees
@ferdiana123456

Top Tweeters in G8:
@moai501
@angelakorras
@marting8177
@belladonamodels
@shrewsmorris
@vmbritsch
@paulmick
@bourganne
@fog_0f_war
@rralstonagile

Top Tweeters in G9:
@isthisab0t
@blanketcrap
@childofalba
@net2ayurveda
@cunningham_cch
@carlagastal
@hughjaeger
@barbieniemann
@carlitalincecum
@pawegrzegorczy1

Top Tweeters in G10:
@cagney1991
@davemasters
@jeffreymeursing
@tinamorphis
@frackhazreveal
@penneyewart
@allan_straarup
@dianacialino
@winetast3r
@danskinnerart


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