Giuliani, Twitter, 10/11/2019 12:16:46 AM, 212569
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Giuliani_2019-10-10_14-56-34.xlsx
Giuliani_2019-10-10_14-56-34.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
October 11, 2019
Short Description:
Giuliani via NodeXL http://bit.ly/2peov2B
@chrislhayes
@rudygiuliani
@shimonpro
@realdonaldtrump
@mikercarpenter
@johnjharwood
@abc
@newsbysmiley
@jkbjournalist
@miamiherald

Top hashtags:
#giuliani
#breaking
#giulianibehindbars
#ukrainegate
#ukraine
#rudygiuliani

Description:
Description
The graph represents a network of 12,389 Twitter users whose recent tweets contained "Giuliani", 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 Thursday, 10 October 2019 at 22:47 UTC.

The tweets in the network were tweeted over the 25-minute period from Thursday, 10 October 2019 at 21:31 UTC to Thursday, 10 October 2019 at 21:56 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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[474] https://www.buzzfeednews.com/article/mikesallah/rudy-giuliani-ukraine-trump-parnas-fruman
[195] https://trib.al/f62DHNG
[173] https://www.cnn.com/2019/10/10/politics/giuliani-fruman-parnas-finances/index.html
[165] https://www.rawstory.com/2019/10/revealed-rudy-giulianis-indicted-ukraine-henchman-gave-thousands-to-kevin-mccarthy/
[106] https://www.wsj.com/articles/two-foreign-born-men-who-helped-giuliani-on-ukraine-arrested-on-campaign-finance-charges-11570714188
[98] https://www.washingtonpost.com/politics/two-business-associates-of-trumps-personal-lawyer-giuliani-have-been-arrested-and-are-in-custody/2019/10/10/9f9c101a-eb63-11e9-9306-47cb0324fd44_story.html
[83] https://politics.theonion.com/they-can-t-arrest-both-of-us-says-giuliani-handcuffi-1838947437?utm_source=Twitter&utm_content=Main&utm_medium=SocialMarketing&utm_campaign=SF
[70] https://www.rawstory.com/2019/10/i-smell-a-wiretap-ex-fbi-official-suspects-the-feds-have-tapes-of-rudy-giuliani/
[69] https://www.cnn.com/2019/10/10/politics/guliani-client-arrested-campaign-finance/index.html
[67] https://politics.theonion.com/they-can-t-arrest-both-of-us-says-giuliani-handcuffi-1838947437?utm_campaign=SF&utm_source=Twitter&utm_content=Pol&utm_medium=SocialMarketing

Top URLs in Tweet in G1:
[36] https://www.cnn.com/2019/10/10/politics/guliani-client-arrested-campaign-finance/index.html
[36] https://www.buzzfeednews.com/article/mikesallah/rudy-giuliani-ukraine-trump-parnas-fruman
[25] https://twitter.com/ABC/status/1182400090901639169
[18] https://www.washingtonpost.com/politics/two-business-associates-of-trumps-personal-lawyer-giuliani-have-been-arrested-and-are-in-custody/2019/10/10/9f9c101a-eb63-11e9-9306-47cb0324fd44_story.html
[17] https://twitter.com/ShimonPro/status/1182392534149939200
[16] https://www.wsj.com/articles/two-foreign-born-men-who-helped-giuliani-on-ukraine-arrested-on-campaign-finance-charges-11570714188
[16] https://www.cnn.com/2019/10/10/politics/giuliani-fruman-parnas-finances/index.html
[14] https://trib.al/f62DHNG
[13] https://www.rawstory.com/2019/10/revealed-rudy-giulianis-indicted-ukraine-henchman-gave-thousands-to-kevin-mccarthy/
[10] https://www.miamiherald.com/news/politics-government/article235501772.html

Top URLs in Tweet in G2:
[29] https://twitter.com/ABCPolitics/status/1182299017138655232
[28] https://www.palmerreport.com/analysis/sdny-doesnt-add-up-rudy-giuliani-arrest/21758/
[26] https://twitter.com/jeffmason1/status/1182395255288729602
[23] https://www.wsj.com/articles/two-foreign-born-men-who-helped-giuliani-on-ukraine-arrested-on-campaign-finance-charges-11570714188
[22] https://www.buzzfeednews.com/article/mikesallah/rudy-giuliani-ukraine-trump-parnas-fruman
[19] https://www.washingtonpost.com/politics/two-business-associates-of-trumps-personal-lawyer-giuliani-have-been-arrested-and-are-in-custody/2019/10/10/9f9c101a-eb63-11e9-9306-47cb0324fd44_story.html
[17] https://www.rawstory.com/2019/10/i-smell-a-wiretap-ex-fbi-official-suspects-the-feds-have-tapes-of-rudy-giuliani/
[17] https://www.cnn.com/2019/10/10/politics/giuliani-fruman-parnas-finances/index.html
[15] https://www.palmerreport.com/analysis/rudy-arrest-watch-begins-giuliani/21752/
[10] https://www.palmerreport.com/analysis/gaga-rudy-giuliani/21756/

Top URLs in Tweet in G3:
[178] https://www.buzzfeednews.com/article/mikesallah/rudy-giuliani-ukraine-trump-parnas-fruman
[13] https://www.esquire.com/news-politics/politics/a29430474/rudy-giuliani-henchmen-lev-parnas-igor-fruman/
[6] https://www.cnn.com/2019/10/10/politics/giuliani-fruman-parnas-finances/index.html
[5] https://maddogpac.com/blogs/spicy-files/rudy-giuliani-part-5-of-5?_pos=4&_sid=4989c3f4e&_ss=r
[4] https://maddogpac.com/blogs/spicy-files/rudy-giuliani-part-4-of-5?_pos=3&_sid=4989c3f4e&_ss=r
[3] https://www.huffpost.com/entry/lev-parnas-igor-fruman-giuliani-trump_n_5d9f32f1e4b02c9da045a4c2
[3] https://www.politico.com/story/2018/08/29/rudy-giuliani-romania-consulting-advocacy-801582
[2] https://www.marketwatch.com/story/trump-removed-us-ambassador-to-ukraine-over-complaints-from-giuliani-other-outsiders-2019-10-03
[2] https://www.rawstory.com/2019/10/i-smell-a-wiretap-ex-fbi-official-suspects-the-feds-have-tapes-of-rudy-giuliani/
[2] https://twitter.com/davidjoachim/status/1182330511668236289

Top URLs in Tweet in G4:
[39] https://www.vice.com/en_us/article/pa7xbk/kevin-mccarthy-is-returning-the-cash-he-took-from-rudy-giulianis-indicted-pals?utm_source=vicenewstwitter
[33] https://www.buzzfeednews.com/article/mikesallah/rudy-giuliani-ukraine-trump-parnas-fruman
[31] https://www.cnn.com/videos/tv/2019/10/10/lead-a2-jake-tapper.cnn
[22] https://www.vice.com/en_us/article/pa7xbk/kevin-mccarthy-is-returning-the-cash-he-took-from-rudy-giulianis-indicted-pals?utm_campaign=sharebutton
[12] https://trib.al/TpCWhbk
[11] https://www.occrp.org/en/investigations/meet-the-florida-duo-helping-giuliani-dig-dirt-for-trump-in-ukraine
[11] https://www.miamiherald.com/news/politics-government/article236008728.html
[9] https://www.cnn.com/videos/tv/2019/10/10/lead-shimon-live-jake-tapper.cnn
[9] https://trib.al/f62DHNG
[8] https://www.thedailybeast.com/how-pay-dirt-uncovered-the-campaign-finance-scheme-that-just-got-giuliani-cronies-indicted?ref=scroll

Top URLs in Tweet in G5:
[24] https://www.buzzfeednews.com/article/mikesallah/rudy-giuliani-ukraine-trump-parnas-fruman
[13] https://trib.al/f62DHNG
[12] https://www.cnn.com/2019/10/10/politics/giuliani-fruman-parnas-finances/index.html
[7] https://www.rawstory.com/2019/10/revealed-rudy-giulianis-indicted-ukraine-henchman-gave-thousands-to-kevin-mccarthy/
[6] https://twitter.com/evanmcmurry/status/1182400106420531200
[4] https://www.wsj.com/articles/two-foreign-born-men-who-helped-giuliani-on-ukraine-arrested-on-campaign-finance-charges-11570714188
[4] https://www.miamiherald.com/news/politics-government/article235501772.html
[3] https://www.washingtonpost.com/politics/2019/10/10/web-political-connections-surrounding-two-indicted-giuliani-associates/
[3] https://www.facebook.com/david.sampson.50/posts/10211398733363405
[3] https://www.haaretz.com/us-news/.premium-these-arrested-giuliani-associates-linked-to-trump-s-ukraine-scandal-have-ties-to-israel-s-right-1.7966022

Top URLs in Tweet in G6:
[81] https://www.buzzfeednews.com/article/mikesallah/rudy-giuliani-ukraine-trump-parnas-fruman
[29] https://twitter.com/marshallcohen/status/1182395473203793925?s=21
[20] https://www.nytimes.com/2019/10/10/us/politics/lev-parnas-igor-fruman-arrested-giuliani.html
[14] https://www.wsj.com/articles/two-foreign-born-men-who-helped-giuliani-on-ukraine-arrested-on-campaign-finance-charges-11570714188
[9] https://www.cnn.com/2019/10/10/politics/giuliani-fruman-parnas-finances/index.html
[6] https://www.washingtonpost.com/politics/two-business-associates-of-trumps-personal-lawyer-giuliani-have-been-arrested-and-are-in-custody/2019/10/10/9f9c101a-eb63-11e9-9306-47cb0324fd44_story.html
[6] https://www.miamiherald.com/news/politics-government/article236008728.html
[4] https://www.occrp.org/en/investigations/meet-the-florida-duo-helping-giuliani-dig-dirt-for-trump-in-ukraine
[4] https://www.vice.com/en_us/article/pa7xbk/kevin-mccarthy-is-returning-the-cash-he-took-from-rudy-giulianis-indicted-pals?utm_source=vicenewstwitter
[3] https://www.rawstory.com/2019/10/rudy-giulianis-arrested-associates-had-dined-with-donald-trump-inside-the-white-house/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G7:
[34] https://www.buzzfeednews.com/article/mikesallah/rudy-giuliani-ukraine-trump-parnas-fruman
[10] https://trib.al/f62DHNG
[9] https://www.cnn.com/2019/10/10/politics/giuliani-fruman-parnas-finances/index.html
[6] https://www.miamiherald.com/news/politics-government/article236008728.html
[5] https://www.rawstory.com/2019/10/revealed-rudy-giulianis-indicted-ukraine-henchman-gave-thousands-to-kevin-mccarthy/
[4] https://www.palmerreport.com/analysis/sdny-doesnt-add-up-rudy-giuliani-arrest/21758/
[4] https://twitter.com/ABC/status/1182400090901639169
[3] https://www.cnn.com/videos/politics/2019/10/10/rudy-giuliani-ukraine-igor-fruman-lev-parnas-nr-vpx.cnn
[3] https://www.miamiherald.com/news/politics-government/article235501772.html
[3] https://www.miamiherald.com/news/politics-government/article235949197.html

Top URLs in Tweet in G8:
[15] https://www.wsj.com/articles/two-foreign-born-men-who-helped-giuliani-on-ukraine-arrested-on-campaign-finance-charges-11570714188
[12] https://www.miamiherald.com/news/politics-government/article236008728.html
[12] https://www.washingtonpost.com/politics/two-business-associates-of-trumps-personal-lawyer-giuliani-have-been-arrested-and-are-in-custody/2019/10/10/9f9c101a-eb63-11e9-9306-47cb0324fd44_story.html
[8] https://www.cnn.com/2019/10/10/politics/giuliani-fruman-parnas-finances/index.html
[6] https://www.westernjournal.com/giuliani-hunter-biden-reportedly-involved-romanian-locked-corruption/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[6] https://www.nytimes.com/2019/10/10/us/politics/lev-parnas-igor-fruman-arrested-giuliani.html
[6] https://ir.shareaholic.com/e?a=1&u=https://www.commondreams.org/news/2019/10/10/tip-iceberg-prosecutors-allege-vast-criminal-conspiracy-giuliani-associates-funnel%3Futm_campaign%3Dshareaholic%26utm_medium%3Dreferral%26utm_source%3Dtwitter&r=1
[6] https://www.nytimes.com/2019/10/10/opinion/impeachment-contempt-congress.html
[6] https://www.rawstory.com/2019/10/rick-perry-can-stop-rudy-giuliani-from-being-the-scapegoat-by-implicating-trump-and-pence-ex-fbi-agent/
[5] https://www.cnn.com/2019/10/10/politics/giuliani-lunched-with-parnas-and-fruman/index.html

Top URLs in Tweet in G9:
[20] https://www.thegatewaypundit.com/2019/10/ukrainians-arrested-hours-after-having-lunch-with-rudy-giuliani-at-trump-hotel-dc/
[18] https://thegreggjarrett.com/giuliani-vp-biden-received-900k-from-burisma-for-lobbying/
[12] https://www.realclearinvestigations.com/articles/2019/10/08/the_giuliani-ukraine_files_120711.html
[9] https://www.thegatewaypundit.com/2019/10/hillary-clinton-screeches-after-giuliani-associates-arrested-hard-to-keep-up-with-high-crimes-and-misdemeanors/
[7] https://www.thegatewaypundit.com/2019/10/deep-state-strikes-again-federal-prosecutors-arrest-two-giuliani-associates-on-campaign-finance-violations-rudy-promises-to-strike-back-video/
[5] https://trendingpolitics.com/here-we-go-giuliani-says-the-next-couple-weeks-will-be-huge-goes-after-obama/#.XZ5n-AZjjSc.twitter
[4] https://www.fullcourtgreta.com/video/2019/10/10/pompeo-greta-rudy-giuliani-is-not-his-payroll/
[2] https://www.washingtontimes.com/news/2019/oct/10/lev-parnas-and-igor-fruman-indicted-rudy-giuliani-/
[1] https://twitter.com/RudyGiuliani/status/1182374310440296450
[1] https://www.fullcourtgreta.com/2019/10/10/pompeo-tells-greta-van-susteren-rudy-giuliani-is-not-his-payroll-europeans-will-have-take-back-isis-detainees-president-trump-is-not-abandoning-kurds/

Top URLs in Tweet in G10:
[14] https://twitter.com/ChrisMurphyCT/status/1182404872743915539
[10] https://twitter.com/kaitlancollins/status/1182356601245753344
[9] https://trib.al/f62DHNG
[6] https://www.texastribune.org/2018/09/12/rudy-giuliani-headline-pete-sessions-fundraiser/
[5] https://www.buzzfeednews.com/article/mikesallah/rudy-giuliani-ukraine-trump-parnas-fruman
[4] https://www.washingtonpost.com/politics/two-business-associates-of-trumps-personal-lawyer-giuliani-have-been-arrested-and-are-in-custody/2019/10/10/9f9c101a-eb63-11e9-9306-47cb0324fd44_story.html
[4] https://twitter.com/kaitlancollins/status/1182396915503239168
[2] https://www.wsj.com/articles/two-foreign-born-men-who-helped-giuliani-on-ukraine-arrested-on-campaign-finance-charges-11570714188?shareToken=std44d7b52d5d444fa898b9f38f0e4d1c1
[2] https://twitter.com/marshallcohen/status/1182395473203793925?s=21
[2] https://www.rawstory.com/2019/10/feds-are-now-looking-at-giulianis-financial-ties-to-the-two-arrested-associates-cnn/

Top Domains
Top Domains in Tweet in Entire Graph:
[586] twitter.com
[568] rawstory.com
[493] buzzfeednews.com
[357] cnn.com
[308] trib.al
[192] theonion.com
[150] wsj.com
[144] washingtonpost.com
[107] vice.com
[104] thehill.com

Top Domains in Tweet in G1:
[127] twitter.com
[61] cnn.com
[44] trib.al
[39] buzzfeednews.com
[32] rawstory.com
[29] wsj.com
[19] washingtonpost.com
[12] thedailybeast.com
[12] miamiherald.com
[9] vice.com

Top Domains in Tweet in G2:
[104] twitter.com
[77] rawstory.com
[57] palmerreport.com
[43] cnn.com
[26] wsj.com
[22] buzzfeednews.com
[21] washingtonpost.com
[15] trib.al
[11] nytimes.com
[9] occupydemocrats.com

Top Domains in Tweet in G3:
[179] buzzfeednews.com
[18] twitter.com
[14] esquire.com
[9] maddogpac.com
[8] bloomberg.com
[7] cnn.com
[6] rawstory.com
[5] reuters.com
[4] politico.com
[4] theonion.com

Top Domains in Tweet in G4:
[66] vice.com
[56] trib.al
[54] cnn.com
[39] buzzfeednews.com
[37] twitter.com
[24] rawstory.com
[14] thedailybeast.com
[12] miamiherald.com
[11] occrp.org
[10] go.com

Top Domains in Tweet in G5:
[24] buzzfeednews.com
[21] cnn.com
[20] twitter.com
[17] rawstory.com
[13] trib.al
[7] bloomberg.com
[6] washingtonpost.com
[5] nytimes.com
[4] wsj.com
[4] miamiherald.com

Top Domains in Tweet in G6:
[86] buzzfeednews.com
[63] twitter.com
[22] nytimes.com
[16] wsj.com
[15] cnn.com
[14] rawstory.com
[7] washingtonpost.com
[7] miamiherald.com
[7] trib.al
[6] bloomberg.com

Top Domains in Tweet in G7:
[34] buzzfeednews.com
[17] twitter.com
[14] miamiherald.com
[13] cnn.com
[13] trib.al
[10] rawstory.com
[7] palmerreport.com
[4] washingtonpost.com
[3] thehill.com
[3] vice.com

Top Domains in Tweet in G8:
[50] twitter.com
[32] rawstory.com
[29] washingtonpost.com
[27] thehill.com
[26] cnn.com
[20] nytimes.com
[19] wsj.com
[13] vice.com
[12] miamiherald.com
[12] shareaholic.com

Top Domains in Tweet in G9:
[36] thegatewaypundit.com
[18] thegreggjarrett.com
[12] realclearinvestigations.com
[6] twitter.com
[6] fullcourtgreta.com
[5] trendingpolitics.com
[2] washingtontimes.com
[2] bloomberg.com
[1] co.uk
[1] theepochtimes.com

Top Domains in Tweet in G10:
[34] twitter.com
[10] rawstory.com
[9] trib.al
[6] texastribune.org
[5] washingtonpost.com
[5] buzzfeednews.com
[2] wsj.com
[2] politico.com
[2] bloomberg.com
[2] politico.eu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[207] giuliani
[179] breaking
[103] giulianibehindbars
[68] ukrainegate
[65] ukraine
[42] rudygiuliani
[41] trump
[39] gop
[38] donaldtrump
[27] tuckfrump



Top Hashtags in Tweet in G1:
[55] ukrainegate
[17] mtpdaily
[9] giuliani
[9] bidencorruption
[8] giulianibehindbars
[8] breaking
[7] ukraine
[6] indictment
[6] congressman1
[6] miami

Top Hashtags in Tweet in G2:
[66] giulianibehindbars
[45] giuliani
[36] donaldtrump
[23] gop
[15] tuckfrump
[13] impeachtrump
[13] mog
[10] impeachandremove
[10] gopcrimesyndicate
[9] ukraine

Top Hashtags in Tweet in G3:
[11] leningradlindsay
[11] rudygiuliani
[11] giuliani
[4] giulianibehindbars
[4] trumpcrimesyndicate
[4] onevoice1
[3] rudycolludy
[2] smartnews
[1] impeachtrumppencebarrpompeo
[1] disbargiuliani

Top Hashtags in Tweet in G4:
[10] giuliani
[5] breaking
[3] turkey
[3] kurdsbetrayedbytrump
[2] giulianibehindbars
[2] gop
[1] petesessions
[1] tuckfrump
[1] sarcasm
[1] inners

Top Hashtags in Tweet in G5:
[4] breaking
[3] topbuzz
[2] ukraine
[2] giuliani
[2] rudygiuliani
[2] impeachandremove
[2] lockhisassup
[2] maga
[1] giulianibehindbars
[1] leningradlindsay

Top Hashtags in Tweet in G6:
[36] breaking
[6] giuliani
[6] americafirstpac
[6] trumpgenocide
[6] trumpbetrayedthekurds
[4] rudycolludy
[3] trumpcrimefamily
[2] ukrainegate
[2] giulianibehindbars
[2] impeachtrumppencebarrpompeokavanaugh

Top Hashtags in Tweet in G7:
[10] americafirst
[9] russia
[5] giuliani
[4] floridaman
[4] gopcomplicittraitors
[3] trump
[3] ukraine
[1] breaking
[1] byefelicia
[1] levparnas

Top Hashtags in Tweet in G8:
[25] giuliani
[12] trump
[11] giulianibehindbars
[4] ukraine
[4] newsgrit
[4] news
[3] ukrainegate
[3] impeachthemf
[2] rudygiuliani
[2] nosferatu

Top Hashtags in Tweet in G9:
[20] hillaryclinton
[20] giuliani
[3] ukraine
[2] maga
[1] crowdstrike
[1] deepstate
[1] hillary
[1] truthmatters
[1] teamtrump
[1] glovesoff

Top Hashtags in Tweet in G10:
[14] ukraine
[14] giuliani
[5] russia
[4] rudycolludy
[1] payforplay
[1] impeachremovetrump

Top Words
Top Words in Tweet in Entire Graph:
[17289] Words in Sentiment List#1: Positive
[14085] Words in Sentiment List#2: Negative
[51] Words in Sentiment List#3: Angry/Violent
[497516] Non-categorized Words
[528890] Total Words
[16579] giuliani
[9521] trump
[8958] rudy
[6061] arrested
[5450] two

Top Words in Tweet in G1:
[2369] giuliani
[1563] trump
[1360] fruman
[1344] parnas
[1326] rudy
[1252] s
[1130] two
[1107] arrested
[831] associates
[813] lev

Top Words in Tweet in G2:
[2145] giuliani
[1392] trump
[1279] rudy
[732] s
[724] two
[683] associates
[657] arrested
[481] ukraine
[432] realdonaldtrump
[388] money

Top Words in Tweet in G3:
[1139] giuliani
[944] trump
[873] rudy
[522] never
[522] heard
[521] turn
[520] funniest
[520] plot
[520] pretends
[241] two

Top Words in Tweet in G4:
[1306] giuliani
[1021] rudy
[1007] trump
[484] arrested
[469] two
[360] associates
[350] abc
[325] s
[320] picture
[304] giuliani's

Top Words in Tweet in G5:
[1224] giuliani
[1125] men
[1070] charged
[943] rudy
[841] two
[700] s
[679] parnas
[647] fruman
[608] evanperez
[608] money

Top Words in Tweet in G6:
[1045] giuliani
[787] trump
[469] two
[424] arrested
[397] rudy
[318] associates
[317] know
[295] fruman
[268] s
[265] parnas

Top Words in Tweet in G7:
[1073] giuliani
[708] arrested
[654] associates
[646] campaign
[634] money
[599] finance
[598] breaking
[583] charges
[577] desantis
[556] return

Top Words in Tweet in G8:
[468] giuliani
[192] trump
[170] associates
[159] rudy
[149] arrested
[102] s
[93] campaign
[75] finance
[68] charges
[67] ukraine

Top Words in Tweet in G9:
[428] giuliani
[302] rudy
[257] arrested
[170] gatewaypundit
[169] trump
[163] love
[158] state
[153] deep
[137] ukrainians
[136] hours

Top Words in Tweet in G10:
[588] parnas
[583] fruman
[456] giuliani
[427] trump
[295] president
[282] wh
[279] letter
[278] boy
[277] mr
[276] connection

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[7216] rudy,giuliani
[3036] giuliani,associates
[2500] lev,parnas
[2425] campaign,finance
[2208] giuliani,s
[2042] igor,fruman
[1971] associates,arrested
[1943] parnas,igor
[1736] arrested,campaign
[1717] parnas,fruman

Top Word Pairs in Tweet in G1:
[1064] rudy,giuliani
[796] lev,parnas
[755] igor,fruman
[739] parnas,igor
[493] giuliani,associates
[396] campaign,finance
[335] russian,money
[333] trump,hotel
[321] u,s
[292] night,dulles

Top Word Pairs in Tweet in G2:
[897] rudy,giuliani
[264] giuliani,s
[211] campaign,finance
[207] two,men
[199] giuliani,associates
[191] two,associates
[146] w,giuliani
[146] doesn,t
[142] lev,parnas
[141] arrested,campaign

Top Word Pairs in Tweet in G3:
[808] rudy,giuliani
[520] funniest,plot
[520] plot,turn
[520] turn,trump
[520] trump,pretends
[520] pretends,never
[520] never,heard
[520] heard,rudy
[175] back,july
[174] great,reporting

Top Word Pairs in Tweet in G4:
[583] rudy,giuliani
[238] rudy,giuliani's
[234] abc,news
[218] giuliani,associates
[217] two,men
[203] giuliani,s
[203] trump,know
[196] campaign,finance
[176] giuliani,arrested
[175] pres,trump

Top Word Pairs in Tweet in G5:
[897] rudy,giuliani
[628] giuliani,s
[598] lev,parnas
[577] financial,dealings
[572] two,men
[570] s,financial
[568] dealings,two
[567] evanperez,shimonpro
[563] igor,fruman
[562] parnas,igor

Top Word Pairs in Tweet in G6:
[326] rudy,giuliani
[222] giuliani,associates
[203] arrested,giuliani
[202] trump,two
[201] two,arrested
[201] giuliani,clients
[199] clients,right
[199] right,photo
[199] photo,below
[199] below,know

Top Word Pairs in Tweet in G7:
[599] campaign,finance
[593] giuliani,associates
[575] associates,arrested
[570] arrested,campaign
[562] finance,charges
[554] desantis,return
[554] return,money
[554] money,giuliani
[549] breaking,desantis
[539] charges,newsbysmiley

Top Word Pairs in Tweet in G8:
[122] rudy,giuliani
[120] giuliani,associates
[74] campaign,finance
[62] arrested,campaign
[52] finance,charges
[36] associates,arrested
[35] giuliani,s
[28] giuliani,arrested
[24] associates,trump
[22] t,know

Top Word Pairs in Tweet in G9:
[214] rudy,giuliani
[153] deep,state
[137] giuliani,trump
[136] ukrainians,arrested
[136] arrested,hours
[136] hours,having
[136] having,lunch
[136] lunch,rudy
[136] trump,hotel
[136] hotel,dc

Top Word Pairs in Tweet in G10:
[552] parnas,fruman
[289] president,trump
[277] mr,giuliani
[274] messrs,parnas
[273] fruman,assisted
[273] assisted,mr
[273] giuliani,connection
[273] connection,representation
[273] representation,president
[272] oh,boy

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@rebeccaballhaus
@natashabertrand
@josh_wingrove
@kaitlancollins
@miamiherald
@therickwilson
@gopleader
@abc
@shimonpro

Top Replied-To in G1:
@rebeccaballhaus
@natashabertrand
@adamparkhomenko
@shimonpro
@miamiherald
@wsj
@acosta
@rudygiuliani
@nbcnews
@courthousenews

Top Replied-To in G2:
@realdonaldtrump
@kylegriffin1
@therickwilson
@tomarnold
@msnbc
@paulkrugman
@palmerreport
@sethabramson
@tedlieu
@funder

Top Replied-To in G3:
@chrislhayes
@owillis
@sailingflyingd
@joanwalsh
@joelockhart
@kaitlancollins
@therickwilson
@lrozen
@rima_regas
@pozzur

Top Replied-To in G4:
@josh_wingrove
@gopleader
@abc
@abcpolitics
@cnnpolitics
@chrislhayes
@redsteeze
@theleadcnn
@mikekellypa
@colbymommy

Top Replied-To in G5:
@marshallcohen
@shimonpro
@thehill
@lindseygrahamsc
@gtconway3d
@miamiherald
@andreapunksmom
@doug415510330
@msbellows
@jkbjournalist

Top Replied-To in G6:
@kaitlancollins
@rondesantisfl
@govrondesantis
@cillizzacnn
@jakesherman
@kyledcheney
@kelly2277
@calfirenews
@lincolnsbible
@anders_aslund

Top Replied-To in G7:
@jkbjournalist
@miamiherald
@shimonpro
@medit8now
@chrislhayes
@joycewhitevance
@3l3v3nth
@johnjharwood
@monte_alto
@chrismurphyct

Top Replied-To in G9:
@jackposobiec
@gatewaypundit
@catmandu50
@kbq225
@ainsworthkeith
@trevorrosenfels
@gregrubini
@jimhansondc

Top Replied-To in G10:
@mikercarpenter
@jakysnake
@kengude

Top Mentioned
Top Mentioned in Entire Graph:
@evanperez
@shimonpro
@newsbysmiley
@rudygiuliani
@nataliewsj
@abc
@realdonaldtrump
@propublica
@wnyc
@miamiherald

Top Mentioned in G1:
@rudygiuliani
@nataliewsj
@propublica
@wnyc
@nicolledwallace
@sgurman
@aviswanatha
@evanperez
@shimonpro
@adamparkhomenko

Top Mentioned in G2:
@realdonaldtrump
@lindseygrahamsc
@rudygiuliani
@politicususa
@evanperez
@shimonpro
@wsje
@realtuckfrumper
@newsbysmiley
@rawstory

Top Mentioned in G3:
@politicususa
@evanperez
@abc
@charlesppierce
@debramessing
@shimonpro
@inspiteoftrump
@newsbysmiley
@chrislhayes
@miamiherald

Top Mentioned in G4:
@abc
@gopleader
@davidjoachim
@trumpscotland
@occrp
@newsbysmiley
@jaketapper
@jordanfabian
@shimonpro
@vice

Top Mentioned in G5:
@evanperez
@shimonpro
@gtconway3d
@miamiherald
@nataliewsj
@realdonaldtrump
@newsbysmiley
@occrp
@rudygiuliani
@nyc_erik

Top Mentioned in G6:
@lrozen
@mattshuham
@govrondesantis
@shimonpro
@nytimes
@petesessions
@evanperez
@newsbysmiley
@evanmcs
@wsj

Top Mentioned in G7:
@newsbysmiley
@evanperez
@shimonpro
@miamiherald
@samanthajgross
@elainaplott
@nataliewsj
@politicususa
@lachlan
@stephengutowski

Top Mentioned in G8:
@ric9871ric

Top Mentioned in G9:
@gatewaypundit
@rudygiuliani
@realdonaldtrump
@bladynsmommy
@jackposobiec
@abc

Top Mentioned in G10:
@get_chirp
@evanperez
@shimonpro
@thetrevorpotter
@delaneymarsco
@lindseygrahamsc
@newsbysmiley
@axios
@iamsophianelson
@abc

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@_mrdavidjones
@barntiques859
@oldlady12345
@jurylady5
@chris_1791
@federicoalves
@monicasloves
@mattmurph24
@cloudwanderer3

Top Tweeters in G1:
@jurylady5
@derekjohnbryant
@serendipitysays
@bkindngood
@debi129
@akuma_river
@theresamax
@manchuriandevil
@katcapps
@gpwriter

Top Tweeters in G2:
@missb62
@chris_1791
@federicoalves
@mog7546
@princessbravato
@bmangh
@ecclesias
@bulldoghill
@reagancbrown
@newsofmideast

Top Tweeters in G3:
@ez4u2say_janis
@inspiteoftrump
@liverpotlian
@emersonfan1
@tadrow
@robertloerzel
@shipintheknight
@snw106
@creekbear
@charles_gaba

Top Tweeters in G4:
@_mrdavidjones
@mattmurph24
@phillip92321
@argojournal
@ungubunugu1274
@pollsstar
@only4rm
@justwhatnowwhy
@disasterpastor
@oufenix

Top Tweeters in G5:
@dancas2
@hazelglasgow
@joannecangal
@dmataconis
@sar_oso
@teram323tere
@amyayers16
@morr_1980
@burnettcynthia
@paulstpancras

Top Tweeters in G6:
@mharvey816
@backstorymom1
@ggg_says
@firefire100
@monalisazelf
@patta47cake
@veniviedivici
@lacunalingua
@cblazblaz
@girlzinger

Top Tweeters in G7:
@1loriking
@alllwftopic
@new_narrative
@enrico056
@natteramnoslo
@k810mt
@billieo2
@masg66
@reneevoicebrand
@rhonda_harbison

Top Tweeters in G8:
@joefreedomlove
@jondknight
@ohiomail
@tvnnoticias
@9ijanews
@libertea2012
@donotgiveuphope
@randlight
@afaduln2
@kegan05

Top Tweeters in G9:
@patriot_girl_tx
@lauracgilleslil
@ismaelismael016
@doctorcara
@lyn1350
@chris11962
@thornedella
@lyleklich
@kurtschlichter
@carolynyadayada

Top Tweeters in G10:
@cloudwanderer3
@phendricks71
@newyorker2212
@phillygirl1441
@wsscherk
@reiswigr
@spafloating
@bfm4440
@sweetgreatmom
@overunderclover


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