Biden Ukraine, Twitter, 9/27/2019 12:14:10 AM, 211138
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Biden Ukraine_2019-09-26_14-04-24.xlsx
Biden Ukraine_2019-09-26_14-04-24.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
September 27, 2019
Short Description:
Biden Ukraine via NodeXL http://bit.ly/2n0Bnsk
@realdonaldtrump
@elainaplott
@charliekirk11
@jackposobiec
@tribelaw
@potus
@dbongino
@paulsperry_
@jaketapper
@gop

Top hashtags:
#whistleblowercomplaint
#ukraine
#biden
#oann
#trump
#foxnews
#whistleblowerscandal

Description:
Description
The graph represents a network of 16,255 Twitter users whose recent tweets contained "Biden Ukraine", 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, 26 September 2019 at 22:12 UTC.

The tweets in the network were tweeted over the 1-hour, 18-minute period from Thursday, 26 September 2019 at 19:45 UTC to Thursday, 26 September 2019 at 21:04 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 : 16255
Unique Edges : 25102
Edges With Duplicates : 2109
Total Edges : 27211
Self-Loops : 1646
Reciprocated Vertex Pair Ratio : 0.00202864445977198
Reciprocated Edge Ratio : 0.0040490747864113
Connected Components : 992
Single-Vertex Connected Components : 568
Maximum Vertices in a Connected Component : 14446
Maximum Edges in a Connected Component : 25317
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.789216
Graph Density : 9.34753225640466E-05
Modularity : 0.737515
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[646] https://www.waynedupree.com/mitt-romney-hunter-biden-burisma/
[196] https://www.theatlantic.com/politics/archive/2019/09/giuliani-ukraine-trump-biden/598879/
[174] https://www.youtube.com/watch?v=r5A8a_NX5wo&feature=youtu.be

[117] https://trib.al/9F7gdCn
[106] https://www.washingtonpost.com/world/europe/former-ukraine-prosecutor-says-hunter-biden-did-not-violate-anything/2019/09/26/48801f66-e068-11e9-be7f-4cc85017c36f_story.html
[50] https://www.cnsnews.com/blog/craig-bannister/judicial-watch-sues-records-vp-biden-pressuring-ukraine
[49] https://nypost.com/2019/05/16/joe-biden-and-son-hunter-cleared-of-wrongdoing-by-ukraine-prosecutor/
[48] https://www.foxnews.com/opinion/peter-schweizer-biden-familys-foreign-dealings-7-essential-facts
[40] https://www.davidharrisjr.com/steven/breaking-john-solomon-to-release-400-pages-implicating-joe-biden-on-ukraine/
[36] https://www.foxnews.com/politics/judicial-watch-biden-ukraine-state-department-lawsuit

Top URLs in Tweet in G1:
[431] https://www.waynedupree.com/mitt-romney-hunter-biden-burisma/
[162] https://www.youtube.com/watch?v=r5A8a_NX5wo&feature=youtu.be

[27] https://www.youtube.com/watch?v=qF_mFb8YwHg&feature=youtu.be

[19] https://twitter.com/trumppatriotpl/status/1177280393143341059
[15] https://www.youtube.com/watch?v=N1BsWtp1d6w&feature=youtu.be

[11] https://www.foxnews.com/media/how-trump-and-allies-are-shifting-the-ukraine-spotlight-to-biden
[11] https://www.youtube.com/watch?v=-B_zXMhKYVY&feature=youtu.be

[11] https://www.wsj.com/video/opinion-joe-biden-forced-ukraine-to-fire-prosecutor-for-aid-money/C1C51BB8-3988-4070-869F-CAD3CA0E81D8.html?fbclid=IwAR2iY-BY2GmHqVmYj25aruO0JQUOXZbBUQ1xlczGW4xmNOIJDp01a3VpwME
[10] https://www.theepochtimes.com/judicial-watch-sues-for-documents-on-biden-forcing-firing-of-ukraine-prosecutor_3097947.html
[10] https://www.foxnews.com/politics/judicial-watch-biden-ukraine-state-department-lawsuit

Top URLs in Tweet in G2:
[37] https://www.waynedupree.com/mitt-romney-hunter-biden-burisma/
[17] https://www.foxnews.com/media/mark-levin-joe-biden-ukraine-media
[11] https://twitter.com/Liz_Wheeler/status/1177034671453945857
[10] https://www.washingtontimes.com/news/2019/sep/26/rudy-giuliani-says-he-will-emerge-hero-ukraine-bid/
[10] https://www.davidharrisjr.com/steven/rnc-calls-on-biden-to-release-transcripts-of-discussions-he-had-with-ukraine/
[7] https://www.foxnews.com/opinion/peter-schweizer-biden-familys-foreign-dealings-7-essential-facts
[6] https://www.nbcnews.com/politics/2020-election/there-s-no-evidence-trump-s-biden-ukraine-accusations-what-n1057851
[5] https://www.washingtonpost.com/world/europe/former-ukraine-prosecutor-says-hunter-biden-did-not-violate-anything/2019/09/26/48801f66-e068-11e9-be7f-4cc85017c36f_story.html
[4] https://thehill.com/hilltv/rising/443637-peter-schweizer-hunter-biden-needs-to-testify-on-ukraine-china-business?amp
[3] https://www.washingtonpost.com/opinions/2019/09/24/democrats-investigation-might-do-more-hurt-biden-than-trump/

Top URLs in Tweet in G3:
[12] https://www.waynedupree.com/mitt-romney-hunter-biden-burisma/
[7] https://www.washingtonpost.com/politics/as-vice-president-biden-said-ukraine-should-increase-gas-production-then-his-son-got-a-job-with-a-ukrainian-gas-company/2019/07/21/f599f42c-86dd-11e9-98c1-e945ae5db8fb_story.html
[7] https://www.cnsnews.com/blog/craig-bannister/judicial-watch-sues-records-vp-biden-pressuring-ukraine?fbclid=IwAR0QUsaZZYNaXLWXgHYwgxUk1nMD4vizZwRFhYd1oMOyF4HsX0hGRJRcIEQ
[5] https://twitter.com/breakingnlive/status/1177254199647711233
[3] https://www.youtube.com/watch?v=r5A8a_NX5wo&feature=youtu.be

[3] https://www.youtube.com/watch?v=r5A8a_NX5wo&feature=share&fbclid=IwAR2T6ymGJSIegD8lWCzqFbqEghZ2DoQsoNstRaR79Xg-3gR2-Mo-5jmPTrM

[2] https://www.davidharrisjr.com/steven/breaking-john-solomon-to-release-400-pages-implicating-joe-biden-on-ukraine/
[2] https://www.washingtonpost.com/world/europe/former-ukraine-prosecutor-says-hunter-biden-did-not-violate-anything/2019/09/26/48801f66-e068-11e9-be7f-4cc85017c36f_story.html
[2] https://www.nysun.com/editorials/well-son-of-a-bitch-ukraine-scandal-is-about-biden/90846/
[1] https://twitter.com/FollowQanon/status/1177286590546284546

Top URLs in Tweet in G4:
[32] https://www.theatlantic.com/politics/archive/2019/09/giuliani-ukraine-trump-biden/598879/
[22] https://time.com/5686822/trump-biden-ukraine-call-favor/?utm_campaign=socialflow&utm_medium=social&xid=time_socialflow_facebook&utm_source=facebook
[12] https://www.theatlantic.com/politics/archive/2019/09/giuliani-ukraine-trump-biden/598879/?utm_source=twitter&utm_medium=social&utm_campaign=share
[8] https://time.com/5686822/trump-biden-ukraine-call-favor/?utm_source=facebook&utm_campaign=socialflow&xid=time_socialflow_facebook&utm_medium=social
[5] https://trib.al/CsAGGW1
[5] https://www.washingtonpost.com/world/europe/former-ukraine-prosecutor-says-hunter-biden-did-not-violate-anything/2019/09/26/48801f66-e068-11e9-be7f-4cc85017c36f_story.html
[4] https://nypost.com/2019/05/16/joe-biden-and-son-hunter-cleared-of-wrongdoing-by-ukraine-prosecutor/amp/?__twitter_impression=true
[3] https://trib.al/9F7gdCn
[3] https://www.waynedupree.com/mitt-romney-hunter-biden-burisma/
[2] https://www.nytimes.com/2015/12/09/world/europe/corruption-ukraine-joe-biden-son-hunter-biden-ties.html?smid=nytcore-ios-share

Top URLs in Tweet in G5:
[9] https://nypost.com/2019/05/16/joe-biden-and-son-hunter-cleared-of-wrongdoing-by-ukraine-prosecutor/
[7] https://www.waynedupree.com/mitt-romney-hunter-biden-burisma/
[5] https://trib.al/9F7gdCn
[4] https://www.theatlantic.com/politics/archive/2019/09/giuliani-ukraine-trump-biden/598879/
[4] https://www.dailywire.com/news/new-documents-could-spell-trouble-for-biden-in-ukraine-scandal-report-says?%3Futm_source=twitter&utm_medium=social&utm_campaign=dwtwitter
[4] http://www.washingtonpost.com/world/europe/former-ukraine-prosecutor-says-hunter-biden-did-not-violate-anything/2019/09/26/48801f66-e068-11e9-be7f-4cc85017c36f_story.html?tid=ss_tw
[3] https://www.washingtonpost.com/opinions/2019/09/24/democrats-investigation-might-do-more-hurt-biden-than-trump/
[3] https://trib.al/9FJoc1N
[3] https://www.foxnews.com/media/mark-levin-joe-biden-ukraine-media
[2] https://www.washingtonpost.com/politics/2019/09/25/trumps-pinocchio-laden-claims-about-joe-biden-ukraine-polls/

Top URLs in Tweet in G6:
[31] https://nypost.com/2019/05/16/joe-biden-and-son-hunter-cleared-of-wrongdoing-by-ukraine-prosecutor/
[4] https://www.washingtonpost.com/world/europe/former-ukraine-prosecutor-says-hunter-biden-did-not-violate-anything/2019/09/26/48801f66-e068-11e9-be7f-4cc85017c36f_story.html
[3] https://www.thedailybeast.com/impeachment-inquiry-us-ambassador-roped-into-rudy-giulianis-quest-to-smear-biden
[3] https://www.politico.com/story/2019/09/26/michael-bennet-joe-biden-trump-ukraine-1514294
[2] https://www.waynedupree.com/mitt-romney-hunter-biden-burisma/
[2] https://people.com/politics/hillary-clinton-donald-trump-should-be-impeached/?utm_source=twitter.com&utm_medium=social&utm_campaign=social-button-sharing
[1] https://twitter.com/michaelcrowley/status/1176862174385516545
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=0335a420-e0aa-11e9-be2f-33548fcc024a&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0wNS0xNi91a3JhaW5lLXByb3NlY3V0b3Itc2F5cy1uby1ldmlkZW5jZS1vZi13cm9uZ2RvaW5nLWJ5LWJpZGVucw==
[1] https://www.independent.co.uk/news/world/americas/us-politics/joe-biden-trump-ukraine-hunter-son-giuliani-whistleblower-complaint-a9121876.html
[1] https://www.davidharrisjr.com/steven/breaking-john-solomon-to-release-400-pages-implicating-joe-biden-on-ukraine/

Top URLs in Tweet in G7:
[66] https://www.theatlantic.com/politics/archive/2019/09/giuliani-ukraine-trump-biden/598879/
[17] https://www.foxnews.com/politics/judicial-watch-biden-ukraine-state-department-lawsuit
[15] https://www.foxnews.com/media/hunter-biden-ukraine-obama
[13] https://www.washingtonpost.com/world/europe/former-ukraine-prosecutor-says-hunter-biden-did-not-violate-anything/2019/09/26/48801f66-e068-11e9-be7f-4cc85017c36f_story.html
[6] https://www.waynedupree.com/mitt-romney-hunter-biden-burisma/
[5] https://www.wsj.com/video/opinion-joe-biden-forced-ukraine-to-fire-prosecutor-for-aid-money/C1C51BB8-3988-4070-869F-CAD3CA0E81D8.html
[5] https://www.foxnews.com/media/mark-levin-joe-biden-ukraine-media
[5] https://www.foxnews.com/apps-products/index.html
[5] https://www.axios.com/zelensky-ukraine-trump-phone-call-biden-case-907c2ff6-5017-454c-a671-85077fc4025a.html
[4] https://www.cnn.com/2019/09/23/politics/fact-check-trump-ukraine-hunter-biden-joe-biden/index.html

Top URLs in Tweet in G8:
[12] https://www.washingtonpost.com/world/europe/former-ukraine-prosecutor-says-hunter-biden-did-not-violate-anything/2019/09/26/48801f66-e068-11e9-be7f-4cc85017c36f_story.html
[10] https://www.theatlantic.com/politics/archive/2019/09/giuliani-ukraine-trump-biden/598879/
[4] https://trib.al/VrZNdPT
[3] https://trib.al/9F7gdCn
[1] https://twitter.com/ryangrim/status/1177327431843221508
[1] https://www.washingtonpost.com/national-security/transcript-of-trumps-call-with-ukrainian-president-shows-him-offering-us-assistance-for-biden-investigation/2019/09/25/16aa36ca-df0f-11e9-8dc8-498eabc129a0_story.html
[1] https://today.yougov.com/topics/politics/articles-reports/2019/09/26/impeachment-trump-support-poll-survey-yougov
[1] https://www.washingtontimes.com/news/2019/sep/25/democrats-demand-pentagon-probe-trumps-ukraine-aid/
[1] https://www.nbcnews.com/politics/2020-election/there-s-no-evidence-trump-s-biden-ukraine-accusations-what-n1057851
[1] https://www.nbcnews.com/politics/trump-impeachment-inquiry/trump-asked-ukraine-leader-phone-call-look-why-investigation-biden-n1058551?cid=sm_npd_ms_tw_bw

Top URLs in Tweet in G9:
[102] https://trib.al/9F7gdCn
[31] https://www.washingtonpost.com/world/europe/former-ukraine-prosecutor-says-hunter-biden-did-not-violate-anything/2019/09/26/48801f66-e068-11e9-be7f-4cc85017c36f_story.html
[9] https://www.realclearpolitics.com/video/2019/09/23/giuliani_george_soros_is_involved_with_hunter_bidenukraine_corruption_scandal.html
[6] https://trib.al/j0Pnbds
[6] https://www.theatlantic.com/politics/archive/2019/09/giuliani-ukraine-trump-biden/598879/
[5] https://www.reuters.com/article/us-usa-election-poll-idUSKBN1W9335?utm_campaign=trueAnthem%3A+Trending+Content&utm_content=5d8ae9ebc7c0480001b23c9e&utm_medium=trueAnthem&utm_source=twitter
[5] https://www.politico.com/story/2019/09/26/michael-bennet-joe-biden-trump-ukraine-1514294
[4] https://www.foxnews.com/politics/judicial-watch-biden-ukraine-state-department-lawsuit
[4] https://www.waynedupree.com/mitt-romney-hunter-biden-burisma/
[3] https://www.axios.com/ukraine-prosecutor-lutsenko-hunter-biden-giuliani-4208bf69-faed-460d-ab3a-c58a5b080d34.html

Top URLs in Tweet in G10:
[12] https://twitter.com/politico/status/1176987244277764096
[10] https://www.washingtonpost.com/world/europe/former-ukraine-prosecutor-says-hunter-biden-did-not-violate-anything/2019/09/26/48801f66-e068-11e9-be7f-4cc85017c36f_story.html
[6] https://www.theatlantic.com/politics/archive/2019/09/giuliani-ukraine-trump-biden/598879/
[4] https://www.rawstory.com/2019/09/trump-started-pumping-zelensky-for-biden-dirt-within-hours-of-ukraine-presidents-election/
[4] https://www.mediamatters.org/fox-news/timeline-how-trump-allies-and-propagandists-teamed-try-smear-biden-over-ukraine
[3] https://www.nytimes.com/2019/09/25/us/politics/trump-ukraine-obsession.html
[3] https://theintercept.com/2019/09/22/reporters-stop-helping-donald-trump-spread-lies-joe-biden-ukraine/
[2] https://www.nytimes.com/2019/05/01/us/politics/biden-son-ukraine.html
[2] http://nymag.com/intelligencer/2019/09/trump-ukraine-scandal-new-york-times-biden.html
[2] https://twitter.com/christopherjm/status/1177157248004579329?s=21

Top Domains
Top Domains in Tweet in Entire Graph:
[646] waynedupree.com
[315] youtube.com
[259] foxnews.com
[254] twitter.com
[222] theatlantic.com
[172] washingtonpost.com
[164] trib.al
[67] nypost.com
[61] cnsnews.com
[53] davidharrisjr.com

Top Domains in Tweet in G1:
[431] waynedupree.com
[246] youtube.com
[40] twitter.com
[32] foxnews.com
[16] theepochtimes.com
[12] wsj.com
[9] washingtonpost.com
[7] thefederalist.com
[6] judicialwatch.org
[6] thehill.com

Top Domains in Tweet in G2:
[42] foxnews.com
[37] waynedupree.com
[28] twitter.com
[13] thehill.com
[12] washingtonpost.com
[12] davidharrisjr.com
[10] washingtontimes.com
[6] nbcnews.com
[6] bloomberg.com
[5] vox.com

Top Domains in Tweet in G3:
[12] waynedupree.com
[10] washingtonpost.com
[7] youtube.com
[7] twitter.com
[7] cnsnews.com
[3] foxnews.com
[2] davidharrisjr.com
[2] nysun.com
[1] diamondandsilk.com
[1] thegatewaypundit.com

Top Domains in Tweet in G4:
[48] theatlantic.com
[33] time.com
[8] trib.al
[5] twitter.com
[5] washingtonpost.com
[4] nypost.com
[3] talkingpointsmemo.com
[3] waynedupree.com
[2] cnn.com
[2] nytimes.com

Top Domains in Tweet in G5:
[18] twitter.com
[17] trib.al
[12] washingtonpost.com
[10] foxnews.com
[9] nypost.com
[7] waynedupree.com
[5] dailywire.com
[4] theatlantic.com
[4] youtube.com
[3] nytimes.com

Top Domains in Tweet in G6:
[31] nypost.com
[7] washingtonpost.com
[3] thedailybeast.com
[3] politico.com
[2] twitter.com
[2] waynedupree.com
[2] co.uk
[2] trib.al
[2] people.com
[1] bloomberg.com

Top Domains in Tweet in G7:
[73] theatlantic.com
[65] foxnews.com
[49] twitter.com
[23] washingtonpost.com
[20] youtube.com
[10] axios.com
[9] dailywire.com
[9] cnn.com
[8] wsj.com
[8] co.uk

Top Domains in Tweet in G8:
[14] washingtonpost.com
[11] theatlantic.com
[7] trib.al
[3] twitter.com
[2] nbcnews.com
[1] yougov.com
[1] washingtontimes.com
[1] go.com
[1] rferl.org

Top Domains in Tweet in G9:
[117] trib.al
[34] washingtonpost.com
[12] foxnews.com
[9] realclearpolitics.com
[7] twitter.com
[6] theatlantic.com
[5] reuters.com
[5] politico.com
[4] waynedupree.com
[3] axios.com

Top Domains in Tweet in G10:
[16] twitter.com
[10] washingtonpost.com
[6] theatlantic.com
[6] nytimes.com
[4] rawstory.com
[4] mediamatters.org
[3] theintercept.com
[3] nymag.com
[2] trib.al
[1] atlanticcouncil.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[428] whistleblowercomplaint
[284] ukraine
[172] biden
[128] oann
[108] trump
[58] foxnews
[44] whistleblowerscandal
[28] dirtydems
[26] whistleblower
[26] transcripts



Top Hashtags in Tweet in G1:
[125] oann
[52] ukraine
[45] biden
[25] transcripts
[20] democrats
[19] foxnews
[15] trump
[14] fakenews
[13] liberal
[13] msm

Top Hashtags in Tweet in G2:
[28] dirtydems
[12] biden
[12] ukraine
[11] morganstanley
[11] bidencorruption
[9] impeachmenthearing
[8] newyorktimes
[7] trump
[6] obamascandal
[5] whistleblower

Top Hashtags in Tweet in G3:
[6] biden
[5] romney
[5] ukraine
[2] oann
[1] trumplandslidevictory2020
[1] nms15a
[1] swinecrime
[1] foxnews

Top Hashtags in Tweet in G4:
[3] whistleblower
[2] impeachthemall
[2] presidentpelosi
[2] whistleblowercomplaint
[2] ukraine
[2] quidproquo
[1] ukraineonthebrain
[1] whistleblowerscandal
[1] trump
[1] octobersurprise

Top Hashtags in Tweet in G5:
[355] whistleblowercomplaint
[11] ukraine
[4] biden
[4] impeachment
[3] zelensky
[2] breaking
[2] whistleblowerscomplaint
[2] clown
[2] maga
[2] fakenews

Top Hashtags in Tweet in G6:
[40] ukraine
[39] whistleblowerscandal
[39] trump
[6] ukrainegate
[2] billbarr
[1] biden
[1] giuliani
[1] barr
[1] doj
[1] dnc

Top Hashtags in Tweet in G7:
[31] ukraine
[22] biden
[17] foxnews
[15] trump
[11] whistleblowercomplaint
[11] smartnews
[8] joebiden
[6] ukrainetranscripts
[6] impeachment
[6] bidenukraine

Top Hashtags in Tweet in G8:
[2] whistleblowercomplaint
[2] whistleblower
[2] whistleblowerscandal
[2] trump
[2] ukraine
[1] indictbarr
[1] ukrainetranscripts
[1] 11msnbc
[1] 11thhour
[1] exposethetruth

Top Hashtags in Tweet in G9:
[6] whistleblowercomplaint
[5] ukrainagate
[3] aag
[3] bidencrimefamily
[3] romneytraitor
[2] fakenews
[2] foxnews
[2] crowdstrike
[2] ukraine
[2] bidencorruption

Top Hashtags in Tweet in G10:
[1] cancelnyt
[1] ukrainescandal
[1] ukrainebiden
[1] mafiadonnie
[1] whistleblowercomplaint
[1] trump

Top Words
Top Words in Tweet in Entire Graph:
[26396] Words in Sentiment List#1: Positive
[34475] Words in Sentiment List#2: Negative
[1694] Words in Sentiment List#3: Angry/Violent
[625555] Non-categorized Words
[686427] Total Words
[16240] ukraine
[15467] biden
[9749] trump
[7895] joe
[7706] s

Top Words in Tweet in G1:
[2554] ukraine
[2156] biden
[1411] s
[947] trump
[853] joe
[702] prosecutor
[643] president
[564] call
[534] company
[474] firing

Top Words in Tweet in G2:
[3002] biden
[2329] ukraine
[1953] joe
[1465] prosecutor
[1246] talk
[1175] realdonaldtrump
[862] fired
[721] america
[693] w
[667] money

Top Words in Tweet in G3:
[2745] trump
[2654] biden's
[2641] corruption
[2635] more
[1598] ukraine
[1401] democrats
[1390] joe
[1372] know
[1329] look
[1327] double

Top Words in Tweet in G4:
[3354] hero
[1157] giuliani
[1144] over
[1128] rudy
[1126] morons
[1118] m
[1115] whistle
[1115] blower
[1114] call
[1113] impossible

Top Words in Tweet in G5:
[1506] ukraine
[1278] biden
[838] issue
[701] campaign
[665] leader
[618] investigate
[581] ukrainian
[560] president
[542] potus
[532] trump

Top Words in Tweet in G6:
[2030] s
[1172] trump
[1019] up
[1008] vis
[1008] mitchell
[816] ukraine
[816] biden
[545] evidence
[523] white
[523] house

Top Words in Tweet in G7:
[498] biden
[490] ukraine
[222] trump
[146] joe
[121] president
[119] s
[102] hunter
[84] call
[77] prosecutor
[69] investigate

Top Words in Tweet in G8:
[506] ukraine
[489] hero
[475] biden
[377] giuliani
[358] rudy
[324] hunter
[269] dirt
[267] whistle
[267] blower
[220] prosecutor

Top Words in Tweet in G9:
[587] biden
[539] ukraine
[309] trump
[207] prosecutor
[203] hunter
[189] s
[169] former
[155] giuliani
[154] joe
[142] call

Top Words in Tweet in G10:
[1011] hero
[357] over
[356] giuliani
[347] whistle
[347] blower
[347] m
[343] impossible
[325] morons
[258] ukraine
[234] biden

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5656] joe,biden
[3120] biden's,corruption
[2046] hunter,biden
[2038] whistle,blower
[1931] joe,biden's
[1849] rudy,giuliani
[1832] over,hero
[1816] morons,over
[1815] hero,m
[1808] impossible,whistle

Top Word Pairs in Tweet in G1:
[728] joe,biden
[450] ukraine,call
[432] call,new
[432] new,report
[432] report,exposes
[426] s,ties
[424] exposes,mitt
[422] condemning,trump's
[422] trump's,ukraine
[422] ties,hunter's

Top Word Pairs in Tweet in G2:
[1823] joe,biden
[1233] talk,joe
[627] millions,dollars
[626] dollars,ukraine
[626] prosecutor,fired
[624] adam,schiff
[619] biden,walking
[619] walking,away
[618] biden,firing
[618] firing,prosecutor

Top Word Pairs in Tweet in G3:
[2632] biden's,corruption
[1368] know,democrats
[1320] ukraine,look
[1319] joe,biden's
[1317] trump,asking
[1316] democrats,hate
[1316] hate,trump
[1316] trump,more
[1316] more,love
[1316] love,america

Top Word Pairs in Tweet in G4:
[1126] morons,over
[1126] over,hero
[1118] rudy,giuliani
[1115] whistle,blower
[1113] hero,m
[1111] m,hero
[1111] hero,morons
[1108] impossible,whistle
[1108] blower,hero
[1101] phone,call

Top Word Pairs in Tweet in G5:
[511] investigate,biden
[470] ukrainian,leader
[367] leader,investigate
[350] #whistleblowercomplaint,shows
[350] shows,potus
[350] potus,randomly
[350] randomly,ask
[350] ask,ukrainian
[350] biden,months
[350] months,long

Top Word Pairs in Tweet in G6:
[1010] trump,s
[523] white,house
[506] abuse,power
[504] massive,white
[504] house,coverup
[504] coverup,trump
[504] s,abuse
[504] power,vis
[504] vis,vis
[504] vis,ukraine

Top Word Pairs in Tweet in G7:
[124] joe,biden
[84] hunter,biden
[50] biden,ukraine
[45] phone,call
[38] judicial,watch
[32] ukraine,scandal
[31] biden,s
[31] state,department
[30] president,donald
[29] rudy,giuliani

Top Word Pairs in Tweet in G8:
[358] rudy,giuliani
[323] hunter,biden
[267] whistle,blower
[205] former,top
[202] top,ukrainian
[202] ukrainian,prosecutor
[202] prosecutor,whose
[202] whose,allegations
[202] allegations,heart
[202] heart,dirt

Top Word Pairs in Tweet in G9:
[175] hunter,biden
[140] joe,biden
[130] prosecutor,hunter
[109] ukraine,prosecutor
[109] biden,violate
[107] former,ukraine
[107] violate,anything
[93] rudy,giuliani
[78] phone,call
[73] donald,trump

Top Word Pairs in Tweet in G10:
[347] whistle,blower
[343] impossible,whistle
[343] blower,hero
[343] hero,m
[343] over,hero
[325] m,hero
[325] hero,morons
[325] morons,over
[298] hero,giuliani
[79] joe,biden

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@kenvogel
@repadamschiff
@gop
@rudygiuliani
@potus
@senschumer
@garretthaake
@pat_76us
@lindseygrahamsc

Top Replied-To in G1:
@repadamschiff
@potus
@senschumer
@speakerpelosi
@joebiden
@whitehouse
@eyesonan0n
@jsolomonreports
@vonni24473
@seanhannity

Top Replied-To in G2:
@realdonaldtrump
@gop
@lindseygrahamsc
@steve_beno3210
@senthomtillis
@mitchellvii
@saracarterdc
@seanhannity
@gopleader
@davidaxelrod

Top Replied-To in G3:
@charliekirk11
@dancrenshawtx
@surabees
@trumpwarroom
@ryrodd
@rudygiuliani
@1newsnz
@ryan7rosen
@briguy20
@seanhannity

Top Replied-To in G4:
@rudygiuliani
@elainaplott
@gregnorberg
@jonfavs
@theatlantic
@davidafrench
@gop
@realdonaldtrump
@johndeeks4
@time

Top Replied-To in G5:
@presssec
@realsaavedra
@vp
@tedlieu
@eenaruffini
@kbq225
@realgspatton007
@realtimblack
@abc
@rashidatlaib

Top Replied-To in G6:
@mysterysolvent
@davidjollyfl
@kamalaharris
@stevemoth
@mcfaul
@lauferlaw
@sarahburris
@bobmagaw
@theview
@grantgrayhill1

Top Replied-To in G7:

Top Replied-To in G8:
@niteowlmom3
@gregpmiller
@simonwdc
@andrews2069
@joshc21275072
@ashsoles
@wsj
@soxonthebrain
@alexstepanyk
@joenbc

Top Replied-To in G9:
@msnbc
@sethabramson
@cnn
@joncoopertweets
@realdonaldtrump
@baalter
@hoarsewisperer
@rudygiuliani
@brikeilarcnn
@reuters

Top Replied-To in G10:
@kenvogel
@nytimes
@mzhemingway
@waltshaub
@jim_jordan
@jaketapper
@bradmossesq
@mikefarb1
@hcougar82
@woodhouseb

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@potus
@joebiden
@dbongino
@youtube
@speakerpelosi
@epochtimes
@loudobbs
@judicialwatch
@mtapscott

Top Mentioned in G1:
@joebiden
@youtube
@realdonaldtrump
@epochtimes
@speakerpelosi
@mtapscott
@judicialwatch
@jackposobiec
@statedept
@repadamschiff

Top Mentioned in G2:
@realdonaldtrump
@freebeacon
@gop
@gopleader
@potus
@joebiden
@speakerpelosi
@lindseygrahamsc
@nyt10
@dongibs22787443

Top Mentioned in G3:
@realdonaldtrump
@charliekirk11
@youtube
@jackposobiec
@oann
@margarethebrac2
@speakerpelosi

Top Mentioned in G4:
@elainaplott
@rudygiuliani
@time
@aabramson
@charlottealter
@bybrianbennett
@tcberenson
@verambergen
@philip_elliott
@shustry

Top Mentioned in G5:
@potus
@realdonaldtrump
@loudobbs
@vp
@joebiden
@abc
@foxbusiness
@cbsnews
@davidafrench
@mariabartiromo

Top Mentioned in G6:
@hillaryclinton
@asharangappa_
@john_sipher
@jedshug
@c_doc_911
@freethewh
@thenakedparty
@potus
@cherijacobus
@kamalaharris

Top Mentioned in G7:

Top Mentioned in G8:
@repmarkmeadows
@jeffrius
@danancona
@potus
@joshc21275072
@joebiden
@wsj
@dcpoll
@imaprivate
@ejcologirl

Top Mentioned in G9:
@cnn
@realdonaldtrump
@foxnews
@americansreform
@potus
@msnbc
@brikeilarcnn
@nicolledwallace
@politico
@soaronthewings

Top Mentioned in G10:
@nytimes
@zelenskyyua
@kenvogel
@realdonaldtrump
@maggienyt
@sylviaz1913
@danpfeiffer
@waltshaub
@jaketapper
@therickwilson

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@barntiques859
@jurylady5
@chris_1791
@jim_peoples_
@s9tmt
@odio_nao
@cloudwanderer3
@kat4obama
@solutioneer72

Top Tweeters in G1:
@jim_peoples_
@davidjones720
@alizardx
@mog7546
@serafinos
@fasting39
@saveusrepublic2
@mmarty1230
@zwoodbutcher
@sweetfreedom29

Top Tweeters in G2:
@isidormeyer1
@lovtoridemytrek
@reneecarrollaz
@clark7950
@owlwoman911_
@anilns425
@dcexaminer
@chatbycc
@rickbkylex
@whereisjustice0

Top Tweeters in G3:
@cssueta
@drsue19380
@albionsseed
@wombatsocho
@sher308
@ludy730
@aaroque2016
@collette_az
@mariamcbean
@joanne5617

Top Tweeters in G4:
@dancas2
@talkintou
@navroopsingh_
@stockguy61
@rustymk2
@mastaofmp3s
@heyjdey
@katcapps
@sueleugers
@npsusa

Top Tweeters in G5:
@jurylady5
@missyjo79
@plantflowes
@cheezwitham
@jstines3
@damonbethea1
@vedehimajumdar
@sheiladecker19
@tea_party_chris
@cherokeenative3

Top Tweeters in G6:
@givemepie360
@tadrow
@vi44
@stefsstuff
@mms5048
@thetobster111
@coton_luver
@rodneyclaeys
@thenakedparty
@allan_crawshaw

Top Tweeters in G7:
@raybae689
@nkttwebtv
@ronthornton
@nikitakitty
@mzee26
@resistancesean
@baygui
@joannaprile
@knittingknots
@drwilda

Top Tweeters in G8:
@missb62
@cloudwanderer3
@inspiteoftrump
@homegypsy
@anthonybourque
@benstancliff
@business
@jeffersonobama
@charluv2011
@dovewoman1

Top Tweeters in G9:
@chris_1791
@s9tmt
@roblwilson
@cherokeesher2
@kak089
@mayirmamay14
@inabsentia9
@sofiegeorge
@friendlyjmc
@reuters

Top Tweeters in G10:
@barntiques859
@debilu2
@windmillcharger
@enrico056
@solusnan1
@miss_placed_
@sylviaz1913
@nytimes
@burcham_don
@ecwpunk81


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