Impeach, Twitter, 1/27/2020 10:51:53 AM, 220309
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Impeach_2020-01-26_17-54-21.xlsx
Impeach_2020-01-26_17-54-21.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
January 27, 2020
Short Description:
Impeach via NodeXL http://bit.ly/2tK1szF
@realdonaldtrump
@charliekirk11
@gatewaypundit
@wyn1745
@ericgarland
@markkirin_
@repleezeldin
@repadamschiff
@ellyay
@darhar981

Top hashtags:
#impeach
#wwg1wga
#trump2020
#kag
#myhousemyamerica
#2a41a
#voteredtosaveamerica

Description:
Description
The graph represents a network of 17,282 Twitter users whose recent tweets contained "Impeach", 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 Monday, 27 January 2020 at 05:11 UTC.

The tweets in the network were tweeted over the 6-hour, 36-minute period from Sunday, 26 January 2020 at 19:17 UTC to Monday, 27 January 2020 at 01:54 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 : 17282
Unique Edges : 23736
Edges With Duplicates : 2707
Total Edges : 26443
Number of Edge Types : 5
Retweet : 9775
Tweet : 1149
Replies to : 3517
MentionsInRetweet : 6538
Mentions : 5464
Self-Loops : 1218
Reciprocated Vertex Pair Ratio : 0.00279684719043987
Reciprocated Edge Ratio : 0.00557809330628803
Connected Components : 1036
Single-Vertex Connected Components : 542
Maximum Vertices in a Connected Component : 15124
Maximum Edges in a Connected Component : 24413
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.636184
Graph Density : 7.92365003340597E-05
Modularity : 0.726445
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 17,282 Twitter users whose recent tweets contained "Impeach", 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 Monday, 27 January 2020 at 05:11 UTC.

The tweets in the network were tweeted over the 6-hour, 36-minute period from Sunday, 26 January 2020 at 19:17 UTC to Monday, 27 January 2020 at 01:54 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 : Impeach
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:
[462] https://www.thegatewaypundit.com/2020/01/revealed-democrats-on-house-impeachment-team-voted-against-the-aid-package-for-ukraine-they-want-to-impeach-trump-over-video/
[109] https://twitter.com/trinityresists/status/1221498411809046529?s=21
[97] https://www.foxnews.com/politics/fox-news-poll-record-economy-ratings-as-half-say-senate-should-remove-trump
[50] https://www.newsmax.com/politics/dershowitz-impeach-senate-trump/2020/01/26/id/951355/
[27] https://www.newsmax.com/newsfront/yang-trump-debate-impeach/2019/11/21/id/942649/
[19] https://en-volve.com/2020/01/26/bombshell-democrat-impeachment-team-voted-against-sending-aid-to-ukraine-but-want-to-impeach-trump-over-it/
[17] http://www.newsmax.com/
[15] https://thehill.com/homenews/senate/479933-romney-its-very-likely-ill-be-in-favor-of-witnesses-in-trump-impeachment
[14] https://www.nytimes.com/2020/01/26/us/politics/trump-bolton-book-ukraine.html
[13] https://twitter.com/wyn1745/status/1218992015339225089

Top URLs in Tweet in G1:
[7] https://twitter.com/repswalwell/status/1220856723591684096
[6] https://www.thegatewaypundit.com/2020/01/revealed-democrats-on-house-impeachment-team-voted-against-the-aid-package-for-ukraine-they-want-to-impeach-trump-over-video/
[2] https://twitter.com/Imamofpeace/status/1221229925857812480
[1] https://www.breitbart.com/clips/2020/01/26/gop-sen-braun-trump-will-hopefully-learn-from-impeachment/
[1] https://www.thegatewaypundit.com/2020/01/video-schiff-has-teary-eyed-meltdown-in-thursday-closing-statement-trashes-giuliani-says-trump-must-be-removed-because-he-might-work-with-russia-and-china-to-win-re-election/
[1] http://www.thegatewaypundit.com/2020/01/revealed-democrats-on-house-impeachment-team-voted-against-the-aid-package-for-ukraine-they-want-to-impeach-trump-over-video/
[1] https://twitter.com/chuckwoolery/status/1221226536151539718
[1] https://twitter.com/seanhannity/status/1221432766094508032
[1] https://twitter.com/ChuckCallesto/status/1221177737219575812
[1] https://www.redstate.com

Top URLs in Tweet in G2:
[57] https://www.thegatewaypundit.com/2020/01/revealed-democrats-on-house-impeachment-team-voted-against-the-aid-package-for-ukraine-they-want-to-impeach-trump-over-video/
[8] https://www.newsmax.com/politics/dershowitz-impeach-senate-trump/2020/01/26/id/951355/
[3] https://rightwingtribune.com/2019/09/30/pelosi-has-mental/
[2] https://dmlnewsapp.com/hypocrisy-dems-seeking-impeach-trump-blocking-aid-ukraine-voted-thing/
[2] https://twitter.com/thebradfordfile/status/1220024798102925313
[1] https://www.blabber.buzz/conservative-news/758050-revealed-democrats-on-house-impeachment-team-voted-against-the-aid-package-for-ukraine-they-want-to-impeach-trump-over-video-special?utm_source=c-alrt&utm_medium=c-alrt-email&utm_term=c-alrt-ATT&utm_content=9TvD_7vccivUF9yZkmaQX4D7Vwo5-uNshx8Ae6NUbtOw.A
[1] https://www.foxnews.com/politics/ags-urge-senate-to-reject-impeachment-in-stinging-letter-a-dangerous-historical-precedent
[1] https://www.dailywire.com/news/trump-legal-team-lays-out-6-point-case-crushing-democrats-impeachment-claims
[1] https://news.gallup.com/poll/283940/economic-confidence-highest-point-2000.aspx
[1] https://www.redstate.com/elizabeth-vaughn/2020/01/26/772057/

Top URLs in Tweet in G3:
[177] https://www.thegatewaypundit.com/2020/01/revealed-democrats-on-house-impeachment-team-voted-against-the-aid-package-for-ukraine-they-want-to-impeach-trump-over-video/
[6] https://www.washingtonpost.com/news/post-politics/wp/2017/01/20/the-campaign-to-impeach-president-trump-has-begun/
[2] https://twitter.com/wyn1745/status/1218992015339225089
[2] https://twitter.com/oliteheart/status/1221506453896196096
[2] https://www.redstate.com/elizabeth-vaughn/2020/01/26/772057/
[2] https://twitter.com/realericcarmen/status/1221495852646060032
[2] https://www.thegatewaypundit.com/2020/01/president-trump-deserves-top-international-honors-for-withholding-aid-to-ukraine/
[2] https://www.voanews.com/episode/trump-threatens-whistleblower-democrats-move-impeach-4046536
[1] https://truepundit.com/hes-the-whistleblower-judicial-watch-president-tells-eric-bolling-the-real-reason-for-democrats-push-to-impeach/
[1] https://www.defensenews.com/congress/2019/10/31/defense-spending-bill-stalls-in-senate-vote-over-border-wall/

Top URLs in Tweet in G4:
[106] https://twitter.com/trinityresists/status/1221498411809046529?s=21
[9] https://www.thegatewaypundit.com/2020/01/revealed-democrats-on-house-impeachment-team-voted-against-the-aid-package-for-ukraine-they-want-to-impeach-trump-over-video/
[6] https://impeachdonaldtrumpnow.org/
[5] https://www.usatoday.com/story/news/politics/2019/09/27/jeff-flake-at-least-35-gop-senators-would-impeach-trump/3792866002/
[3] https://www.youtube.com/watch?v=50SQ6vmdhbU&feature=youtu.be

[2] https://www.nbcnews.com/think/opinion/mitch-mcconnell-s-impeachment-tactics-could-win-trial-lose-him-ncna1120636
[2] https://slate.com/news-and-politics/2019/10/wall-street-journal-editorial-trump-impeach-too-inept-ukraine-quid-pro-quo.html
[2] https://actionnetwork.org/petitions/impeach-and-remove-attorney-general-barr?source=twitter&
[2] https://apple.news/AeLRJYIq5Ssy83uqvWXElBA
[2] http://www.change.org/p/donald-j-trump-impeach-pelosi-and-schumer/u/25633583

Top URLs in Tweet in G5:
[13] https://www.thegatewaypundit.com/2020/01/revealed-democrats-on-house-impeachment-team-voted-against-the-aid-package-for-ukraine-they-want-to-impeach-trump-over-video/
[8] https://twitter.com/wyn1745/status/1218992015339225089
[5] http://www.msn.com/en-us/news/politics/trump-tied-ukraine-aid-to-inquiries-he-sought-bolton-book-says/ar-BBZlMfy?ocid=st2
[4] https://www.nytimes.com/2020/01/26/us/politics/trump-bolton-book-ukraine.html
[3] https://twitter.com/ellyay/status/1221222436038799360
[3] https://hannity.com/media-room/graham-im-going-to-look-at-the-bidens-are-you-going-to-impeach-me/?utm_source=socialflow
[3] https://twitter.com/realDonaldTrump/status/1221422761597394944
[3] https://www.senate.gov/general/contact_information/senators_cfm.cfm
[2] https://www.mediaite.com/tv/alicia-keys-delivers-powerful-tribute-at-grammys-were-standing-here-heartbroken-in-the-house-that-kobe-bryant-built/
[2] https://www.nytimes.com/2020/01/26/us/politics/trump-bolton-book-ukraine.html?smid=nytcore-ios-share

Top URLs in Tweet in G6:
[20] https://www.thegatewaypundit.com/2020/01/revealed-democrats-on-house-impeachment-team-voted-against-the-aid-package-for-ukraine-they-want-to-impeach-trump-over-video/
[15] https://thehill.com/homenews/senate/479933-romney-its-very-likely-ill-be-in-favor-of-witnesses-in-trump-impeachment
[14] https://en-volve.com/2020/01/26/bombshell-democrat-impeachment-team-voted-against-sending-aid-to-ukraine-but-want-to-impeach-trump-over-it/
[10] https://www.newsmax.com/politics/dershowitz-impeach-senate-trump/2020/01/26/id/951355/
[2] https://twitter.com/wyn1745/status/1218992015339225089
[1] https://twitter.com/MsAvaArmstrong/status/1221602764398252035
[1] https://twitter.com/Millennial_Con_/status/1221598905374253056
[1] https://twitter.com/Inevitable_ET/status/1221487895770488834
[1] https://www.breitbart.com/the-media/2020/01/23/impeachment-hearings-lose-millions-of-viewers-as-senate-trial-opens/
[1] https://twitter.com/GKeile/status/1221286726133604353

Top URLs in Tweet in G7:
[92] https://www.foxnews.com/politics/fox-news-poll-record-economy-ratings-as-half-say-senate-should-remove-trump
[6] https://www.nytimes.com/2020/01/26/us/politics/trump-bolton-book-ukraine.html
[1] https://twitter.com/b52malmet/status/1221448800428003328
[1] https://twitter.com/cliffordlevy/status/1221569820459700239
[1] https://twitter.com/duanebratt/status/1221574310789148675
[1] https://twitter.com/ellyay/status/1221222436038799360
[1] https://www.al.com/news/2020/01/sen-doug-jones-renews-call-for-witnesses-in-impeachment-trial.html
[1] https://twitter.com/realDonaldTrump/status/1221523477003456512
[1] https://twitter.com/NunyaB_2020/status/1221479387029233664

Top URLs in Tweet in G8:
[85] https://www.thegatewaypundit.com/2020/01/revealed-democrats-on-house-impeachment-team-voted-against-the-aid-package-for-ukraine-they-want-to-impeach-trump-over-video/
[3] https://twitter.com/Kaleigh23673557/status/1221499758151380994
[1] https://www.newsmax.com/t/newsmax/article/951355/1
[1] https://www.dailywire.com/news/msnbc-anchor-ari-melber-democrats-failed-to-land-case-not-overwhelming-evidence
[1] https://www.conservativedailynews.com/2020/01/ready-to-move-on-david-axelrod-says-democrat-voters-dont-care-about-impeachment/
[1] https://www.cnsnews.com/article/washington/cnsnewscom-staff/schiff-tells-senators-they-must-not-allow-trump-run-re-election
[1] https://www.redstate.com/streiff/2020/01/24/771546/
[1] https://twitter.com/realdonaldtrump/status/1221464712321347585
[1] https://twitter.com/wyn1745/status/1218992015339225089
[1] https://twitter.com/chuckwoolery/status/1221496135854034944

Top URLs in Tweet in G9:
[39] https://www.thegatewaypundit.com/2020/01/revealed-democrats-on-house-impeachment-team-voted-against-the-aid-package-for-ukraine-they-want-to-impeach-trump-over-video/
[5] https://www.redstate.com/elizabeth-vaughn/2020/01/26/772057/
[5] http://www.americanthinker.com/articles/2019/12/proabortion_pelosis_convenient_catholicism.html
[4] https://dmlnewsapp.com/hypocrisy-dems-seeking-impeach-trump-blocking-aid-ukraine-voted-thing/
[4] https://twitter.com/realdonaldtrump/status/1221523477003456512
[4] https://twitter.com/Jim_Jordan/status/1221479492289474562
[4] https://www.youtube.com/watch?v=qwQZWjZaSKw

[3] https://en-volve.com/2020/01/26/bombshell-democrat-impeachment-team-voted-against-sending-aid-to-ukraine-but-want-to-impeach-trump-over-it/
[3] https://www.latimes.com/opinion/story/2020-01-23/impeachment-donald-trump-republican-party-trial
[3] https://twitter.com/greggjarrett/status/1221075852886192128

Top URLs in Tweet in G10:
[2] https://ir.shareaholic.com/e?a=1&u=https://www.commondreams.org/views/2019/11/05/case-closed-theres-no-question-founding-fathers-would-impeach-trump%3Futm_campaign%3Dshareaholic%26utm_medium%3Dreferral%26utm_source%3Dtwitter&r=1
[1] https://news.yahoo.com/white-house-reportedly-worried-house-213922551.html
[1] https://twitter.com/jedshug/status/1221182622539374593
[1] https://www.rawstory.com/2020/01/john-boltons-manuscript-confirms-trumps-bribery-of-ukraine-report/#.Xi4w588G2Tc.twitter
[1] https://www.businessinsider.com/white-house-worried-damaging-ukraine-probes-will-continue-politico-2020-1?utmSource=twitter&utmContent=referral&utmTerm=topbar&referrer=twitter
[1] https://twitter.com/realdonaldtrump/status/1221190398846152708
[1] https://www.usatoday.com/story/news/politics/2019/09/27/jeff-flake-at-least-35-gop-senators-would-impeach-trump/3792866002/

Top Domains
Top Domains in Tweet in Entire Graph:
[587] twitter.com
[473] thegatewaypundit.com
[113] foxnews.com
[104] newsmax.com
[61] youtube.com
[31] washingtonpost.com
[28] thehill.com
[19] nytimes.com
[19] en-volve.com
[18] redstate.com

Top Domains in Tweet in G1:
[12] twitter.com
[9] thegatewaypundit.com
[1] breitbart.com
[1] redstate.com
[1] newsmax.com

Top Domains in Tweet in G2:
[57] thegatewaypundit.com
[12] twitter.com
[8] newsmax.com
[3] rightwingtribune.com
[2] blabber.buzz
[2] foxnews.com
[2] dmlnewsapp.com
[1] dailywire.com
[1] gallup.com
[1] redstate.com

Top Domains in Tweet in G3:
[180] thegatewaypundit.com
[14] twitter.com
[6] washingtonpost.com
[3] redstate.com
[2] voanews.com
[1] truepundit.com
[1] defensenews.com
[1] dailycaller.com
[1] real.it
[1] realclearpolitics.com

Top Domains in Tweet in G4:
[149] twitter.com
[10] thegatewaypundit.com
[6] youtube.com
[6] impeachdonaldtrumpnow.org
[5] usatoday.com
[4] change.org
[3] thehill.com
[3] apple.news
[2] nbcnews.com
[2] slate.com

Top Domains in Tweet in G5:
[96] twitter.com
[13] thegatewaypundit.com
[6] nytimes.com
[5] msn.com
[4] senate.gov
[3] foxnews.com
[3] hannity.com
[3] thehill.com
[3] youtube.com
[2] mediaite.com

Top Domains in Tweet in G6:
[20] thegatewaypundit.com
[15] thehill.com
[14] en-volve.com
[10] newsmax.com
[8] twitter.com
[1] breitbart.com

Top Domains in Tweet in G7:
[92] foxnews.com
[6] nytimes.com
[6] twitter.com
[1] al.com

Top Domains in Tweet in G8:
[85] thegatewaypundit.com
[7] twitter.com
[1] newsmax.com
[1] dailywire.com
[1] conservativedailynews.com
[1] cnsnews.com
[1] redstate.com

Top Domains in Tweet in G9:
[171] twitter.com
[39] thegatewaypundit.com
[12] youtube.com
[8] cnn.com
[7] redstate.com
[5] washingtonpost.com
[5] blabber.buzz
[5] newsmax.com
[5] americanthinker.com
[4] foxnews.com

Top Domains in Tweet in G10:
[2] twitter.com
[2] shareaholic.com
[1] yahoo.com
[1] rawstory.com
[1] businessinsider.com
[1] usatoday.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[474] impeach
[198] wwg1wga
[195] trump2020
[185] kag
[164] myhousemyamerica
[164] 2a41a
[158] voteredtosaveamerica
[155] profilesincorruption
[90] ukraine
[67] democrats



Top Hashtags in Tweet in G1:
[52] timing
[3] myhousemyamerica
[3] 2a41a
[3] trump2020
[3] wwg1wga
[2] icymi
[2] ukraine
[1] voteredtosaveamerica
[1] kag
[1] profilesincorruption

Top Hashtags in Tweet in G2:
[139] trump2020
[135] myhousemyamerica
[135] 2a41a
[135] wwg1wga
[134] kag
[132] voteredtosaveamerica
[29] impeachmenthoax
[20] ukraine
[12] schiffshow
[7] trump

Top Hashtags in Tweet in G3:
[42] democrats
[12] kag
[11] voteredtosaveamerica
[8] impeach
[7] ukraine
[5] wwg1wga
[5] trump2020
[5] impeachmentsham
[4] icymi
[4] myhousemyamerica

Top Hashtags in Tweet in G4:
[40] impeach
[6] investigateuntilremoved
[6] investigateuntilimpeachedagain
[6] impeachtrumpagain
[6] impeachagain
[5] trump
[5] impeachandremove
[4] potus
[4] fakenews
[4] icymi

Top Hashtags in Tweet in G5:
[292] impeach
[44] ukraine
[41] icymi
[33] txpolitics
[31] copolitics
[21] tnpolitics
[20] sayfie
[18] tnpol
[17] papol
[17] flapol

Top Hashtags in Tweet in G6:
[4] trump2020
[3] kag
[3] icymi
[3] ukraine
[3] myhousemyamerica
[3] 2a41a
[3] wwg1wga
[3] assumption
[3] quidproquo
[2] democrats

Top Hashtags in Tweet in G7:
[8] impeach
[6] impeachmenttrials
[6] impeachment
[1] pa05
[1] papol
[1] bolton
[1] book
[1] impeachandremovetrump

Top Hashtags in Tweet in G8:
[23] wwg1wga
[17] wearethenewsnow
[17] qanon
[17] draintheswamp
[17] thegreatawakening
[6] myhousemyamerica
[6] 2a41a
[6] trump2020
[5] kag
[4] voteredtosaveamerica

Top Hashtags in Tweet in G9:
[44] impeach
[14] royalrumble
[10] trump
[6] grammys
[5] catholic
[4] impeachmenttrial
[4] impeachmenttrials
[3] gop
[3] impeachment
[3] maga

Top Hashtags in Tweet in G10:
[2] convictandremovetrump
[2] complicitgop
[2] witnessesanddocuments
[1] republicriminalcartel
[1] letlevparnastestify
[1] impeach
[1] impeachmenttrials
[1] sdt
[1] impeachedandafraid
[1] impeachedandremoved

Top Words
Top Words in Tweet in Entire Graph:
[11383] Words in Sentiment List#1: Positive
[37132] Words in Sentiment List#2: Negative
[301] Words in Sentiment List#3: Angry/Violent
[558540] Non-categorized Words
[607056] Total Words
[16573] impeach
[7924] house
[7681] trump
[6948] impeachment
[6420] aid

Top Words in Tweet in G1:
[4158] both
[2252] impeach
[1435] president
[1413] congress
[1388] maxine
[1387] passed
[1386] bernie
[1386] sanders
[1386] waters
[1386] 25

Top Words in Tweet in G2:
[2285] aid
[2116] impeach
[2107] ukraine
[2094] against
[2053] voted
[1924] democrats
[1788] house
[1731] impeachment
[1571] trump
[1438] over

Top Words in Tweet in G3:
[2401] house
[2132] impeach
[1479] aid
[1436] against
[1433] voted
[1424] trump
[1421] ukraine
[1418] impeachment
[1379] over
[1357] democrats

Top Words in Tweet in G4:
[1654] impeach
[1414] realdonaldtrump
[695] impeachment
[525] again
[431] election
[392] president
[370] trump
[364] case
[363] democrats
[362] influence

Top Words in Tweet in G5:
[1376] impeach
[530] president
[421] trump
[394] house
[381] #impeach
[313] impeachment
[304] delivered
[304] letter
[298] repadamschiff
[266] aid

Top Words in Tweet in G6:
[1232] marie
[1232] franklin
[1232] templeton
[921] impeach
[643] case
[641] schiff
[635] congress
[624] witness
[623] #kag
[622] stupid

Top Words in Tweet in G7:
[724] impeach
[572] gop
[548] case
[532] impeachment
[531] news
[528] dems
[528] bolton
[527] thus
[527] far
[527] here's

Top Words in Tweet in G8:
[735] impeach
[465] president
[290] trump
[282] election
[280] against
[257] during
[256] try
[253] fbi
[252] authority
[252] ok

Top Words in Tweet in G9:
[531] impeach
[225] trump
[115] president
[73] impeachment
[68] house
[64] democrats
[59] aid
[56] against
[53] voted
[51] ukraine

Top Words in Tweet in G10:
[1061] house
[416] impeach
[394] trump
[378] worried
[370] again
[364] impeachment
[361] trial
[356] democrats
[354] white
[354] reportedly

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5506] voted,against
[4951] impeach,trump
[4408] against,aid
[3908] house,impeachment
[3781] aid,package
[3613] package,ukraine
[3533] impeachment,team
[3522] team,voted
[3437] trump,over
[3425] ukraine,impeach

Top Word Pairs in Tweet in G1:
[1386] bernie,sanders
[1386] sanders,maxine
[1386] maxine,waters
[1386] waters,both
[1386] both,congress
[1386] congress,25
[1386] 25,years
[1386] years,both
[1386] both,multimillionaires
[1386] multimillionaires,advocate

Top Word Pairs in Tweet in G2:
[2044] voted,against
[1857] against,aid
[1408] aid,package
[1404] package,ukraine
[1301] impeach,trump
[1248] impeachment,team
[1247] team,voted
[1244] trump,over
[1242] ukraine,impeach
[1226] house,impeachment

Top Word Pairs in Tweet in G3:
[1425] voted,against
[1392] against,aid
[1341] aid,package
[1331] impeachment,team
[1329] team,voted
[1327] impeach,trump
[1322] house,impeachment
[1288] package,ukraine
[1288] trump,over
[1276] ukraine,impeach

Top Word Pairs in Tweet in G4:
[360] impeachment,charade
[359] influence,election
[323] again,again
[251] impeach,president
[219] realdonaldtrump,foxnews
[182] impeach,congress
[181] trying,influence
[180] whole,impeachment
[178] charade,invented
[178] invented,pretend

Top Word Pairs in Tweet in G5:
[302] delivered,letter
[233] impeach,president
[187] voted,against
[173] impeach,trump
[140] mitt,romney
[124] house,impeachment
[114] trying,impeach
[107] against,aid
[96] try,impeach
[77] aid,package

Top Word Pairs in Tweet in G6:
[1232] franklin,templeton
[621] star,witness
[618] money,laundering
[616] schiff's,star
[616] witness,marie
[616] marie,yovanovitch
[616] yovanovitch,involved
[616] involved,billion
[616] billion,money
[616] laundering,case

Top Word Pairs in Tweet in G7:
[527] impeachment,thus
[527] thus,far
[527] far,dems
[527] dems,here's
[527] here's,overwhelming
[527] overwhelming,case
[527] case,impeach
[527] impeach,gop
[527] gop,fake
[527] fake,news

Top Word Pairs in Tweet in G8:
[417] impeach,president
[256] try,impeach
[251] thinks,abusing
[251] abusing,authority
[251] authority,weaponizing
[251] weaponizing,doj
[251] doj,fbi
[251] fbi,irs
[251] irs,using
[251] using,fisa

Top Word Pairs in Tweet in G9:
[99] impeach,trump
[43] impeach,president
[42] voted,against
[33] aid,package
[32] against,aid
[27] impeachment,team
[27] team,voted
[27] ukraine,impeach
[27] trump,over
[26] package,ukraine

Top Word Pairs in Tweet in G10:
[354] again,white
[354] white,house
[354] house,reportedly
[354] reportedly,worried
[354] worried,house
[354] house,democrats
[354] democrats,continue
[354] continue,dig
[354] dig,damaging
[354] damaging,information

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@45sucks_impeach
@joncoopertweets
@repadamschiff
@senschumer
@speakerpelosi
@13hammers
@jim_jordan
@gopleader
@impeach_45now

Top Replied-To in G1:
@charliekirk11
@inthecopa
@spk4whatsright
@ernie_plumley
@historygypsy
@repadamschiff
@maga_g3m
@senatorbraun
@katknapp46
@tom_curry

Top Replied-To in G2:
@repswalwell
@repadamschiff
@davematt88
@markkirin_
@ernie_plumley
@kimpkag2020
@treygibbs28
@carraybb
@13hammers
@realdonaldtrump

Top Replied-To in G3:
@jim_jordan
@thebradfordfile
@repmarkmeadows
@repleezeldin
@whitehouse
@rayjpolitics2
@deanna4congress
@mitchellvii
@jessekellydc
@mariabartiromo

Top Replied-To in G4:
@realdonaldtrump
@45sucks_impeach
@joncoopertweets
@geraldorivera
@tomfitton
@sethabramson
@gopleader
@radiofreetom
@whitehouse
@michaelbd

Top Replied-To in G5:
@senschumer
@repadamschiff
@speakerpelosi
@realdonaldtrump
@politico
@janehuston10
@johncornyn
@meetthepress
@tribelaw
@gopleader

Top Replied-To in G6:
@j_swineford
@jackyvegas1
@stevensoileau1
@loveletter316
@wyn1745
@catturd2
@repadamschiff
@cougarsportsfan
@chn35633525

Top Replied-To in G7:
@sethabramson
@joycealdridge13
@minggao26
@walterdellinger
@stopthe38459067
@gop
@perrenod
@msignorile

Top Replied-To in G8:
@hillaryclinton
@donthecontrump
@chuckwoolery
@carlos81874372
@only1county
@nanakimmieb
@matosortho
@geistpoliti
@qarriebradshaw
@anniewise67

Top Replied-To in G10:
@ellyay
@urocklive1
@4a_of
@geraldknows
@rath_22
@jkempcpa
@msmerricat
@teesa_michele
@bmlewis2

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@gatewaypundit
@markkirin_
@potus
@foxnews
@repadamschiff
@lasdhq
@breitbartnews
@speakerpelosi
@mittromney

Top Mentioned in G1:
@realdonaldtrump
@gatewaypundit
@markkirin_
@charliekirk11
@mittromney
@potus
@mbnrox
@truthandarttv1
@breitbartnews
@repadamschiff

Top Mentioned in G2:
@markkirin_
@realdonaldtrump
@potus
@genflynn
@georgepapa19
@gatewaypundit
@thedemocrats
@repadamschiff
@gotvets
@repswalwell

Top Mentioned in G3:
@gatewaypundit
@realdonaldtrump
@jim_jordan
@repmarkmeadows
@repratcliffe
@danscavino
@markkirin_
@potus
@repstefanik
@trumpwarroom

Top Mentioned in G4:
@realdonaldtrump
@foxnews
@lasdhq
@45sucks_impeach
@potus
@geraldorivera
@judicialwatch
@repadamschiff
@neil_leanne
@whitehouse

Top Mentioned in G5:
@repadamschiff
@potus
@realdonaldtrump
@speakerpelosi
@mittromney
@repjerrynadler
@senatemajldr
@gop
@sencorygardner
@senschumer

Top Mentioned in G6:
@gatewaypundit
@realdonaldtrump
@en_volve
@markkirin_
@repadamschiff
@suemccauley17
@potus
@kimstrassel
@lucy72794184
@ladyfyreaz

Top Mentioned in G7:
@ambjohnbolton
@repadamschiff
@style17strings
@sueglashauser
@dc_tribune
@sethabramson
@realdonaldtrump
@ideagov
@bethlevin
@ericgarland

Top Mentioned in G8:
@realdonaldtrump
@gatewaypundit
@markkirin_
@repadamschiff
@chuckwoolery
@hillaryclinton
@hoosiers1986
@mittromney
@hjreid
@mgbdesign

Top Mentioned in G9:
@edmecka

Top Mentioned in G10:
@businessinsider
@_carja
@ireland0828
@milesjreed
@mr_prime69
@cherokeesher2
@jkf3500
@kris_sacrebleu
@coton_luver
@ellyay

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@alllibertynews
@hrblock_21
@bella623
@heelleclech
@monicasloves
@raymond_norman
@cagney1991
@joefreedomlove
@ez4u2say_janis

Top Tweeters in G1:
@tammywalt61
@blisstabitha
@ymcglaun
@jenniferevette6
@mouse458
@susancturlingt1
@majowski1959
@dteambanning
@diannesteiner
@freedomconnect_

Top Tweeters in G2:
@sharneal
@yojudenz
@debrammason1
@soniaerasmus
@scribbledpages1
@susaniverach
@inabsentia9
@jimpolk
@toby_dorena
@clark7950

Top Tweeters in G3:
@joefreedomlove
@lucysullivan888
@lynn_weiser
@joej2020usa
@reneecarrollaz
@lovecovfefe2020
@bearingtruth
@saveusrepublic2
@mmarty1230
@votingred1

Top Tweeters in G4:
@heelleclech
@yarosisnancy
@mkues65
@mary620497
@wildwillow65
@dianabialkowski
@betterw05759703
@schwingcat
@dismisstrump
@rcdewinter

Top Tweeters in G5:
@jjauthor
@onahunttoday
@fasting39
@miltonespinozaf
@nahbabynah
@texasfreedom101
@dailymirror
@wsbtv
@powerglobalus
@peggyruppe

Top Tweeters in G6:
@lovtoridemytrek
@9975ts
@eavesdropann
@serafinos
@rentonmagauk
@indecardio
@blanken01
@johnrealsmith
@leeleemunster
@bamaperry

Top Tweeters in G7:
@cagney1991
@debilu2
@britpoptarts
@davidbewart
@astwisa
@politicalbee
@windmillcharger
@jjj5819
@ydanasmithdutra
@mstepczyk

Top Tweeters in G8:
@patriot_girl_tx
@justmepammy
@1catherinesiena
@cliffhangernlv
@elgatoweebee
@dianachic1
@movieguy28
@dsshep1959
@boriquagoddess
@svagdis

Top Tweeters in G9:
@israelnewslinks
@starcoreone02
@allchanges
@drwilda
@pegmeerkatz
@pepperusagi
@gwlarson2002
@mrsmaxdewinter
@rk55mk
@360cnn

Top Tweeters in G10:
@monicasloves
@raymond_norman
@ez4u2say_janis
@cherokeesher2
@rcrockett
@businessinsider
@anthonybourque
@theresamax
@cwharlow
@wellness4you13


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