Impeachment, Twitter, 12/11/2019 9:55:14 PM, 218670
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Impeachment_2019-12-11_09-36-34.xlsx
Impeachment_2019-12-11_09-36-34.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
December 11, 2019
Short Description:
Impeachment via NodeXL http://bit.ly/2E6snHi
@realdonaldtrump
@johncleese
@education4libs
@speakerpelosi
@seanmdav
@potus
@govmikehuckabee
@lindseygrahamsc
@rudygiuliani
@senatemajldr

Top hashtags:
#impeachment
#11thhour
#usmca
#trump
#articlesofimpeachment

Description:
Description
The graph represents a network of 15,406 Twitter users whose recent tweets contained "Impeachment", 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 Wednesday, 11 December 2019 at 19:27 UTC.

The tweets in the network were tweeted over the 32-minute period from Wednesday, 11 December 2019 at 17:04 UTC to Wednesday, 11 December 2019 at 17:36 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 : 15406
Unique Edges : 25794
Edges With Duplicates : 3505
Total Edges : 29299
Self-Loops : 2441
Reciprocated Vertex Pair Ratio : 0.00237991352980842
Reciprocated Edge Ratio : 0.00474852597839421
Connected Components : 1291
Single-Vertex Connected Components : 705
Maximum Vertices in a Connected Component : 12935
Maximum Edges in a Connected Component : 26715
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.824836
Graph Density : 0.000106480683832595
Modularity : 0.650417
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 15,406 Twitter users whose recent tweets contained "Impeachment", 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 Wednesday, 11 December 2019 at 19:27 UTC.

The tweets in the network were tweeted over the 32-minute period from Wednesday, 11 December 2019 at 17:04 UTC to Wednesday, 11 December 2019 at 17:36 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 : Impeachment
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[161] https://freebeacon.com/culture/time-names-whistleblower-impeachment-witnesses-guardians-of-the-year/
[118] https://www.msnbc.com/11th-hour/watch/day-1-055-ag-barr-defends-trump-as-dems-reveal-articles-of-impeachment-74887749509?cid=sm_npd_ms_tw_bw
[113] https://www.conservativereview.com/news/alan-dershowitz-to-mark-levin-impeachment-would-be-an-utter-abuse-of-the-power-of-congress/
[73] https://www.cnn.com/2019/12/11/politics/trump-impeachment-strategy/index.html
[67] https://thehill.com/opinion/judiciary/473849-two-house-articles-of-impeachment-fail-to-meet-constitutional-standards
[54] https://bluntforcetruth.com/news/virginia-democrat-gets-an-earful-from-constituents-who-are-angry-about-impeachment-video/
[48] https://www.nytimes.com/2019/12/10/opinion/trump-impeachment.html
[33] https://twitter.com/msnbc/status/1204792252305956864
[32] https://trendingpolitics.com/report-1-house-democrats-are-uncomfortable-with-impeachment/?utm_source=star&utm_medium=twitter
[27] https://truepundit.com/gop-lawyer-turns-impeachment-tables-by-scorching-bidens-at-hearing/

Top URLs in Tweet in G1:
[17] https://freebeacon.com/culture/time-names-whistleblower-impeachment-witnesses-guardians-of-the-year/
[17] https://www.conservativereview.com/news/alan-dershowitz-to-mark-levin-impeachment-would-be-an-utter-abuse-of-the-power-of-congress/
[8] https://www.cnn.com/2019/12/11/politics/trump-impeachment-strategy/index.html
[6] https://www.breitbart.com/politics/2019/12/10/pelosi-rushing-impeachment-vote-to-keep-wavering-democrats-in-line-before-christmas-recess/
[4] https://www.newscorpse.com/ncWP/?p=43459
[4] https://nypost.com/2019/12/09/another-pathetic-jerry-nadler-impeachment-charade/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons
[4] https://twitter.com/realDonaldTrump/status/1204782262912503808
[4] https://thehill.com/opinion/judiciary/473849-two-house-articles-of-impeachment-fail-to-meet-constitutional-standards
[4] https://bluntforcetruth.com/news/virginia-democrat-gets-an-earful-from-constituents-who-are-angry-about-impeachment-video/
[4] https://www.breitbart.com/politics/2019/12/10/democrat-rep-karen-bass-id-support-impeachment-again-if-trump-reelected/

Top URLs in Tweet in G2:
[22] https://freebeacon.com/culture/time-names-whistleblower-impeachment-witnesses-guardians-of-the-year/
[13] https://www.breitbart.com/politics/2019/12/10/pelosi-rushing-impeachment-vote-to-keep-wavering-democrats-in-line-before-christmas-recess/
[13] https://thegreggjarrett.com/trump-rips-pelosis-stupid-impeachment-effort-at-pennsylvania-rally/
[12] https://dailycaller.com/2019/12/09/matt-gaetz-democrats-impeachment-tucker-carlson/
[11] https://www.foxnews.com/politics/trump-pennsylvania-rally-impeachment-probe-usmca-deal
[11] https://www.politicususa.com/2019/12/07/gop-senators-swing-states-panicking-over-impeachment-vote.html
[11] https://www.youtube.com/watch?v=HLS7TREazGI&t=4s

[11] https://truepundit.com/gop-lawyer-turns-impeachment-tables-by-scorching-bidens-at-hearing/
[10] https://truepundit.com/impeachment-backlash-trump-now-beating-all-democrats-in-three-key-battleground-states/
[9] https://www.breitbart.com/politics/2019/12/10/democrat-rep-karen-bass-id-support-impeachment-again-if-trump-reelected/

Top URLs in Tweet in G3:
[57] https://www.conservativereview.com/news/alan-dershowitz-to-mark-levin-impeachment-would-be-an-utter-abuse-of-the-power-of-congress/
[10] https://freebeacon.com/culture/time-names-whistleblower-impeachment-witnesses-guardians-of-the-year/
[6] https://thehill.com/homenews/sunday-talk-shows/473565-cruz-on-house-impeachment-this-is-kangaroo-court
[5] https://uncoverdc.com/2019/12/11/tracy-beanz-live-on-the-tom-roten-morning-show/
[4] https://truepundit.com/impeachment-backlash-trump-now-beating-all-democrats-in-three-key-battleground-states/
[4] https://www.nytimes.com/2019/12/10/opinion/trump-impeachment.html
[3] https://www.breitbart.com/clips/2019/12/11/mo-brooks-obstruction-of-congress-impeachment-article-is-a-pile-of-poop/
[3] https://thehill.com/opinion/judiciary/473849-two-house-articles-of-impeachment-fail-to-meet-constitutional-standards
[3] https://trendingpolitics.com/report-1-house-democrats-are-uncomfortable-with-impeachment/?utm_source=star&utm_medium=twitter
[3] https://www.foxnews.com/politics/democrats-to-unveil-articles-of-impeachment-focused-on-abuse-of-power-obstruction-of-congress

Top URLs in Tweet in G4:
[5] https://www.cbs.com/shows/the-late-show-with-stephen-colbert/video/IKrVbnd2E_Z1zRJBI2k_cOdJJet0DhdC/house-democrats-evidence-of-trump-s-misconduct-is-overwhelming-and-uncontested/
[2] https://twitter.com/usatoday/status/1204760244271890432
[2] https://www.independent.co.uk/news/world/americas/us-politics/trump-mental-state-impeachment-psychiatrist-petition-congress-a9232386.html
[1] https://www.rawstory.com/2019/12/lindsey-graham-bitterly-reacts-to-sham-articles-of-impeachment-its-a-threat-to-the-presidency-itself/
[1] https://www.cnn.com/2019/12/11/politics/trump-impeachment-strategy/index.html
[1] https://www.cnn.com/2019/12/11/politics/nancy-pelosi-michael-bloomberg-donation-house-democrats/
[1] https://twitter.com/guardian/status/1204069377794027520
[1] https://thehill.com/policy/defense/473943-group-of-veterans-call-on-lawmakers-to-support-impeachment-put-country-over
[1] https://twitter.com/kylegriffin1/status/1204786674217242625
[1] https://twitter.com/pdmcleod/status/1204481523107450881

Top URLs in Tweet in G5:
[7] https://www.foxnews.com/opinion/james-jay-carafano-how-is-trump-impeachment-affecting-america-around-world
[4] https://freebeacon.com/culture/time-names-whistleblower-impeachment-witnesses-guardians-of-the-year/
[4] https://www.conservativereview.com/news/alan-dershowitz-to-mark-levin-impeachment-would-be-an-utter-abuse-of-the-power-of-congress/
[4] https://www.pscp.tv/w/cL_GlTEyNzY2NDd8MUJSSmpxdkVrUldHd0zHu5O4dyOOSF0LAQ6FqW3w2-7snGRRDR1C-0OqU3su
[4] https://www.cnn.com/2019/12/11/politics/trump-impeachment-strategy/index.html
[3] https://www.youtube.com/watch?v=HLS7TREazGI&t=4s

[2] https://www.foxnews.com/politics/coup-has-started-whistleblowers-attorney-said-in-2017-posts-calling-for-impeachment
[2] https://www.theepochtimes.com/republicans-consider-calling-zero-witnesses-in-possible-trump-impeachment-trial_3171245.html
[2] https://www.pscp.tv/w/cL51FjEyNzY2NDd8MWxQS3Flb0Rub21LYqXy-mmA6IOc5whwfFo2XEABGaiI4vn4D8I79iXvy_DW
[2] https://www.inquisitr.com/5769445/william-barr-impeachment/

Top URLs in Tweet in G6:
[13] https://www.nytimes.com/2019/12/10/opinion/trump-impeachment.html
[10] https://www.cnn.com/2019/12/11/politics/trump-impeachment-strategy/index.html
[7] https://www.theblaze.com/newsletters/cbs-news-major-garrett-blows-major-holes-in-dems-impeachment-push
[6] https://freebeacon.com/culture/time-names-whistleblower-impeachment-witnesses-guardians-of-the-year/
[5] https://www.washingtonpost.com/opinions/2019/12/10/articles-impeachment-speak-truth-most-less-facts/
[5] https://www.foxnews.com/politics/pastors-worship-leaders-pray-for-trump-in-oval-office-amid-impeachment-fight
[4] https://www.washingtonpost.com/opinions/2019/12/10/case-impeachment/
[4] https://www.washingtonpost.com/nation/2019/12/11/trump-thanos-video-avengers-endgame-reelection-inevitable-impeachment/
[4] https://www.rawstory.com/2019/12/the-views-audience-goes-wild-after-guest-host-chris-christie-gets-schooled-on-impeachment/
[4] https://thehill.com/homenews/senate/474002-republicans-consider-skipping-witnesses-in-trump-impeachment-trial

Top URLs in Tweet in G7:
[113] https://www.msnbc.com/11th-hour/watch/day-1-055-ag-barr-defends-trump-as-dems-reveal-articles-of-impeachment-74887749509?cid=sm_npd_ms_tw_bw
[28] https://twitter.com/msnbc/status/1204792252305956864
[14] https://www.nytimes.com/2019/12/10/opinion/trump-impeachment.html
[10] https://www.newsweek.com/bush-white-house-ethics-lawyer-trump-family-organized-crime-impeachment-1476464
[9] https://www.vanityfair.com/style/2019/12/infowars-impeachment-protest
[9] https://www.businessinsider.com/trump-impeachment-witnesses-time-2019-guardians-of-the-year-2019-12
[8] https://trib.al/fGt7g7p
[8] https://www.chicagotribune.com/columns/rex-huppke/ct-trump-impeachment-hearing-articles-ig-report-lies-wray-huppke-20191211-e3b76qh7mfadljqyg2mlm3ipki-story.html
[7] https://www.washingtonpost.com/opinions/2019/12/10/case-impeachment/
[7] https://www.nytimes.com/2019/12/10/opinion/trump-impeachment.html?smid=nytcore-ios-share

Top URLs in Tweet in G8:
[6] https://www.infowars.com/watch-live-exposing-the-root-cause-of-the-impeachment-coup/
[3] https://www.waynedupree.com/kevin-mccarthy-impeachment/
[3] https://www.waynedupree.com/country-divided-on-impeachment-support/
[2] https://www.waynedupree.com/wallace-starr-disagree-on-impeachment/
[2] https://www.waynedupree.com/impeachment-california-trump/
[2] https://www.waynedupree.com/maxine-waters-stop-his-ass/
[2] https://www.periscope.tv/YourVoiceAmerica/1ZkJzArdPLWGv
[1] https://twitter.com/GOPoversight/status/1204770854682464257
[1] https://www.waynedupree.com/pelosi-dems-wanted-third-impeachment-article/
[1] https://www.waynedupree.com/spanberger-impeachment-virginia/

Top URLs in Tweet in G9:
[19] https://warroom.org/3799-2/
[5] https://thehill.com/opinion/judiciary/473849-two-house-articles-of-impeachment-fail-to-meet-constitutional-standards
[3] https://trendingpolitics.com/some-dems-considering-plan-b-instead-of-impeachment-to-avoid-embarrassment/#.XfEixBei-f4.twitter
[2] https://www.waynedupree.com/kevin-mccarthy-impeachment/
[2] https://www.waynedupree.com/impeachment-california-trump/
[2] https://freebeacon.com/culture/time-names-whistleblower-impeachment-witnesses-guardians-of-the-year/
[1] https://www.thedailybeast.com/fbi-would-have-been-derelict-not-to-use-the-steele-dossier-for-the-carter-page-fisa-warrant
[1] https://twitter.com/GarrettVentry/status/1204785388553936896
[1] https://twitter.com/julie_kelly2/status/1204794179890614273
[1] https://jonathanturley.org/2019/12/11/impeachment-addiction-rep-bass-lays-out-possible-second-impeachment-upon-taking-over-the-senate/

Top URLs in Tweet in G10:
[22] https://twitter.com/MoveOn/status/1204450678460035072
[7] https://www.washingtonpost.com/opinions/2019/12/10/how-narrow-will-articles-impeachment-be/
[6] https://trib.al/qublvTw
[5] https://www.salon.com/2019/12/10/experts-on-impeachment-is-this-the-express-lane-version-or-a-democratic-masterstroke/
[5] https://www.washingtonpost.com/opinions/2019/12/11/impeachment-is-pattern-practice-case/
[4] https://trib.al/i8iBZOt
[3] https://thehill.com/homenews/senate/474002-republicans-consider-skipping-witnesses-in-trump-impeachment-trial
[3] https://twitter.com/msnbc/status/1204792252305956864
[3] https://www.nytimes.com/2019/12/10/opinion/trump-impeachment.html
[2] https://www.impeach.org/

Top Domains
Top Domains in Tweet in Entire Graph:
[430] twitter.com
[169] freebeacon.com
[143] cnn.com
[134] trib.al
[133] thehill.com
[129] foxnews.com
[124] msnbc.com
[124] youtube.com
[115] conservativereview.com
[105] breitbart.com

Top Domains in Tweet in G1:
[27] twitter.com
[19] breitbart.com
[17] freebeacon.com
[17] conservativereview.com
[13] cnn.com
[12] nypost.com
[10] foxnews.com
[7] thehill.com
[6] trib.al
[4] newscorpse.com

Top Domains in Tweet in G2:
[54] breitbart.com
[50] twitter.com
[43] foxnews.com
[29] truepundit.com
[23] youtube.com
[22] thehill.com
[22] freebeacon.com
[19] dailycaller.com
[17] cnn.com
[15] thegreggjarrett.com

Top Domains in Tweet in G3:
[57] conservativereview.com
[18] twitter.com
[13] foxnews.com
[13] thehill.com
[10] theatlantic.com
[10] freebeacon.com
[9] cnn.com
[8] breitbart.com
[7] truepundit.com
[6] trendingpolitics.com

Top Domains in Tweet in G4:
[5] twitter.com
[5] cbs.com
[2] cnn.com
[2] co.uk
[2] npr.org
[1] rawstory.com
[1] thehill.com
[1] mediaite.com
[1] usatoday.com

Top Domains in Tweet in G5:
[11] trib.al
[9] foxnews.com
[7] pscp.tv
[7] cnn.com
[6] youtube.com
[6] twitter.com
[5] freebeacon.com
[4] conservativereview.com
[4] truepundit.com
[3] rawstory.com

Top Domains in Tweet in G6:
[86] twitter.com
[24] washingtonpost.com
[24] cnn.com
[24] nytimes.com
[22] foxnews.com
[18] rawstory.com
[17] thehill.com
[15] youtube.com
[15] trendingpolitics.com
[14] theguardian.com

Top Domains in Tweet in G7:
[113] msnbc.com
[48] twitter.com
[24] nytimes.com
[16] trib.al
[15] washingtonpost.com
[10] thedailybeast.com
[10] newsweek.com
[9] vanityfair.com
[9] businessinsider.com
[8] chicagotribune.com

Top Domains in Tweet in G8:
[19] waynedupree.com
[6] infowars.com
[5] twitter.com
[2] thegatewaypundit.com
[2] periscope.tv
[1] pscp.tv
[1] yahoo.com
[1] freebeacon.com
[1] trib.al

Top Domains in Tweet in G9:
[19] warroom.org
[9] waynedupree.com
[6] twitter.com
[5] thehill.com
[3] trendingpolitics.com
[2] time.com
[2] freebeacon.com
[1] thedailybeast.com
[1] jonathanturley.org
[1] latimes.com

Top Domains in Tweet in G10:
[34] twitter.com
[18] washingtonpost.com
[18] trib.al
[8] dailykos.com
[6] salon.com
[6] usatoday.com
[4] politico.com
[3] impeach.org
[3] moveon.org
[3] thehill.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[693] impeachment
[118] 11thhour
[108] usmca
[91] trump
[86] articlesofimpeachment
[50] democrats
[43] impeachandconvict
[41] maga
[32] defendourdemocracy
[32] impeachmentbackfire



Top Hashtags in Tweet in G1:
[97] impeachment
[28] democrats
[23] bengarrisoncartoon
[16] impeachmentsham
[12] usmca
[11] mepolitics
[8] articlesofimpeachment
[8] trump2020
[7] trump
[6] yuriylutsenko

Top Hashtags in Tweet in G2:
[232] impeachment
[62] usmca
[17] impeachinghearing
[17] yuriylutsenko
[14] impeachmentbackfire
[13] articlesofimpeachment
[11] watch
[10] gopcomplicity
[10] moscowmitch
[9] impeachmenthearings

Top Hashtags in Tweet in G3:
[46] impeachment
[27] democratparty
[15] usmca
[11] russiacollusion
[5] articlesofimpeachment
[5] impeachmentsham
[5] optics
[4] trumprallyhershey
[3] topbuzz
[3] impeachmentbackfire

Top Hashtags in Tweet in G4:
[11] lssc
[2] wednesdayvibes
[1] articlesofimpeachment
[1] smartnews

Top Hashtags in Tweet in G5:
[41] impeachment
[9] maga
[7] trump
[6] usmca
[5] ingrahamangle
[5] leningradlindsey
[5] cnn
[5] msnbc
[5] fbi
[4] impeachmenscam

Top Hashtags in Tweet in G6:
[52] impeachment
[17] trump
[7] foxnews
[6] impeachandconvict
[5] lindseygraham
[5] impeachmenthearings
[4] igreport
[4] democrats
[4] smartnews
[4] impeachandconvicttrump

Top Hashtags in Tweet in G7:
[113] 11thhour
[8] impeachment
[6] demforce
[4] corruptgop
[3] abuseofpower
[3] obstructionofcongress
[3] moscowmitch
[3] impeachmenthearing
[3] impeachandremovetrump
[3] liarinchief

Top Hashtags in Tweet in G8:
[24] impeachment
[21] articlesofimpeachment
[3] impeachmentscam
[2] nancypelosi
[2] quidproquo
[1] defeatnancy
[1] va07
[1] 2020landslide
[1] americafirst
[1] trump2020

Top Hashtags in Tweet in G9:
[3] va07
[3] impeachment
[2] trump
[1] wednesdaywisdom
[1] yuriylutsenko
[1] shamimpeachment
[1] impeachmentbackfire
[1] impeachmenthoax
[1] trump2020landslide
[1] usa

Top Hashtags in Tweet in G10:
[15] theview
[9] impeachment
[7] articlesofimpeachment
[6] trumpsimpeachmenttrial
[6] both
[5] trump
[5] williambarr
[4] dems
[3] leningradlindsey
[3] impeachtrumpnow

Top Words
Top Words in Tweet in Entire Graph:
[19162] Words in Sentiment List#1: Positive
[32677] Words in Sentiment List#2: Negative
[310] Words in Sentiment List#3: Angry/Violent
[594809] Non-categorized Words
[646650] Total Words
[18418] impeachment
[5350] trump
[4333] president
[4271] democrats
[3467] s

Top Words in Tweet in G1:
[2487] impeachment
[1599] law
[1550] broken
[912] tool
[906] abuse
[871] sentedcruz
[867] re
[851] realdonaldtrump
[840] evidence
[807] using

Top Words in Tweet in G2:
[2798] impeachment
[839] democrats
[728] trump
[636] president
[568] articles
[535] s
[432] house
[389] re
[380] dems
[373] senate

Top Words in Tweet in G3:
[1832] impeachment
[1063] election
[720] potus
[644] against
[579] democrats
[574] legitimate
[568] w
[563] realdonaldtrump
[531] party
[528] tried

Top Words in Tweet in G4:
[1457] president
[841] impeachment
[725] right
[725] lying
[725] again
[725] here
[724] job
[724] grounds
[723] democrat
[723] blow

Top Words in Tweet in G5:
[1018] impeachment
[358] s
[341] democrats
[313] cnn
[271] report
[244] re
[222] want
[220] president
[215] house
[212] aired

Top Words in Tweet in G6:
[635] impeachment
[311] trump
[115] articles
[110] democrats
[85] s
[74] house
[67] president
[52] #impeachment
[52] against
[45] news

Top Words in Tweet in G7:
[776] impeachment
[407] trump
[212] president
[201] more
[198] senate
[196] trial
[170] clause
[142] house
[140] congress
[138] feel

Top Words in Tweet in G8:
[1343] 000
[783] impeachment
[537] trump
[488] biden
[477] re
[470] started
[462] people
[454] think
[453] stupid
[450] anybody

Top Words in Tweet in G9:
[884] impeachment
[540] running
[304] hearing
[304] cnn
[301] ig
[287] lindsey
[285] hearings
[284] started
[280] airing
[280] opening

Top Words in Tweet in G10:
[577] impeachment
[307] trump
[220] house
[211] articles
[188] president
[160] t
[130] against
[113] two
[105] judiciary
[105] committee

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2772] articles,impeachment
[2151] law,broken
[1170] 000,000
[1092] using,impeachment
[1092] campaign,tool
[1088] zero,evidence
[1077] evidence,law
[1076] alleging,law
[1076] impeachment,campaign
[1075] broken,re

Top Word Pairs in Tweet in G1:
[1545] law,broken
[780] zero,evidence
[774] campaign,tool
[773] alleging,law
[773] using,impeachment
[772] evidence,law
[772] broken,re
[772] re,even
[772] even,alleging
[772] broken,abuse

Top Word Pairs in Tweet in G2:
[491] articles,impeachment
[241] house,democrats
[233] impeachment,inquiry
[202] send,senate
[201] unfair,impeachment
[200] based,thorough
[200] thorough,unfair
[199] yesterday,house
[199] democrats,confirmed
[199] confirmed,rush

Top Word Pairs in Tweet in G3:
[509] presidential,election
[509] waging,war
[509] war,against
[508] against,democracy
[507] bulletin,woman
[507] woman,tried
[507] tried,rig
[507] rig,party
[507] party,primary
[507] primary,colluded

Top Word Pairs in Tweet in G4:
[724] grounds,impeachment
[723] right,democrat
[723] democrat,president
[723] president,lying
[723] lying,blow
[723] blow,job
[723] job,grounds
[723] impeachment,republican
[723] republican,president
[723] president,betraying

Top Word Pairs in Tweet in G5:
[189] refusing,air
[174] impeachment,hearings
[165] opening,statement
[160] ig,report
[159] aired,second
[141] lindseygrahamsc's,opening
[135] house,democrats
[124] president,trump's
[115] don,t
[113] sham,impeachment

Top Word Pairs in Tweet in G6:
[79] articles,impeachment
[43] trump,impeachment
[26] impeachment,articles
[24] impeachment,hearings
[24] impeachment,against
[22] donald,trump
[22] president,trump
[20] house,democrats
[19] impeachment,trial
[16] abuse,power

Top Word Pairs in Tweet in G7:
[170] impeachment,clause
[166] impeachment,trial
[118] american,people
[113] frankfigliuzzi1,attorney
[113] attorney,general
[113] general,lying
[113] lying,american
[113] people,learn
[113] learn,more
[113] more,#11thhour

Top Word Pairs in Tweet in G8:
[894] 000,000
[449] impeachment,started
[448] anybody,remember
[448] remember,impeachment
[447] started,happened
[447] happened,biden
[447] biden,blackmailed
[447] blackmailed,ukraine
[447] ukraine,1
[447] 1,000

Top Word Pairs in Tweet in G9:
[285] impeachment,hearings
[280] opening,statement
[272] ig,hearing
[271] non,stop
[271] two,months
[270] fox,news
[270] news,running
[270] running,ig
[270] hearing,uninterrupted
[270] uninterrupted,msnbc

Top Word Pairs in Tweet in G10:
[181] articles,impeachment
[108] president,trump
[105] impeachment,against
[103] two,articles
[99] judiciary,committee
[99] against,president
[97] house,judiciary
[88] c,span2
[86] t,save
[86] committee,debate

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@speakerpelosi
@lindseygrahamsc
@senatemajldr
@thehill
@mikefarb1
@klasfeldreports
@donaldjtrumpjr
@lonestarmomcom
@repadamschiff

Top Replied-To in G1:
@realdonaldtrump
@lonestarmomcom
@kyledcheney
@gtconway3d
@jerseymom473
@jsavage207
@adamparkhomenko
@andyostroy
@whitehouse
@stevecollinssj

Top Replied-To in G2:
@speakerpelosi
@thehill
@senatemajldr
@jakesherman
@repadamschiff
@realdonaldtrump
@dailycaller
@lindseygrahamsc
@gop
@catturd2

Top Replied-To in G3:
@donaldjtrumpjr
@gopchairwoman
@bucksexton
@repandybiggsaz
@jennaellisesq
@realdonaldtrump
@potus
@speakerpelosi
@theprospect
@congressmanhice

Top Replied-To in G4:
@bebopjosh
@johncleese
@b52malmet
@ddy757
@p0wer2pe0ple
@sayshummingbird
@notgokaired
@chriswkruse

Top Replied-To in G5:
@lindseygrahamsc
@trumpwarroom
@realdonaldtrump
@mikayesfiona
@msnbc
@mzhemingway
@gop
@alx
@talleststone
@ainsworthkeith

Top Replied-To in G6:

Top Replied-To in G7:
@sethabramson
@hardfloor74
@teapainusa
@psychdr100
@postopinions
@frankfigliuzzi1
@deanobeidallah
@realdonaldtrump
@johnbonifaz
@waspy2525

Top Replied-To in G8:
@education4libs
@bullpup2a
@mitchellvii
@watspn1013

Top Replied-To in G9:
@jonathanturley
@julie_kelly2
@honestyus
@varadmehta
@jackposobiec
@jack
@baseballcrank
@mark_e_noonan
@twittersupport
@politibunny

Top Replied-To in G10:
@mikefarb1
@kylegriffin1
@funder
@tribelaw
@moveon
@jrubinblogger
@opcghost
@thomaskaine5
@teri_kanefield
@helenhs

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@sentedcruz
@potus
@speakerpelosi
@lindseygrahamsc
@repadamschiff
@tomfitton
@cnn
@frankfigliuzzi1
@housedemocrats

Top Mentioned in G1:
@sentedcruz
@realdonaldtrump
@tomfitton
@repswalwell
@potus
@nypost
@repgolden
@natseclisa
@whitehouse
@sarahnferris

Top Mentioned in G2:
@realdonaldtrump
@speakerpelosi
@repadamschiff
@potus
@stevescalise
@gop
@sentedcruz
@joebiden
@breitbartnews
@lindseygrahamsc

Top Mentioned in G3:
@potus
@realdonaldtrump
@sentedcruz
@housedemocrats
@kim_wehle
@rollingstone
@emmaogreen
@googlenews
@tedcruz
@speakerpelosi

Top Mentioned in G4:
@johncleese
@bexrexed
@watchdogdiva
@bebopjosh
@lindseygrahamsc
@realdirkg

Top Mentioned in G5:
@lindseygrahamsc
@cnn
@msnbc
@realdonaldtrump
@ingrahamangle
@sentedcruz
@potus
@donlemon
@jaketapper
@trumpwarroom

Top Mentioned in G6:
@inblondwetrust

Top Mentioned in G7:
@frankfigliuzzi1
@thedailybeast
@nytopinion
@postopinions
@bulwarkonline
@tomfriedman
@therickwilson
@jbouie
@michaelscherer
@dc_tribune

Top Mentioned in G8:
@realdonaldtrump
@lavellegerald
@sentedcruz
@potus
@speakerpelosi
@johndennissf
@education4libs
@trumptrain1111
@texasfreedom101
@jali_cat

Top Mentioned in G9:
@realdonaldtrump
@sentedcruz
@potus
@lindseygrahamsc
@twitter
@allidoisowen
@jackposobiec
@kurtschlichter
@varadmehta
@repadamschiff

Top Mentioned in G10:
@speakerpelosi
@usatoday
@moveon
@rosenzweigp
@usatodayopinion
@indivisibleteam
@realdonaldtrump
@jrubinblogger
@wethepeoplemar
@repjerrynadler

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@tomthunkitsmind
@robinsnewswire
@dichristine
@phildecarolis
@adrianat9735
@commonpatriot
@koltovskoyyakov
@peruenlanoticia
@cloudwanderer3

Top Tweeters in G1:
@adrianat9735
@elpoliticonews
@patriotmarie
@jtblogs
@docwashburn
@neelnabh
@eyegloarts
@kjones88swag
@jackiemcreath1
@bluesea1964

Top Tweeters in G2:
@sharneal
@missyjo79
@debrammason1
@inspiteoftrump
@jver1
@israelnewslinks
@thehill
@eavesdropann
@serafinos
@justmepammy

Top Tweeters in G3:
@soniaerasmus
@shoutgracegrace
@texasfreedom101
@dianabialkowski
@new_narrative
@zwoodbutcher
@anilns425
@emccoy_writer
@dianachic1
@justonepatriot

Top Tweeters in G4:
@homegypsy
@kenkircher1
@teakinrj
@everyhumanknows
@tjwoodstockny
@reporterphoenix
@88seattle61
@auntinaz
@b52malmet
@dragoncat936362

Top Tweeters in G5:
@mkues65
@princessbibirf_
@ektrit
@c_coolidge
@gaetasusan
@bamaperry
@lg4lg
@usahipster
@lindasuhler
@ruthieredsox

Top Tweeters in G6:
@koltovskoyyakov
@davidjones720
@cahulaan
@yuria2122
@usrealitycheck
@publimetromx
@cssueta
@theurbannewz
@lucmatte9
@analyticaglobal

Top Tweeters in G7:
@tomthunkitsmind
@robinsnewswire
@mattmurph24
@phillip92321
@dancas2
@bannerite
@ohiomail
@paxnostrum
@stockguy61
@marieproia

Top Tweeters in G8:
@lillys_news
@rettinol
@vito4224
@nltcny
@mindfulnesswins
@championmtager
@littlebitgood
@pbprecious7
@s_soteria
@waynedupreeshow

Top Tweeters in G9:
@kurtschlichter
@corrcomm
@putzie63
@pastorabharris
@jamess020770
@cat_1012000
@yoakumgirl923
@tullyframe
@gelicmonkey
@varadmehta

Top Tweeters in G10:
@dichristine
@phildecarolis
@sddphoto
@paulstewartii
@brontyman
@givemepie360
@awelab1956
@sophialamar1
@blogdiva
@newyorker2212


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