Senate, Twitter, 1/27/2020 9:59:26 PM, 220336


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Senate_2020-01-27_07-38-50.xlsx
Senate_2020-01-27_07-38-50.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
January 27, 2020
Short Description:
Senate via NodeXL http://bit.ly/2tUFVnO
@realdonaldtrump
@tribelaw
@kylegriffin1
@speakerpelosi
@funder
@hawleymo
@sethabramson
@trumpwarroom
@repadamschiff
@mittromney

Top hashtags:
#bolton
#boltonmusttestify
#senate
#releasemanzoorpashteen
#impeachment
#factsmatter

Description:
Description
The graph represents a network of 15,483 Twitter users whose recent tweets contained "Senate", 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 16:56 UTC.

The tweets in the network were tweeted over the 28-minute period from Monday, 27 January 2020 at 15:16 UTC to Monday, 27 January 2020 at 15:45 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 : 15483
Unique Edges : 20707
Edges With Duplicates : 3341
Total Edges : 24048
Number of Edge Types : 5
MentionsInRetweet : 4428
Retweet : 12918
Replies to : 2464
Tweet : 1416
Mentions : 2822
Self-Loops : 1455
Reciprocated Vertex Pair Ratio : 0.00119115685153421
Reciprocated Edge Ratio : 0.00237947936991386
Connected Components : 811
Single-Vertex Connected Components : 418
Maximum Vertices in a Connected Component : 13775
Maximum Edges in a Connected Component : 22221
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.362009
Graph Density : 8.76608916106804E-05
Modularity : 0.68189
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 15,483 Twitter users whose recent tweets contained "Senate", 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 16:56 UTC.

The tweets in the network were tweeted over the 28-minute period from Monday, 27 January 2020 at 15:16 UTC to Monday, 27 January 2020 at 15:45 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 : Senate
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:
[37] https://www.theatlantic.com/ideas/archive/2020/01/utter-ridiculousness-us-senate/605566/
[29] https://twitter.com/login?redirect_after_login=%2Fmessages%2Fcompose%3Frecipient_id%3D835740314006511618%26text%3Dsign%2520WKLYWP
[28] https://www.theepochtimes.com/trump-lawyers-to-resume-arguments-in-senate-impeachment-trial_3217239.html
[28] https://www.foxnews.com/media/jesse-watters-its-over-trump-legal-team-opening-impeachment-defense
[25] https://twitter.com/realDonaldTrump/status/1221663763138588672
[21] https://twitter.com/washingtonpost/status/1221780719501967360
[20] https://twitter.com/realdonaldtrump/status/1221663763138588672
[18] https://www.nytimes.com/2020/01/27/opinion/john-roberts-impeachment-witnesses.html
[16] https://twitter.com/kimleonard/status/1221787501330935809
[16] https://cnsnews.com/article/national/susan-jones/sen-graham-if-senate-seeks-witnesses-we-are-going-throw-country-chaos

Top URLs in Tweet in G1:
[11] https://www.theepochtimes.com/trump-lawyers-to-resume-arguments-in-senate-impeachment-trial_3217239.html
[6] https://dailycaller.com/2020/01/26/adam-schiff-trump-threat-nancy-pelosi-senate-republicans/
[4] https://twitter.com/realdonaldtrump/status/1221764212873224193
[3] https://www.foxnews.com/politics/fox-news-poll-record-economy-ratings-as-half-say-senate-should-remove-trump
[3] https://www.foxnews.com/politics/senate-impeachment-trial-poll-witnesses-testimony
[2] https://www.breitbart.com/politics/2020/01/26/white-house-lawyers-attack-democrat-mind-reading-in-senate-impeachment-trial/
[2] https://www.judicialwatch.org/videos/tom-fitton-senate-should-dismiss-trump-impeachment-trial-investigate-schiffs-misconduct/
[2] https://www.washingtontimes.com/news/2020/jan/25/george-soros-89-still-quest-destroy-america/
[2] https://www.pscp.tv/w/cPiw8zFQWEtkUm5HQVZZRWV8MWxEeExvQllteVBKbVlteU8lOLXK07bj02wAVAJv1g008asdM_zE_onnPb_-
[2] https://www.pscp.tv/w/cPiGkzFQWEtkUm5HQVZZRWV8MXJteFBYeXl3WFl4TlnfGsyVXqXMjDXGJhOc_8dqu97ORuJ5hfWEn7wFf5sf

Top URLs in Tweet in G2:
[24] https://www.theatlantic.com/ideas/archive/2020/01/utter-ridiculousness-us-senate/605566/
[7] https://www.nytimes.com/2020/01/26/us/politics/trump-bolton-book-ukraine.html
[7] https://secure.actblue.com/donate/swing-us-senate-left?refcode=sl_home_getinvolvedtile&_ga=2.208840018.1505133356.1550284406-1991405629.1550284406
[6] https://www.mediaite.com/a/wgang
[6] https://www.c-span.org/video/?468552-1/senate-impeachment-trial-day-7
[5] https://www.cbsnews.com/live-updates/trump-impeachment-trial-john-bolton-revelations-fuel-fresh-calls-for-senate-testimony-2020-01-27/
[5] https://twitter.com/GeoffRBennett/status/1221811703987539975
[4] https://twitter.com/juliehdavis/status/1221574136889253889
[4] https://www.theguardian.com/us-news/live/2020/jan/27/donald-trump-impeachment-trial-john-bolton-book-news-today-senate-democrats?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1580135918
[3] https://www.foxnews.com/politics/fox-news-poll-record-economy-ratings-as-half-say-senate-should-remove-trump

Top URLs in Tweet in G3:
[13] https://twitter.com/kimleonard/status/1221787501330935809
[7] https://twitter.com/mfalpac/status/1221811888939589634
[4] https://twitter.com/CAPAction/status/1221794204902477829
[3] https://www.youtube.com/watch?v=VDyZa3lwiSM&feature=youtu.be

[3] https://www.rawstory.com/2020/01/anxious-senate-republicans-face-a-massive-blowback-after-john-bolton-bombshell/#.Xi8CVQ22Q_A.twitter
[2] https://www.nytimes.com/2020/01/27/opinion/john-roberts-impeachment-witnesses.html
[2] https://www.theatlantic.com/ideas/archive/2020/01/utter-ridiculousness-us-senate/605566/
[2] http://www.cornyn.senate.gov/contact
[2] http://www.cruz.senate.gov/?p=form&id=16
[2] https://www.politico.com/news/2020/01/26/senate-republicans-impeachment-witnesses-evidence-105254

Top URLs in Tweet in G4:
[16] https://twitter.com/realDonaldTrump/status/1221663763138588672
[12] https://twitter.com/realdonaldtrump/status/1221663763138588672
[7] https://www.rawstory.com/2020/01/anxious-senate-republicans-face-a-massive-blowback-after-john-bolton-bombshell/
[3] https://actionnetwork.org/forms/take-action-to-remove-trump/
[3] https://thehill.com/homenews/senate/479993-senate-republicans-face-pivotal-moment-on-calling-new-witnesses
[3] https://americanindependent.com/john-bolton-book-donald-trump-quid-pro-quo-ukraine-joe-biden-democrats-impeachment-trial-senate/
[2] https://www.rawstory.com/2020/01/senate-gop-will-be-accessories-to-obstruction-if-they-shoot-down-a-move-by-justice-roberts-to-call-witnesses-ex-prosecutor/
[2] https://www.nytimes.com/2020/01/27/opinion/john-roberts-impeachment-witnesses.html
[2] https://www.usatoday.com/story/opinion/2020/01/24/trump-impeachment-trial-senate-removal-not-impossible-column/4533929002/
[2] https://secure.actblue.com/donate/resistancepledge2019?refcode=cpdawebsite_homepage&amount=10&recurring=1&utm_source=cpda_website_headerbutton&utm_medium=organic

Top URLs in Tweet in G5:
[14] https://twitter.com/Thomas1774Paine/status/1221655329181773825
[11] https://cnsnews.com/article/national/susan-jones/sen-graham-if-senate-seeks-witnesses-we-are-going-throw-country-chaos
[8] https://therightscoop.com/?p=309325
[3] https://freedomheadlines.com/freedom-wire/senate-gop-is-livid-over-jerry-nadlers-accusation-against-them/
[2] https://dailycaller.com/2020/01/26/adam-schiff-trump-threat-nancy-pelosi-senate-republicans/
[2] https://www.washingtonexaminer.com/opinion/columnists/impeachment-moves-to-senate-get-ready-for-a-scramble-and-a-january-surprise
[2] https://therightscoop.com/mark-levin-warns-senate-republicans-over-boltons-book-leak-in-the-ny-times/
[2] https://twitter.com/marklevinshow/status/1221805153994649601
[1] https://thehill.com/homenews/senate/479933-romney-its-very-likely-ill-be-in-favor-of-witnesses-in-trump-impeachment?amp#click=https://t.co/1XqyPs3bKE
[1] https://www.washingtonexaminer.com/news/analysis-relieved-republicans-welcome-trump-defense

Top URLs in Tweet in G6:
[24] https://www.foxnews.com/media/jesse-watters-its-over-trump-legal-team-opening-impeachment-defense
[5] https://www.theepochtimes.com/trump-lawyers-to-resume-arguments-in-senate-impeachment-trial_3217239.html
[2] https://legalinsurrection.com/2020/01/branco-cartoon-believe-all-witnesses/#Coupeachment
[2] https://www.hawley.senate.gov/
[2] https://www.youtube.com/watch?v=Wx09VuovR04&feature=youtu.be

[1] https://www.politico.com/news/2020/01/25/josh-hawley-biden-schiff-subpoena-votes-104610
[1] https://twitter.com/lindseygrahamsc/status/1221796478613585920
[1] https://amgreatness.com/2020/01/26/why-are-republicans-settling-for-acquittal-instead-of-total-victory/
[1] https://concernedwomen.org/impeachment-on-trial-in-the-us-senate/
[1] https://www.cnn.com/2020/01/20/politics/cnn-poll-trump-impeachment/index.html

Top URLs in Tweet in G7:
[3] https://twitter.com/ryanlizza/status/1221594548293586944
[2] https://www.dailykos.com/stories/2020/1/26/1914249/-On-the-Sunday-shows-Trump-s-Senate-bootlickers-show-how-low-they-can-go
[2] https://www.huffpost.com/entry/david-jolly-senate-bolton_n_5e2e626dc5b6779e9c35ea76?ncid=engmodushpmg00000004
[2] https://www.nytimes.com/2020/01/26/us/politics/trump-bolton-book-ukraine.html
[1] https://www.nbcnews.com/politics/trump-impeachment-inquiry/gop-senators-under-pressure-witness-testimony-trump-trial-after-bolton-n1123776?cid=eml_nbn_20200127
[1] https://www.nbcnews.com/politics/meet-the-press/schiff-no-exoneration-trump-without-witnesses-senate-trial-n1123261
[1] https://www.cnn.com/2020/01/26/politics/bolton-gop-witness-vote-trump-impeachment-trial/index.html
[1] https://www.axios.com/john-bolton-testimony-trump-impeachment-trial-853e86b0-cc70-4ac6-9e5f-a8da07e7ac93.html?utm_source=twitter&utm_medium=social&utm_campaign=organic
[1] https://www.wsj.com/articles/trump-defense-team-to-present-arguments-following-boltons-800-pound-gorilla-11580132745?shareToken=st6f33e269e2ec46c89fb2f3e07d2a62ba&reflink=share_mobilewebshare
[1] https://twitter.com/nytmike/status/1221607195588145152

Top URLs in Tweet in G8:
[10] https://www.thegatewaypundit.com/2020/01/angry-americans-heckle-liar-adam-schiff-after-senate-trial-move-to-venezuela-video/
[3] https://trib.al/jgEmrGl
[3] http://nymag.com/intelligencer/2020/01/senate-impeachment-trump-evidence-testimony-bolton-trial-obstruction.html?utm_source=msn&utm_medium=f1&utm_campaign=feed-part
[2] https://twitter.com/senschumer/status/1221616480091017218
[1] https://twitter.com/maggienyt/status/1221568821879885824
[1] https://www.foxnews.com/opinion/trumps-senate-impeachment-trial-judge-andrew-napolitano
[1] https://twitter.com/SenSherrodBrown/status/1221802390430584833
[1] https://twitter.com/brianschatz/status/1221578180798095360
[1] https://www.nytimes.com/2020/01/26/us/politics/trump-bolton-book-ukraine.html
[1] https://twitter.com/speakerpelosi/status/1221587345092292609

Top URLs in Tweet in G9:
[9] https://talkingpointsmemo.com/news/romney-bolton-testimony-increasingly-important
[5] https://www.nytimes.com/2020/01/27/opinion/john-roberts-impeachment-witnesses.html
[5] https://www.dailykos.com/stories/2020/1/27/1914372/-Senate-Republicans-fear-that-if-Bolton-testifies-the-floodgates-are-open
[4] https://www.nytimes.com/2020/01/25/opinion/sunday/trump-senate-impeachment-trial.html?smid=nytcore-ios-share
[3] https://actionnetwork.org/letters/tell-your-senators-vote-to-remove-trump-from-office?source=Twitter-schedule-012620
[3] https://www.cnn.com/2020/01/21/politics/senate-impeachment-trial-day-1/index.html
[2] https://www.washingtonpost.com/opinions/2020/01/27/george-conway-oped-bolton-testimony-would-be-devastating-not-even-republicans-could-look-away/
[2] https://www.nytimes.com/2020/01/26/us/politics/trump-bolton-book-ukraine.html
[2] https://twitter.com/NBCNews/status/1221814473289322497
[2] https://www.theatlantic.com/ideas/archive/2020/01/utter-ridiculousness-us-senate/605566/

Top URLs in Tweet in G10:
[2] https://thehill.com/homenews/senate/479993-senate-republicans-face-pivotal-moment-on-calling-new-witnesses
[2] https://twitter.com/dwaynecobb/status/1221818841187147781
[1] https://twitter.com/joelockhart/status/1221571486173093891
[1] https://twitter.com/maggieNYT/status/1221789190725283840
[1] https://twitter.com/maggieNYT/status/1221570551359123459
[1] https://twitter.com/meridithmcgraw/status/1221803771308789760
[1] https://www.nytimes.com/2020/01/26/us/politics/trump-bolton-book-ukraine.html
[1] https://twitter.com/abgutman/status/1221809610832719877
[1] https://twitter.com/HoffmanHopes/status/1221812535264993280
[1] https://twitter.com/dwaynecobb/status/1221795225020116992

Top Domains
Top Domains in Tweet in Entire Graph:
[545] twitter.com
[126] youtube.com
[70] nytimes.com
[65] foxnews.com
[59] thehill.com
[48] rawstory.com
[41] theatlantic.com
[35] senate.gov
[28] theepochtimes.com
[22] trib.al

Top Domains in Tweet in G1:
[17] twitter.com
[11] theepochtimes.com
[9] foxnews.com
[6] dailycaller.com
[4] youtube.com
[4] pscp.tv
[3] breitbart.com
[3] judicialwatch.org
[2] cnn.com
[2] politico.com

Top Domains in Tweet in G2:
[89] twitter.com
[26] theatlantic.com
[13] nytimes.com
[8] mediaite.com
[7] foxnews.com
[7] actblue.com
[7] c-span.org
[6] theguardian.com
[6] cbsnews.com
[5] thehill.com

Top Domains in Tweet in G3:
[39] twitter.com
[6] senate.gov
[5] nytimes.com
[5] rawstory.com
[3] dailykos.com
[3] thehill.com
[3] youtube.com
[2] axios.com
[2] washingtonpost.com
[2] theatlantic.com

Top Domains in Tweet in G4:
[46] twitter.com
[9] rawstory.com
[6] thehill.com
[5] nytimes.com
[5] usatoday.com
[3] actionnetwork.org
[3] americanindependent.com
[2] washingtonpost.com
[2] npr.org
[2] actblue.com

Top Domains in Tweet in G5:
[22] twitter.com
[11] cnsnews.com
[10] therightscoop.com
[4] washingtonexaminer.com
[3] freedomheadlines.com
[2] dailycaller.com
[1] thehill.com
[1] billoreilly.com
[1] theepochtimes.com
[1] youtube.com

Top Domains in Tweet in G6:
[26] foxnews.com
[5] theepochtimes.com
[4] thehill.com
[3] youtube.com
[2] twitter.com
[2] legalinsurrection.com
[2] cornell.edu
[2] senate.gov
[1] politico.com
[1] amgreatness.com

Top Domains in Tweet in G7:
[9] twitter.com
[6] huffpost.com
[3] politico.com
[2] nbcnews.com
[2] axios.com
[2] dailykos.com
[2] rawstory.com
[2] nytimes.com
[1] cnn.com
[1] wsj.com

Top Domains in Tweet in G8:
[17] twitter.com
[12] thegatewaypundit.com
[6] trib.al
[3] foxnews.com
[3] nytimes.com
[3] nymag.com
[2] theweek.com
[1] axios.com
[1] virginiamercury.com
[1] newsweek.com

Top Domains in Tweet in G9:
[27] twitter.com
[14] nytimes.com
[9] talkingpointsmemo.com
[5] dailykos.com
[4] washingtonpost.com
[4] actblue.com
[3] actionnetwork.org
[3] cnn.com
[3] theatlantic.com
[2] threadreaderapp.com

Top Domains in Tweet in G10:
[18] twitter.com
[3] thehill.com
[1] nytimes.com
[1] washingtonpost.com
[1] antoinepierce.com
[1] huffpost.com
[1] demcastusa.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[129] bolton
[124] boltonmusttestify
[118] senate
[113] releasemanzoorpashteen
[86] impeachment
[75] factsmatter
[64] impeachmenttrial
[64] منظور_غدار_ہوا_گرفتار
[48] releasemtvictims
[46] afghanistan



Top Hashtags in Tweet in G1:
[26] senate
[23] impeachment
[7] impeachmenttrial
[7] kag
[6] trump2020
[4] boltonmusttestify
[3] breaking
[3] house
[3] impeach
[3] trump

Top Hashtags in Tweet in G2:
[33] boltonmusttestify
[22] demandthetruth
[15] breaking
[14] bolton
[14] impeachment
[13] witnessesanddocuments
[11] boycottsimonandschuster
[10] moscowmitch
[10] topbuzz
[10] republicans

Top Hashtags in Tweet in G3:
[38] boltonmusttestify
[21] bolton
[13] republicans
[5] schiff
[4] moscowmitch
[4] trumpscandals
[4] witness
[4] trialshavewitnesses
[3] demandthetruth
[3] trumps

Top Hashtags in Tweet in G4:
[57] factsmatter
[19] boltonmusttestify
[10] swarmthecapitol
[9] removetrump
[5] senateisontrial
[5] senateisontrialnow
[4] americansdemandwitnesses
[4] swarmthesenate
[4] trump
[4] whitehouse

Top Hashtags in Tweet in G5:
[8] impeachmenttrial
[4] kag2020
[4] twgrp
[4] impeachment
[4] senate
[2] nhpolitics
[2] nhsen
[2] fitn
[2] livefreeordie
[1] nhgop

Top Hashtags in Tweet in G6:
[22] impeachmenttrial
[8] impeachment
[8] senate
[4] prayer
[4] hope
[3] senateimpeachmenttrial
[2] foxnews
[2] witnessesanddocuments
[2] breaking
[1] rt

Top Hashtags in Tweet in G7:
[7] bolton
[3] callthewitnesses
[2] impartialjustice
[2] factsmatter
[1] americansdemandwitnesses
[1] gopcoverup
[1] boltonbombshell
[1] demandthetruth
[1] boltonmusttestify
[1] sendlindseyhome

Top Hashtags in Tweet in G8:
[3] impeachment
[3] boltonmusttestify
[3] lucido
[2] breaking
[2] onevoice1
[2] nextrevfnc
[1] fakenews
[1] moscowmitch
[1] impeached45
[1] impeachedtrump

Top Hashtags in Tweet in G9:
[53] bolton
[5] boltonbook
[5] impeachmenttrial
[4] impeachment
[4] boltonbombshell
[4] boltonmusttestify
[3] removetrump
[3] factsmatter
[3] swarmthe
[2] witnessesanddocuments

Top Hashtags in Tweet in G10:
[7] patcipollone
[7] boltonmanuscript
[4] louisiana
[4] gop
[3] impeachment
[3] bolton
[2] disbartrumpslawyers
[2] senate
[2] johnbolton
[2] boltonbook

Top Words
Top Words in Tweet in Entire Graph:
[9112] Words in Sentiment List#1: Positive
[20011] Words in Sentiment List#2: Negative
[278] Words in Sentiment List#3: Angry/Violent
[559756] Non-categorized Words
[588951] Total Words
[19750] senate
[6003] bolton
[5912] witnesses
[5849] impeachment
[5662] trump

Top Words in Tweet in G1:
[4857] senate
[2628] impeachment
[2466] today
[2432] hoax
[2389] hearing
[2374] starts
[2371] 00
[1205] witnesses
[1148] realdonaldtrump
[921] call

Top Words in Tweet in G2:
[2304] senate
[993] bolton
[808] trump
[587] house
[552] trial
[530] witnesses
[379] impeachment
[352] republicans
[315] call
[308] testimony

Top Words in Tweet in G3:
[1207] senate
[979] roberts
[936] subpoena
[798] trump
[704] house
[646] cj
[600] bolton
[581] managers
[579] rules
[570] vii

Top Words in Tweet in G4:
[1224] senate
[874] gop
[604] one
[434] republicans
[414] bolton
[401] witnesses
[353] trump
[325] open
[322] floodgates
[321] witness

Top Words in Tweet in G5:
[1022] senate
[438] republicans
[429] schiff
[415] pelosi
[413] nancy
[394] adam
[386] trump
[324] impeachment
[281] trying
[278] threaten

Top Words in Tweet in G6:
[1040] senate
[891] biden
[641] witnesses
[544] call
[493] schiff
[455] adam
[452] hunter
[449] again
[441] minimum
[439] ask

Top Words in Tweet in G7:
[938] senate
[592] witnesses
[449] bolton
[418] one
[392] republicans
[387] trial
[328] vote
[297] house
[283] calling
[277] impeachment

Top Words in Tweet in G8:
[858] senate
[430] witnesses
[396] bolton
[354] trump
[340] ukraine
[338] testify
[302] call
[253] price
[216] republicans
[215] documents

Top Words in Tweet in G9:
[1104] senate
[512] bolton
[463] witnesses
[380] house
[363] subpoena
[265] trial
[229] impeachment
[215] trump
[183] justice
[181] testify

Top Words in Tweet in G10:
[621] senate
[375] trump
[361] bolton
[229] wh
[164] book
[158] gop
[135] trial
[118] mitch
[117] house
[105] realize

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2830] senate,hearing
[2814] impeachment,hoax
[2807] starts,today
[2805] today,00
[2799] hoax,starts
[2791] hearing,impeachment
[1985] john,bolton
[1600] senate,republicans
[1560] senate,trial
[1203] bolton,testify

Top Word Pairs in Tweet in G1:
[2381] impeachment,hoax
[2377] senate,hearing
[2369] starts,today
[2366] today,00
[2365] hearing,impeachment
[2361] hoax,starts
[659] john,bolton
[575] bolton,testify
[555] testify,senate
[508] house,never

Top Word Pairs in Tweet in G2:
[248] john,bolton
[244] senate,trial
[205] white,house
[205] senate,republicans
[191] impeachment,trial
[157] american,people
[136] bolton,testify
[115] allow,witnesses
[106] legal,team
[100] senate,impeachment

Top Word Pairs in Tweet in G3:
[570] rules,vii
[570] vii,xxiv
[569] managers,invoke
[339] cj,roberts
[319] senate,overrule
[313] subpoena,bolton
[309] relevant,documents
[307] trump,lawyers
[306] scenario,house
[306] house,managers

Top Word Pairs in Tweet in G4:
[322] floodgates,open
[287] one,witness
[280] sense,senate
[280] senate,one
[280] witness,allowed
[280] allowed,floodgates
[278] gop,coverup
[271] another,gop
[269] breaking,republicans
[269] republicans,still

Top Word Pairs in Tweet in G5:
[429] senate,republicans
[409] nancy,pelosi
[394] adam,schiff
[277] schiff,accused
[277] accused,trump
[277] trump,trying
[277] trying,threaten
[277] threaten,nancy
[277] pelosi,used
[277] used,same

Top Word Pairs in Tweet in G6:
[455] adam,schiff
[446] call,witnesses
[443] hunter,biden
[438] joe,biden
[437] witnesses,ask
[437] biden,joe
[406] again,senate
[405] senate,going
[405] going,call
[405] ask,hear

Top Word Pairs in Tweet in G7:
[296] senate,trial
[281] calling,witnesses
[262] mitt,romney
[261] republicans,vote
[258] trump's,senate
[257] romney,increasingly
[256] increasingly,enough
[256] enough,republicans
[256] vote,favor
[256] favor,calling

Top Word Pairs in Tweet in G8:
[229] senate,call
[208] refusal,senate
[203] witnesses,documents
[200] call,relevant
[200] relevant,witnesses
[199] senate,republicans
[191] aid,ukraine
[190] choice,clear
[188] amb,bolton
[188] bolton,reportedly

Top Word Pairs in Tweet in G9:
[168] chief,justice
[119] john,bolton
[117] white,house
[99] bolton,testify
[95] impeachment,trial
[93] neal_katyal,jgeltzer
[90] jgeltzer,mickeyedwardsok
[90] senate,rule
[85] senate,subpoena
[80] johnson,impeachment

Top Word Pairs in Tweet in G10:
[113] senate,trial
[111] bolton,book
[93] gop,senators
[92] translation,gop
[92] senators,privately
[92] privately,realize
[92] realize,wh
[92] wh,set
[92] set,hid
[92] hid,bolton

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@repadamschiff
@lindseygrahamsc
@tribelaw
@maggienyt
@matthewamiller
@speakerpelosi
@nytimes
@marklevinshow
@senschumer

Top Replied-To in G1:
@realdonaldtrump
@marshablackburn
@geraldorivera
@tomfitton
@andyostroy
@victoensing
@jennaellisesq
@newgopforusa
@pdenton20
@lindseygrahamsc

Top Replied-To in G2:
@repadamschiff
@realdonaldtrump
@maggienyt
@jrubinblogger
@senategop
@mkraju
@senatorromney
@acosta
@chrismurphyct
@_reaalamerican_

Top Replied-To in G3:
@tribelaw
@joycewhitevance
@brianschatz
@processparty
@aprilbites2
@jbview
@mog7546
@repmikejohnson
@jamesfish01
@heath_heyer

Top Replied-To in G4:
@realdonaldtrump
@sfpelosi
@rawstory
@alexsimonelis
@briantylercohen
@amerindependent
@lrbritto
@ddale8
@funder
@ilhanmn

Top Replied-To in G5:
@byronyork
@jackposobiec
@pharvey2001
@chuckwoolery
@naanders
@smm_lumani
@neoavatara
@mattwolking
@kamvtv
@alanhe

Top Replied-To in G6:
@hawleymo
@realdonaldtrump
@julie_kelly2
@dbongino
@jessebwatters
@ari_russian
@dineshdsouza
@sentedcruz
@matthewamiller

Top Replied-To in G7:
@revrrlewis
@kylegriffin1
@politico
@eliehonig
@lispower1
@rebeccaballhaus
@realdonaldtrump
@littleone7156
@maggienyt
@ggcolber

Top Replied-To in G8:
@speakerpelosi
@senschumer
@seanhannity
@washingtonpost
@sentinasmith
@dcexaminer
@jennycohn1
@amyklobuchar
@senduckworth
@evil_bastard

Top Replied-To in G9:
@neal_katyal
@preetbharara
@gtconway3d
@angrierwhstaff
@jgeltzer
@mylyonsroar
@acosta
@nytimes
@joshtpm
@barbmcquade

Top Replied-To in G10:
@matthewamiller
@nytimes
@kasie
@realdonaldtrump
@iamsophianelson
@sherylnyt
@repdougcollins
@costareports
@4evernevertrump
@johnpavlovitz

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@speakerpelosi
@neal_katyal
@mickeyedwardsok
@ambjohnbolton
@repadamschiff
@senatorromney
@jgeltzer
@foxnews
@astoraaron

Top Mentioned in G1:
@realdonaldtrump
@judicialwatch
@dailycaller
@nytimes
@janicegid
@ryanafournier
@wsj
@foxnews
@jeffreyguterman
@jennaellisesq

Top Mentioned in G2:
@realdonaldtrump
@ambjohnbolton
@repadamschiff
@maggienyt
@senatorromney
@nytmike
@gop
@potus
@senategop
@senatorcollins

Top Mentioned in G3:
@sam_vinograd
@axios
@tribelaw
@nytimes
@realdonaldtrump
@mkraju
@senatorromney
@asharangappa_
@senrobportman
@benjaminwittes

Top Mentioned in G4:
@secpompeo
@joncoopertweets
@remove_trumpnow
@manhattanda
@mtomasky
@senatorcollins
@funder
@senatorromney
@realdonaldtrump
@mcfaul

Top Mentioned in G5:
@realdonaldtrump
@orcusa1
@speakerpelosi
@brithume
@byronyork
@nhgop
@waynedmacdonal1
@repzoelofgren
@potus
@nedryun

Top Mentioned in G6:
@foxnews
@realdonaldtrump
@nedryun
@alandersh
@speakerpelosi
@stevescalise
@dineshdsouza
@repadamschiff
@epochtimes
@jessebwatters

Top Mentioned in G7:
@huffpostpol
@realdonaldtrump
@secpompeo
@courthousenews
@billhemmer
@senatorromney
@nytimes
@politico
@revrrlewis
@joenbc

Top Mentioned in G8:
@speakerpelosi
@realdonaldtrump
@gatewaypundit
@senschumer
@joebiden
@housedemocrats
@repadamschiff
@tedterry1
@senatedems
@tgowdysc

Top Mentioned in G9:
@neal_katyal
@mickeyedwardsok
@jgeltzer
@astoraaron
@nytopinion
@realdonaldtrump
@preetbharara
@projectlincoln
@allinwithchris
@gtconway3d

Top Mentioned in G10:
@realdonaldtrump
@submarine_guy
@teri_kanefield
@no_silenced
@antoinepierce
@cherijacobus
@costareports
@secpompeo
@kasie
@newday

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@alerttrade
@animalsholbox
@jim_peoples_
@tinamarie_80s
@cloudwanderer3
@hassan_k82
@sharneal
@1denmadrid
@rjber15

Top Tweeters in G1:
@alerttrade
@lovtoridemytrek
@mkues65
@amoltikam
@joej2020usa
@k1a1zzz
@reneecarrollaz
@carolmaewy
@shoutgracegrace
@homerwhite

Top Tweeters in G2:
@jjauthor
@phillip92321
@argojournal
@onahunttoday
@cindy_52s
@trump_enemy
@sueleugers
@harrellryan1
@jimpolk
@primal_digest

Top Tweeters in G3:
@inspiteoftrump
@mog7546
@vedehimajumdar
@ken_crichlow
@skywaker9
@tinyboo49
@profesortbaker
@artis_elemental
@ajgma
@leighlike1234

Top Tweeters in G4:
@tomthunkitsmind
@billm9
@rcrockett
@jilevin
@awelab1956
@bmangh
@tadrow
@whirledcitizen_
@smilan317
@shareitarie10

Top Tweeters in G5:
@serafinos
@tammywalt61
@icare4america16
@alicia45kag
@debhiers1
@harrietbaldwin
@growingaway
@conservativegm
@salomnm
@frespirit01

Top Tweeters in G6:
@soniaerasmus
@rockynickydog
@kassandratroy
@foxnews
@inittowinit007
@awhatdafudge
@turfline
@gracecourtwrig3
@valorof1776
@totemranch613

Top Tweeters in G7:
@rachel_mcrea
@mayirmamay14
@indignindigente
@billieo2
@ishagshafeeg
@barbaraward235
@smell3roses
@mardigroan
@rebellegrrl
@grannynannynews

Top Tweeters in G8:
@ericdemarylebon
@b140tweet
@5b20be6386164f8
@miss_placed_
@vi44
@dcexaminer
@kalaax008
@greeneyedlilo
@chennylou
@washingtonpost

Top Tweeters in G9:
@cloudwanderer3
@rjber15
@threadreaderapp
@russelltim151
@metaquest
@enrico056
@gstuedler
@patricklee6669
@sylviaz1913
@jjj5819

Top Tweeters in G10:
@truthglow
@1loriking
@grandpooba5440
@xtherenegade
@teckiegirl
@vabvox
@irhystay
@paladine
@thuglifesocial
@merlingyr