Impeach, Twitter, 2/10/2021 3:10:28 PM, 247439
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Impeach_2021-02-10_05-58-58.xlsx
Impeach_2021-02-10_05-58-58.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
February 10, 2021
Short Description:
Impeach via NodeXL https://bit.ly/36ZGBbZ
@rubinreport
@kylegriffin1
@actbrigitte
@beschlossdc
@bucksexton
@aliciasmith987
@realshekinahh
@gop
@jasonmillerindc
@marcorubio

Top hashtags:
#trumpisguilty
#moscowmitchmctraitor
#mitchmcspineless
#waytooearly
#convicttrump

Description:
Description
The graph represents a network of 17,139 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 Wednesday, 10 February 2021 at 14:38 UTC.

The tweets in the network were tweeted over the 9-hour, 36-minute period from Wednesday, 10 February 2021 at 04:21 UTC to Wednesday, 10 February 2021 at 13:58 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 : 17139
Unique Edges : 22020
Edges With Duplicates : 1279
Total Edges : 23299
Number of Edge Types : 5
Retweet : 14330
MentionsInRetweet : 2065
Tweet : 1739
Replies to : 3128
Mentions : 2037
Self-Loops : 1807
Reciprocated Vertex Pair Ratio : 0.00186273105029374
Reciprocated Edge Ratio : 0.00371853546910755
Connected Components : 1638
Single-Vertex Connected Components : 907
Maximum Vertices in a Connected Component : 13822
Maximum Edges in a Connected Component : 20120
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 5.683132
Graph Density : 7.14129637039731E-05
Modularity : 0.796286
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 17,139 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 Wednesday, 10 February 2021 at 14:38 UTC.

The tweets in the network were tweeted over the 9-hour, 36-minute period from Wednesday, 10 February 2021 at 04:21 UTC to Wednesday, 10 February 2021 at 13:58 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:
[749] https://www.washingtonpost.com/politics/2021/02/09/when-you-can-impeach-president-according-trumps-defenders/
[356] https://actionnetwork.org/letters/tell-congress-impeach-and-remove-trump/
[337] https://twitter.com/CortesSteve/status/1359153003547267078
[201] https://hannity.com/media-room/flashback-rashida-tlaib-screams-were-gonna-impeach-the-mother-fer-in-jan-2019/?utm_source=hootsuite
[142] https://miami.cbslocal.com/2021/02/09/sen-marco-rubio-displeased-that-senate-impeachment-trial-moving-forward/
[123] https://www.zerohedge.com/political/dont-impeach-trump-impeach-deep-state-its-conspiracy-kill-constitution
[98] https://justthenews.com/government/congress/rand-paul-suggests-impeaching-chuck-schumer
[96] https://www.theatlantic.com/ideas/archive/2021/02/jamie-raskins-appeal-to-the-sacred/617982/
[77] https://time.com/5937520/senator-duckworth-impeachment-constitution/
[65] https://www.waynedupree.com/2021/02/rand-paul-schumer-impeached/

Top URLs in Tweet in G1:
[522] https://www.washingtonpost.com/politics/2021/02/09/when-you-can-impeach-president-according-trumps-defenders/
[47] https://www.nytimes.com/2021/02/09/opinion/trump-impeachment-founders.html?action=click&module=Opinion&pgtype=Homepage
[11] https://addup.sierraclub.org/campaigns/demand-accountability-impeach--remove-trump?promoid=7013q000001knsRAAQ&utm_medium=recruit&utm_source=twitter&utm_campaign=addup&tc=false
[9] https://www.foxnews.com/politics/trump-impeachment-schumer-rand-paul-senate
[8] https://actionnetwork.org/letters/tell-congress-impeach-and-remove-trump/
[7] https://twitter.com/messages/compose?recipient_id=835740314006511618&text=resist
[5] https://twitter.com/Hunter19302/status/1346586405300891649
[4] https://twitter.com/atrupar/status/1227034632455163906
[4] https://abcnews.go.com/Politics/trumps-lawyers-longer-impeachable-trump-called-impeaching-obama/story?id=75783916
[4] https://www.washingtonpost.com/opinions/2021/02/09/republicans-should-convict-trump/

Top URLs in Tweet in G2:
[8] https://hannity.com/media-room/flashback-rashida-tlaib-screams-were-gonna-impeach-the-mother-fer-in-jan-2019/?utm_source=hootsuite
[2] https://justthenews.com/government/congress/rand-paul-suggests-impeaching-chuck-schumer
[1] https://twitter.com/mattgaetz/status/1359205859851698179
[1] https://twitter.com/carlossimancas/status/1359482139209838592
[1] https://twitter.com/TTuberville/status/1359275811463974915
[1] https://rumble.com/vdp21b-gingrich-lawmakers-who-vote-to-impeach-trump-attacking-american-system.html
[1] https://www.foxnews.com/opinion/impeachment-trial-trump-challenge-sen-rand-paul
[1] https://hannity.com/media-room/sen-cotton-theres-no-constitutional-authority-to-impeach-a-man-who-left-office-three-weeks-ago/
[1] https://twitter.com/VicToensing/status/1359284203733585926

Top URLs in Tweet in G3:
[335] https://twitter.com/CortesSteve/status/1359153003547267078
[150] https://hannity.com/media-room/flashback-rashida-tlaib-screams-were-gonna-impeach-the-mother-fer-in-jan-2019/?utm_source=hootsuite
[16] https://rumble.com/SebGorka
[11] https://justthenews.com/government/congress/rand-paul-suggests-impeaching-chuck-schumer
[7] https://www.waynedupree.com/2021/02/rand-paul-schumer-impeached/
[7] https://www.thenation.com/article/politics/liz-cheney-impeach/
[5] https://hannity.com/media-room/sen-cotton-theres-no-constitutional-authority-to-impeach-a-man-who-left-office-three-weeks-ago/
[3] https://twitter.com/ChuckCallesto/status/1359346806442852355
[3] https://trib.al/4kfFcDa
[3] https://trib.al/U1uCyue

Top URLs in Tweet in G4:
[14] https://www.zerohedge.com/political/dont-impeach-trump-impeach-deep-state-its-conspiracy-kill-constitution
[11] https://www.npr.org/sections/trump-impeachment-trial-live-updates/2021/02/09/965914210/meet-the-house-managers-laying-out-the-case-to-impeach-donald-trump
[9] http://www.msn.com/en-us/tv/news/jimmy-kimmel-tears-into-%e2%80%9ccoward%e2%80%9d-gop-senators-hesitant-to-impeach-trump-%e2%80%9ctheyre-just-too-afraid%e2%80%9d/ar-BB1dy8bu?ocid=st
[5] https://twitter.com/realshekinahh/status/1359261436485115904
[5] https://addup.sierraclub.org/campaigns/demand-accountability-impeach--remove-trump?utm_medium=recruit&utm_source=twitter&utm_campaign=addup&tc=
[4] https://twitter.com/SenatorLankford/status/1359266569298317313
[4] http://www.msn.com/en-us/news/politics/hannity-democrats-have-obsessive-compulsive-need-to-impeach-trump/vi-BB1dy8MJ?ocid=st
[4] https://www.armstrongeconomics.com/international-news/politics/six-republicans-who-voted-to-impeach-trump-led-by-mitt-romney-of-course/
[4] https://www.nytimes.com/2021/02/09/us/politics/trump-impeachment-trial.html
[4] https://twitter.com/atrupar/status/1227034632455163906

Top URLs in Tweet in G5:
[10] https://www.patriotsgazette.com/politics/alan-dershowitz-newsmax-senate-cant-impeach-trump
[9] https://hannity.com/media-room/flashback-rashida-tlaib-screams-were-gonna-impeach-the-mother-fer-in-jan-2019/?utm_source=hootsuite
[1] https://washex.am/3jzd124
[1] https://www.washingtonexaminer.com/news/rand-paul-impeach-chuck-schumer
[1] https://twitter.com/heatherjones333/status/1359487031215292423
[1] https://twitter.com/ACTBrigitte/status/1359209703742529540
[1] https://twitter.com/RepMattGaetz/status/1359221835569786881
[1] https://twitter.com/MacFilm4/status/1359343182652334083
[1] https://www.zerohedge.com/political/dont-impeach-trump-impeach-deep-state-its-conspiracy-kill-constitution
[1] https://twitter.com/actbrigitte/status/1359209703742529540

Top URLs in Tweet in G6:
[8] https://www.newsbusters.org/blogs/nb/bill-dagostino/2021/02/08/obsessed-media-have-never-stopped-lobbying-trumps-impeachment
[7] https://hannity.com/media-room/flashback-rashida-tlaib-screams-were-gonna-impeach-the-mother-fer-in-jan-2019/?utm_source=hootsuite
[4] https://twitter.com/3sidedstory/status/1359325429186793474
[2] https://twitter.com/georgepapa19/status/1359251134251102208
[2] https://www.westernjournal.com/trey-gowdy-reveals-democrats-picked-dumbest-impeachment-articles/?utm_source=Twitter&utm_medium=PostSideSharingButtons&utm_campaign=websitesharingbuttons
[1] https://twitter.com/realgeorgewebb1/status/1359150174908612612
[1] https://www.waynedupree.com/2021/02/rand-paul-schumer-impeached/
[1] https://twitter.com/realshekinahh/status/1359261436485115904
[1] https://hannity.com/media-room/sen-cotton-theres-no-constitutional-authority-to-impeach-a-man-who-left-office-three-weeks-ago/
[1] https://www.foxnews.com/politics/trump-impeachment-schumer-rand-paul-senate

Top URLs in Tweet in G7:
[5] https://hannity.com/media-room/flashback-rashida-tlaib-screams-were-gonna-impeach-the-mother-fer-in-jan-2019/?utm_source=hootsuite
[4] https://justthenews.com/government/congress/rand-paul-suggests-impeaching-chuck-schumer
[3] https://twitter.com/donaldjtrumpjr/status/1359306683890171905
[1] https://twitter.com/CoryBooker/status/1359321337853009921
[1] https://twitter.com/Jim_Jordan/status/1359281537431265287
[1] https://twitter.com/ahh198652/status/1359398255122128897
[1] https://twitter.com/barbarabollier/status/1359256460916633602
[1] https://www.foxnews.com/politics/trump-impeachment-schumer-rand-paul-senate

Top URLs in Tweet in G8:
[18] https://twitter.com/TrumpWarRoom/status/1359338622466600960
[4] https://twitter.com/joe7993/status/1359149650834575361
[3] https://deroymurdock.com/2021/02/04/democrats-fight-like-hell-evidence-against-trump-fizzles-in-ice-water/
[2] https://twitter.com/ACTBrigitte/status/1359209703742529540
[1] https://www.huffpost.com/entry/donald-trump-impeachment-trial-senate_n_60231da2c5b6173dd2fa50b6?ri18n=true&ncid=newsltushpmgnews
[1] https://newsmax.com/
[1] https://www.newsmax.com/politics/republicans/2021/02/09/id/1009357/#
[1] https://twitter.com/SenBobCasey/status/1359329477508161536
[1] https://www.youtube.com/watch?v=ElXVtZX9mEg&feature=youtu.be

[1] https://twitter.com/TrumpWarRoom/status/1359483481273827328

Top URLs in Tweet in G9:
[26] https://www.huffpost.com/entry/donald-trump-impeachment-trial-senate_n_60231da2c5b6173dd2fa50b6?ri18n=true&ncid=newsltushpmgnews
[18] https://actionnetwork.org/letters/tell-congress-impeach-and-remove-trump/
[13] https://www.amazon.com/Impeach-Case-Against-Donald-Trump/dp/0358391172
[10] https://www.washingtonpost.com/politics/2021/02/09/when-you-can-impeach-president-according-trumps-defenders/
[8] https://m.huffpost.com/us/entry/us_60231da2c5b6173dd2fa50b6?ri18n=true&ncid=newsltushpmgnews
[6] https://trib.al/iIno9G3
[4] https://u1584542.ct.sendgrid.net/ss/c/atcYNHk4Eh2YdGnwBh-YDLl-Sd3ElJFp4fR6MeMO6krvOQt_OXoAccOr68zieGSxEMU64X1M-Ev3wBUJJbBwy0cKorcnEEViEy1I7Cah98rvKZfIjKpFO6AF8Xr7l-5-YnPlVhnbObPQxTStoU1DJoHNN1PyKSl9fwLHGxgRBu_eRCfqaXMVY9Ru9PiKSQPPnvRCqRCUir0XyPByeZfF5MOgFHi8vmxFjG5hatWE4ee7w4ze7HSB6pSpVQW0EHOPMZ5gHbkJ2STAAgNO49mWyb2MmSopQ7c0ytm96Prc3Qo/39a/W51McNJDSva26PxsqIBYGA/h0/xcXlkhAulfo5g6WMKXwpUTi89auWntPX8IqA9GSx1uM
[2] https://www.npr.org/sections/trump-impeachment-trial-live-updates/2021/02/09/965914210/meet-the-house-managers-laying-out-the-case-to-impeach-donald-trump?utm_source=twitter.com&utm_medium=social&utm_term=nprnews&utm_campaign=npr
[2] https://www.msnbc.com/the-reidout/watch/neal-katyal-jamie-raskin-gave-best-oral-argument-i-ve-ever-heard-in-trump-impeachment-trial-100776005595
[2] https://www.nytimes.com/2021/01/12/us/politics/jamie-raskin-trump.html?smid=tw-share

Top URLs in Tweet in G10:
[307] https://actionnetwork.org/letters/tell-congress-impeach-and-remove-trump/
[138] https://miami.cbslocal.com/2021/02/09/sen-marco-rubio-displeased-that-senate-impeachment-trial-moving-forward/
[94] https://www.theatlantic.com/ideas/archive/2021/02/jamie-raskins-appeal-to-the-sacred/617982/
[43] https://www.kxan.com/news/texas-politics/ambush-of-biden-campaign-bus-in-central-texas-could-play-a-role-in-trump-impeachment-trial/
[27] https://secure.actblue.com/donate/allenellison2022?express_lane=true&amount=25
[9] https://www.npr.org/sections/trump-impeachment-trial-live-updates/2021/02/09/965970361/senate-votes-its-constitutional-to-try-former-president-donald-trump
[6] https://www.washingtonpost.com/politics/2021/02/09/when-you-can-impeach-president-according-trumps-defenders/
[5] https://gizmodo.com/cnn-offers-free-live-tv-stream-of-trumps-second-impeach-1846227826
[4] https://www.huffpost.com/entry/adam-kinzinger-convict-trump_n_602221b5c5b6173dd2f90a00
[3] https://finance.yahoo.com/news/donald-trumps-campaign-overturn-election-222806659.html

Top Domains
Top Domains in Tweet in Entire Graph:
[827] twitter.com
[791] washingtonpost.com
[356] actionnetwork.org
[214] hannity.com
[142] cbslocal.com
[125] zerohedge.com
[98] justthenews.com
[96] theatlantic.com
[80] time.com
[65] huffpost.com

Top Domains in Tweet in G1:
[528] washingtonpost.com
[51] nytimes.com
[43] twitter.com
[16] sierraclub.org
[9] foxnews.com
[8] actionnetwork.org
[4] nypost.com
[4] politico.com
[4] npr.org
[4] go.com

Top Domains in Tweet in G2:
[9] hannity.com
[4] twitter.com
[2] justthenews.com
[1] rumble.com
[1] foxnews.com

Top Domains in Tweet in G3:
[356] twitter.com
[158] hannity.com
[20] rumble.com
[11] justthenews.com
[7] waynedupree.com
[7] thenation.com
[6] trib.al
[4] foxnews.com
[2] politico.com
[2] sierraclub.org

Top Domains in Tweet in G4:
[201] twitter.com
[22] msn.com
[15] zerohedge.com
[14] npr.org
[8] youtube.com
[8] washingtonpost.com
[8] foxnews.com
[7] nytimes.com
[7] armstrongeconomics.com
[7] sierraclub.org

Top Domains in Tweet in G5:
[10] patriotsgazette.com
[9] hannity.com
[6] twitter.com
[1] washex.am
[1] washingtonexaminer.com
[1] zerohedge.com

Top Domains in Tweet in G6:
[8] twitter.com
[8] hannity.com
[8] newsbusters.org
[2] westernjournal.com
[1] waynedupree.com
[1] foxnews.com

Top Domains in Tweet in G7:
[7] twitter.com
[5] hannity.com
[4] justthenews.com
[1] foxnews.com

Top Domains in Tweet in G8:
[26] twitter.com
[3] deroymurdock.com
[2] newsmax.com
[1] huffpost.com
[1] youtube.com
[1] hannity.com

Top Domains in Tweet in G9:
[34] huffpost.com
[18] actionnetwork.org
[13] amazon.com
[10] washingtonpost.com
[7] trib.al
[5] twitter.com
[4] sendgrid.net
[2] npr.org
[2] msnbc.com
[2] nytimes.com

Top Domains in Tweet in G10:
[307] actionnetwork.org
[138] cbslocal.com
[94] theatlantic.com
[43] kxan.com
[27] actblue.com
[12] npr.org
[7] twitter.com
[6] huffpost.com
[6] washingtonpost.com
[5] gizmodo.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[456] trumpisguilty
[446] moscowmitchmctraitor
[444] mitchmcspineless
[444] waytooearly
[417] convicttrump
[222] maga
[139] impeach
[133] impeachmenttrial
[126] impeachment
[112] trump



Top Hashtags in Tweet in G1:
[26] impeach
[18] trump
[15] hypocrites
[15] moscowmitch
[14] convictanddisqualify
[14] impeachmenttrial
[9] impeachment
[9] convictanddisqualifytrump
[8] impeachandconvict
[6] trumpisguilty

Top Hashtags in Tweet in G2:
[4] impeachment
[1] maga

Top Hashtags in Tweet in G3:
[218] maga
[8] impeachmenttrial
[6] shamimpeachment
[5] impeach
[4] trump
[4] whatgoesaround
[3] peacefullyandpatriotically
[3] america
[3] constitution
[2] saveamerica

Top Hashtags in Tweet in G4:
[28] impeach
[12] impeachment
[11] trump
[8] impeachmenttrial
[7] impeachandconvict
[4] convicttrump
[4] trumpimpeachmenttrial
[4] gopcomplicittraitors
[4] convictanddisqualify
[3] republican

Top Hashtags in Tweet in G5:
[7] impeach
[2] impeachment
[1] pedoland
[1] demoniocrats

Top Hashtags in Tweet in G6:
[3] impeachment
[3] trump

Top Hashtags in Tweet in G7:
[10] scam
[3] impeachmenttrial
[3] impeachment
[3] impeach
[3] criminal
[2] biden
[2] electionfraud
[2] whitewave

Top Hashtags in Tweet in G8:
[8] weloveyoutrump
[2] lizcheney
[2] workingfamilies
[2] caresact
[1] uspolitics
[1] needtermlimitsindc
[1] republican
[1] congress
[1] impeach
[1] obama

Top Hashtags in Tweet in G9:
[40] convicttrump
[23] 1/6/2021 12:00:00 AM
[22] truthortrump
[9] impeachmenttrial
[9] saveamerica
[8] wethepeople
[8] timeforgopaccountability
[6] votetoconvict
[4] impeach
[4] moscowmitch

Top Hashtags in Tweet in G10:
[326] convicttrump
[45] impeachmenttrial
[34] trump
[27] unseatrubio
[19] insurrection
[18] impeachment
[12] impeach
[10] moscowmitchmctraitor
[10] mitchmcspineless
[10] trumpisguilty

Top Words
Top Words in Tweet in Entire Graph:
[20430] impeach
[8087] trump
[7836] president
[2631] office
[2453] impeachments
[2424] former
[2213] house
[2104] congress
[2083] election
[2024] impeachment

Top Words in Tweet in G1:
[2092] impeachments
[1579] impeach
[1091] election
[1058] happen
[1051] year
[773] president
[602] trump
[545] before
[532] trump's
[529] according

Top Words in Tweet in G2:
[1522] impeach
[941] congress
[792] move
[792] lives
[329] democrats
[318] impeachment
[308] next
[290] political
[288] ruined
[288] option

Top Words in Tweet in G3:
[1916] impeach
[495] trump
[392] office
[377] speakerpelosi
[318] president
[281] former
[266] house
[258] joebiden
[256] dems
[242] campaign

Top Words in Tweet in G4:
[998] impeach
[506] trump
[239] president
[111] office
[109] vote
[102] republicans
[98] impeachment
[90] people
[81] time
[69] senators

Top Words in Tweet in G5:
[1164] impeach
[486] lied
[372] biden
[369] joe
[273] obama
[253] barack
[253] trump's
[245] 2023
[244] let's
[243] fun

Top Words in Tweet in G6:
[815] impeach
[688] president
[491] re
[486] office
[485] obama
[478] former
[472] constitution
[471] barack
[468] impeached
[468] next

Top Words in Tweet in G7:
[892] impeach
[673] president
[263] trying
[247] many
[187] re
[185] citizen
[184] time
[170] private
[170] trump
[159] congress

Top Words in Tweet in G8:
[738] impeach
[365] george
[327] trump
[285] democrats'
[269] washington
[229] dems
[225] make
[204] democrats
[197] house
[176] argument

Top Words in Tweet in G9:
[595] trump
[554] impeach
[485] voted
[312] rs
[281] impeachment
[248] house
[202] vote
[180] republicans
[173] remove
[173] senators

Top Words in Tweet in G10:
[375] senate
[349] impeach
[326] #convicttrump
[315] tell
[251] vote
[245] trump
[227] marcorubio
[188] violation
[159] president
[147] days

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3114] impeach,president
[2581] impeach,trump
[1728] former,president
[1216] impeachments,happen
[1149] president,trump
[1127] impeach,former
[1115] mitch,mcconnell
[1113] impeach,congress
[1051] congress,move
[1051] move,lives

Top Word Pairs in Tweet in G1:
[1046] impeachments,happen
[570] impeach,president
[526] president,according
[523] according,trump's
[523] trump's,defenders
[523] defenders,impeachments
[523] impeachments,year
[523] year,before
[523] before,presidential
[523] presidential,election

Top Word Pairs in Tweet in G2:
[800] impeach,congress
[792] congress,move
[792] move,lives
[288] democrats,ruined
[288] ruined,impeachment
[288] impeachment,option
[288] option,moved
[288] moved,political
[288] political,tool
[288] tool,impeach

Top Word Pairs in Tweet in G3:
[338] impeach,speakerpelosi
[237] impeach,former
[224] 2022,impeach
[223] house,2022
[220] impeach,joebiden
[218] dems,claim
[218] claim,impeach
[218] former,federal
[218] federal,officer
[218] officer,conduct

Top Word Pairs in Tweet in G4:
[207] impeach,trump
[74] vote,impeach
[65] impeach,president
[53] trying,impeach
[50] donald,trump
[42] former,president
[35] private,citizen
[35] impeach,former
[34] voted,impeach
[30] impeach,obama

Top Word Pairs in Tweet in G5:
[365] joe,biden
[363] impeach,joe
[253] impeach,barack
[253] barack,obama
[244] let's,impeach
[243] obama,fun
[243] fun,2023
[243] 2023,lied
[243] lied,benghazi
[243] benghazi,spied

Top Word Pairs in Tweet in G6:
[474] former,president
[474] president,office
[471] impeach,barack
[471] barack,obama
[464] re,changing
[464] changing,constitution
[464] constitution,former
[464] office,allowed
[464] allowed,impeached
[464] impeached,impeach

Top Word Pairs in Tweet in G7:
[245] impeach,president
[170] private,citizen
[163] impeach,private
[155] citizen,president
[155] president,lying
[155] lying,whole
[155] whole,time
[155] time,re
[155] re,trying
[155] trying,unconstitutionally

Top Word Pairs in Tweet in G8:
[269] george,washington
[176] democrats,impeach
[175] house,democrats
[174] using,raskin's
[174] raskin's,argument
[174] argument,house
[174] impeach,george
[121] voices,heard
[113] impeach,maxine
[112] dems,impeach

Top Word Pairs in Tweet in G9:
[239] impeach,trump
[164] voted,impeach
[158] remove,mtg
[158] senators,voted
[157] republicans,voted
[157] voted,remove
[157] try,trump
[156] disagree,notion
[156] notion,nothing
[156] nothing,changed

Top Word Pairs in Tweet in G10:
[303] tell,senate
[209] vote,#convicttrump
[206] senate,vote
[140] cult,leader
[138] poor,wittle
[138] wittle,marcorubio
[138] marcorubio,sad
[138] sad,cult
[138] leader,face
[138] face,few

Top Replied-To
Top Replied-To in Entire Graph:
@billhagertytn
@marcorubio
@senatorlankford
@johncornyn
@donaldjtrumpjr
@kylegriffin1
@jim_jordan
@leadermcconnell
@sentedcruz
@sethabramson

Top Replied-To in G1:
@johncornyn
@kylegriffin1
@donaldjtrumpjr
@jim_jordan
@leadermcconnell
@sentedcruz
@tedcruz
@gop
@senategop
@lisamurkowski

Top Replied-To in G2:
@rubinreport
@richardgrenell
@elizbethlmaness
@johnheretohelp
@kylenabecker
@lmclean65926509
@parco_de
@jiminhofe
@anthonysabatini

Top Replied-To in G3:
@sebgorka
@seanhannity
@senschumer
@speakerpelosi
@potus
@sentedcruz
@piersmorgan
@chuckcallesto
@joebiden
@franklin_graham

Top Replied-To in G4:

Top Replied-To in G5:
@mckaylarosej
@actbrigitte
@mynamed77626608
@teammjofficial
@perspicaciousxy
@senbillcassidy
@oscarsanl
@joebiden
@wadelia_
@weaverxp

Top Replied-To in G6:
@buzzpatterson
@treesa6404
@chuckwoolery
@p8r1ot
@realshekinahh
@madams527
@pauldmiller2

Top Replied-To in G7:
@realmattcouch
@scottpresler
@tx_walkerranger
@w_terrence
@cernovich
@jeremyvineon5
@dc_draino
@_mikeinscotland
@faultfinderuk
@wmcactionnews5

Top Replied-To in G8:
@trumpwarroom
@jasonmillerindc
@mzhemingway
@repmattgaetz
@newsmax
@melanitaylor88
@explicitrealist
@williegeist
@theblaze
@sebgorka

Top Replied-To in G9:
@projectlincoln
@funder
@cnn
@foxnews
@joncoopertweets
@donwinslow
@bcool333
@repadamschiff
@nicolledwallace
@npr

Top Replied-To in G10:
@marcorubio
@thehill
@dearauntcrabby
@kelemencari
@rogerwicker
@senrickscott
@antrubio23
@solus2sail
@johnwdean
@reallyamerican1

Top Mentioned
Top Mentioned in Entire Graph:
@speakerpelosi
@joebiden
@marcorubio
@gop
@barackobama
@jasonmillerindc
@grahamdavida
@bbcnews
@skynews
@leadermcconnell

Top Mentioned in G1:
@gop
@leadermcconnell
@senategop
@lisamurkowski
@sentoomey
@billcassidy
@mittromney
@bensasse
@senatorcollins
@lindseygrahamsc

Top Mentioned in G2:
@barackobama
@kylenabecker
@kurtschlichter
@ayemojubar
@joebiden

Top Mentioned in G3:
@speakerpelosi
@joebiden
@barackobama
@potus
@victoensing
@congressmanhice
@repmaxinewaters
@kamalaharris
@seanhannity
@senschumer

Top Mentioned in G4:

Top Mentioned in G5:
@keata16
@kaitmarieox
@vanessavallej0
@potus
@abc

Top Mentioned in G6:
@westjournalism
@whnurseryrhymes
@bradthinks71
@chuckwoolery
@christo84801994

Top Mentioned in G7:
@sarahpalinusa
@joebiden
@lindseygrahamsc
@gmb
@piersmorgan
@cernovich
@manofjustice007
@jamescheef
@realpersonpltcs
@jasonmillerindc

Top Mentioned in G8:
@jasonmillerindc
@randpaul
@repmattgaetz
@lindseygrahamsc
@trumpwarroom
@newsmax
@uscongress
@itsrichie2u
@scottadamssays
@stinchfield1776

Top Mentioned in G9:
@repraskin
@sammykoppelman
@cnn
@melinda62909033
@foxnews
@neal_katyal
@projectlincoln
@gop
@repjoeneguse
@denismcdonough

Top Mentioned in G10:
@marcorubio
@grahamdavida
@fbi
@repkinzinger
@thehill
@repmtg
@sentedcruz
@senrickscott
@gop
@odnigov

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@mrdjones
@barntiques859
@kamzou08
@robinsnewswire
@phildecarolis
@souljahsingh
@bella623
@monicasloves
@cagney1991

Top Tweeters in G1:
@missb62
@openletterbot
@rachel_mcrea
@docwashburn
@trump_enemy
@sylviaz1913
@roripierpont1
@mjgarciakcmo
@dovewoman1
@nikitakitty

Top Tweeters in G2:
@souljahsingh
@_dead
@john_siracusa
@tahdeetz
@tres444
@ingodidotrust
@elizbethlmaness
@kurtschlichter
@frattigiovanni
@socaledgygal

Top Tweeters in G3:
@rosatrunk
@meidas_damon
@andreinilla
@franceafrik
@mzee26
@jjdj1187
@geanalyst
@pdzcompanies
@lumezgo77
@fbag_mag

Top Tweeters in G4:
@mrdjones
@kamzou08
@andyvermaut
@crweworld
@realtorjairo
@fxbooklttg
@jmhamiltonblog
@paulrogers002
@voiceofthehwy
@smokeydogg777

Top Tweeters in G5:
@vprimero
@trucker4america
@xformed
@elimelech_ring
@freddyeuclides
@ismaeljestabap
@mglessman
@iloveai1
@russjensen5
@franjota

Top Tweeters in G6:
@dmashak
@latamfr
@hopeeternall
@comfortablysmug
@sandricsak
@carolynd72355
@fidtradz101
@gabulouslyrics
@mandersonhare1
@capitaliszt

Top Tweeters in G7:
@thereseosulliv2
@unathi_kwaza
@gyynaf
@agueros_henry
@gilcoleman
@realmattcouch
@identidadesdios
@ofmr2
@joycebruns
@fjeb88

Top Tweeters in G8:
@mikedesai
@wadakashiho
@nwokolo_leo
@alettaha
@kin2souls
@neoavatara
@gsawision
@neiljamesweekes
@thejavcore
@chopknighttime

Top Tweeters in G9:
@kak089
@pollsstar
@morgfair
@only4rm
@cnbsnana
@thestephenralph
@blackrepublican
@royaleight
@jjaazzee1
@foxnews

Top Tweeters in G10:
@robinsnewswire
@thehill
@mayirmamay14
@miss_placed_
@trumpgot2go
@penneyewart
@570karen
@passarelliallan
@persistentpengn
@ewindham3


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