impeach, Twitter, 12/19/2019 12:44:26 PM, 219170


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impeach Twitter NodeXL SNA Map and Report for Wednesday, 18 December 2019 at 14:09 UTC
impeach Twitter NodeXL SNA Map and Report for Wednesday, 18 December 2019 at 14:09 UTC
From:
docassar
Uploaded on:
December 19, 2019
Short Description:
impeach via NodeXL http://bit.ly/2S46noN
@realdonaldtrump
@mitchellvii
@diamondandsilk
@larryboorstein
@housegop
@speakerpelosi
@mmpadellan
@gregolear
@marcthiessen
@charliekirk11

Top hashtags:
#impeach
#impeachmenteve
#impeachandremove
#notabovethelaw

Description:
Description
The graph represents a network of 15,634 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, 18 December 2019 at 14:40 UTC.

The tweets in the network were tweeted over the 41-minute period from Wednesday, 18 December 2019 at 13:27 UTC to Wednesday, 18 December 2019 at 14:09 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 : 15634
Unique Edges : 20003
Edges With Duplicates : 2710
Total Edges : 22713
Number of Edge Types : 5
MentionsInRetweet : 4336
Replies to : 2590
Retweet : 11459
Mentions : 2500
Tweet : 1828
Self-Loops : 1879
Reciprocated Vertex Pair Ratio : 0.00117991073718771
Reciprocated Edge Ratio : 0.00235704037712646
Connected Components : 1478
Single-Vertex Connected Components : 906
Maximum Vertices in a Connected Component : 13005
Maximum Edges in a Connected Component : 20061
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.102453
Graph Density : 7.98506349602528E-05
Modularity : 0.662127
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 15,634 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, 18 December 2019 at 14:40 UTC.

The tweets in the network were tweeted over the 41-minute period from Wednesday, 18 December 2019 at 13:27 UTC to Wednesday, 18 December 2019 at 14:09 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 : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[69] https://twitter.com/i/broadcasts/1YpKkYQREQNJj
[66] https://twitter.com/votevets/status/874599756143755264
[59] https://www.house.gov/representatives/find-your-representative
[59] https://www.senate.gov/general/contact_information/senators_cfm.cfm
[59] https://www.nytimes.com/interactive/2019/12/10/us/politics/articles-impeachment-document-pdf.html
[34] https://twitter.com/girlsreallyrule/status/1206935887013122050
[34] https://twitter.com/realdonaldtrump/status/1207277859519238154
[30] https://www.nytimes.com/2019/12/10/opinion/trump-impeachment.html
[24] https://www.thegatewaypundit.com/2019/12/crazed-democrat-invokes-communist-vietnam-to-announce-she-will-vote-to-impeach-trump/
[24] https://twitter.com/realDonaldTrump/status/1207277859519238154

Top URLs in Tweet in G1:
[31] https://twitter.com/girlsreallyrule/status/1206935887013122050
[5] https://www.hindustantimes.com/world-news/in-historic-move-us-house-set-to-vote-to-impeach-donald-trump/story-ryLQUadQNF74J8bVGpRVyI.html
[5] https://twitter.com/TrumpWarRoom/status/1206969614351159303
[3] https://twitter.com/avery1776/status/1207285791111745536
[3] https://fivethirtyeight.com/features/most-americans-think-theres-enough-evidence-to-impeach-trump/
[2] https://dfw.cbslocal.com/?p=882546
[2] https://twitter.com/realDonaldTrump/status/1207277859519238154
[2] https://www.rawstory.com/2019/12/gop-lawmaker-humiliated-after-accusing-several-members-of-congress-of-voting-to-impeach-trump-before-they-were-in-office/
[2] https://twitter.com/tweetMalena/status/1205914181850914816?s=19Please
[2] https://www.nytimes.com/2019/12/17/opinion/debbie-dingell-trump-impeachment.html

Top URLs in Tweet in G2:
[14] https://twitter.com/WayneDupreeShow/status/1207247606407159809
[5] https://trib.al/nFY46Ph
[4] https://fivethirtyeight.com/features/most-americans-think-theres-enough-evidence-to-impeach-trump/
[3] https://www.thegatewaypundit.com/2019/12/crazed-democrat-invokes-communist-vietnam-to-announce-she-will-vote-to-impeach-trump/
[2] https://www.brookings.edu/?post_type=research&p=348883
[2] https://twitter.com/repadamschiff/status/1207288305118797824
[2] https://www.rawstory.com/2019/12/hundreds-of-thousands-take-to-streets-in-all-50-states-with-a-simple-message-for-congress-time-to-impeach-and-remove-trump/
[1] https://twitter.com/housedemocrats/status/1207099411114987520
[1] https://www.pscp.tv/w/cMlcoDE4NTQwNTV8MU9kS3JMTE9qZHlKWIxISUK-GFapLsUSSvsbd4IImMYiGOMKqTwnuaja6iDc
[1] https://www.pscp.tv/w/cMlc3jFEWkVvRG1kYmx6UWF8MU9kS3JMTE9qZHlKWEF-BSvx5XuCtq7HQiarnsNrgwrRgbEtnsg1tfv5EkP4

Top URLs in Tweet in G3:
[5] https://www.breitbart.com/politics/2019/12/17/watch-pro-impeachment-protesters-rally-outside-los-angeles-city-hall/
[4] https://twitter.com/WayneDupreeShow/status/1207247606407159809
[3] https://truepundit.com/schiff-says-he-would-vote-to-impeach-obama-if-he-engaged-in-similar-conduct/
[3] https://www.waynedupree.com/san-fransisco-poop-pelosi-impeach/
[1] https://twitter.com/johnflipside/status/1207237550613487617
[1] https://truepundit.com/watch-freshman-democrat-gets-booed-by-constituents-after-announcing-that-shell-vote-to-impeach-president-trump/
[1] https://store.breitbart.com/collections/impeach-santa
[1] https://twitter.com/tony19542/status/1207280400491524097
[1] https://theredpillednews.com/pope-francis-say-s-you-must-not-reject-muslim-refugees-and-consider-yourself-christian/
[1] https://www.breitbart.com/politics/2019/12/17/california-democrat-wants-to-impeach-trump-for-fifth-avenue-joke/

Top URLs in Tweet in G4:
[22] https://twitter.com/realdonaldtrump/status/1207277859519238154
[10] https://twitter.com/realDonaldTrump/status/1207277859519238154
[5] https://www.politico.com/newsletters/illinois-playbook/2019/12/18/hiding-behind-social-equity-feds-eye-berrios-underwood-says-impeach-487932
[4] https://www.theblaze.com/glenn-radio/are-gop-senators-plotting-against-president-trump-secret-meetings-on-capitol-hill-might-signal-impeachment-trial-trap
[4] https://www.wnd.com/2019/12/democrat-voted-impeach-ukraine-connections/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[4] https://www.reuters.com/article/us-usa-trump-impeachment/in-historic-move-u-s-house-set-to-vote-to-impeach-trump-idUSKBN1YM173
[3] https://skydancingblog.com/2019/12/18/wednesday-reads-impeach-that-muthafukka/
[3] https://www.washingtonpost.com/politics/2019/12/18/house-is-voting-impeach-trump-what-happens-next/
[3] https://fivethirtyeight.com/features/most-americans-think-theres-enough-evidence-to-impeach-trump/
[3] https://www.commondreams.org/news/2019/12/18/hundreds-thousands-take-streets-all-50-states-simple-message-congress-time-impeach

Top URLs in Tweet in G5:
[2] https://twitter.com/Wombat32/status/1207027474862878721
[1] http://www.billoreilly.com/n/nptbqn
[1] https://www.thegatewaypundit.com/2019/12/boom-nfl-great-burgess-owens-announces-run-against-pro-impeachment-utah-democrat-ben-mcadams/
[1] https://www.theblaze.com/glenn-radio/are-gop-senators-plotting-against-president-trump-secret-meetings-on-capitol-hill-might-signal-impeachment-trial-trap
[1] https://twitter.com/WayneDupreeShow/status/1207247606407159809
[1] https://twitter.com/KTVB/status/1207290697432342533
[1] https://twitter.com/JudgeJeanine/status/1207102236079333377
[1] https://www.washingtonpost.com/opinions/2019/12/17/why-these-past-few-weeks-have-been-best-trumps-presidency/
[1] https://twitter.com/realDonaldTrump/status/1207277859519238154
[1] https://twitter.com/gatewaypundit/status/1207156126669844480

Top URLs in Tweet in G6:
[59] https://www.house.gov/representatives/find-your-representative
[59] https://www.senate.gov/general/contact_information/senators_cfm.cfm
[59] https://www.nytimes.com/interactive/2019/12/10/us/politics/articles-impeachment-document-pdf.html
[19] https://www.foxnews.com/politics/doug-collins-democrat-impeachment-last-minute-christmas-shopping
[12] https://www.palmerreport.com/analysis/blowing-up-faces-senate-donald-trump-impeach/23776/
[6] https://www.impeach.org/
[6] https://www.pscp.tv/w/cMl64zcyNjc1NTF8MXluS093cEVWcHlLUs7LsW5DeJKqL7eXyGEW7LD3_GNEZOTRshvMTzib9Mh3
[6] https://thehill.com/homenews/house/474849-new-york-democrat-representing-trump-district-will-vote-to-impeach
[2] https://actionnetwork.org/letters/tell-congress-vote-for-articles-of-impeachment-against-trump
[2] https://www.pscp.tv/w/cMopcDcyMDY3MDJ8MVlwS2tZUVJFUU5KaqCzw880f-LlJOSXnLGMyjL2cc96IF5e6zQQYFwrGbx4

Top URLs in Tweet in G7:
[7] https://www.impeach.org/
[6] https://www.pscp.tv/w/cMlW9zFyYVFaRE5OenBBanp8MXZPR3dhYXJyd1Z4QvcdKHGeQ51xOjtSlHinqDbO0Zzc_VIzVfwecOKAxm1-
[6] https://www.politicususa.com/2019/12/17/official-majority-house-members-will-vote-to-impeach-donald-trump.html
[4] https://twitter.com/mysterysolvent/status/1207106708381872128
[3] https://www.livenewsnow.com/American/MSNBC.html
[3] https://streamfare.net/msnbc.html
[2] https://www.impeach.org/event/impeach-and-remove-attend/search/?source=indivisible&s=0
[2] https://www.pscp.tv/w/1vOGwaarrwVxB
[2] https://ir.shareaholic.com/e?a=1&u=https://www.commondreams.org/news/2019/12/18/hundreds-thousands-take-streets-all-50-states-simple-message-congress-time-impeach%3Futm_campaign%3Dshareaholic%26utm_medium%3Dreferral%26utm_source%3Dtwitter&r=1
[2] https://medium.com/@historiansonimpeachment/historians-statement-on-the-impeachment-of-president-trump-6e4ed2277b16

Top URLs in Tweet in G8:
[2] https://www.countable.us/positions/a9b75bc6-976c-4ea3-a6d5-34326def6bcb
[2] https://whyy.org/articles/hundreds-in-philly-tens-of-thousands-across-the-nation-rally-to-impeach-trump/
[2] https://threadreaderapp.com/thread/1207262106527191040.html
[2] https://twitter.com/joshuapotash/status/1207065206821728257
[1] https://ir.shareaholic.com/e?a=1&u=https://www.commondreams.org/news/2019/12/17/citing-clear-and-present-danger-us-constitution-750-historians-join-call-house%3Ffbclid%3DIwAR3WPu3PLjrll4ua5FwLjTtdA4PAMUumdMlBfgmvYyzHvRy5aVVUYYxdPyI&r=1
[1] https://www.huffingtonpost.ca/entry/protesters-nationwide-demand-trumps-ouster-ahead-house-impeachment-vote_n_5df9965ae4b08083dc5b4e06?ncid=other_twitter_cooo9wqtham&utm_campaign=share_twitter
[1] https://trib.al/XgXQdtS
[1] https://trib.al/GdhObJE
[1] https://www.nytimes.com/2019/12/10/opinion/trump-impeachment.html
[1] https://www.huffpost.com/entry/donald-trump-impeachment-historians-letter_n_5df884c3e4b03aed50f446b8

Top URLs in Tweet in G9:
[3] https://www.washingtonpost.com/politics/more-than-700-scholars-pen-letter-urging-house-to-impeach-trump/2019/12/16/575d980a-2060-11ea-86f3-3b5019d451db_story.html#click=https://t.co/BgpItdzsad
[2] https://victorygirlsblog.com/not-so-grassroots-need-to-impeach-pac-thinks-were-all-stupid/
[2] https://www.judicialwatch.org/in-the-news/farrell-house-democrats-are-set-to-impeach-trump-they-may-not-like-the-result/?utm_source=twitter&utm_medium=social&utm_campaign=other
[1] https://truepundit.com/schiff-says-he-would-vote-to-impeach-obama-if-he-engaged-in-similar-conduct/
[1] https://theredpillednews.com/according-to-wall-street-journal-nancy-pelosi-and-the-democrats-have-the-needed-votes-to-impeach-president-trump/
[1] https://rantt.com/why-the-founding-fathers-created-impeachment
[1] https://twitter.com/girlsreallyrule/status/1206935887013122050
[1] https://dailycaller.com/2019/12/17/farrell-house-democrats-impeach
[1] https://twitter.com/dcexaminer/status/1207294116494598144
[1] https://www.rawstory.com/2019/12/hundreds-of-thousands-take-to-streets-in-all-50-states-with-a-simple-message-for-congress-time-to-impeach-and-remove-trump/#.XfosYvD-uLk.twitter

Top URLs in Tweet in G10:
[2] https://www.breitbart.com/tech/2019/12/17/hundreds-of-professors-sign-letter-begging-congress-to-impeach-trump/
[2] https://www.breitbart.com/politics/2019/12/17/watch-pro-impeachment-protesters-rally-outside-los-angeles-city-hall/
[1] https://www.infowars.com/disgraced-dem-rep-katie-hill-its-time-to-impeach-the-motherfcker/
[1] https://www.breitbart.com/politics/2019/12/17/impeachment-forever-house-vows-to-continue-probes-no-matter-what-senate-decides/?utm_medium=social&utm_source=facebook
[1] https://twitter.com/ingrahamangle/status/1207296914598838274
[1] https://pjmedia.com/trending/impeachment-is-raising-millions-for-trumps-reelection-campaign/
[1] https://www.dailywire.com/news/mcconnell-to-send-democrats-painful-reminder-on-wednesday-as-they-impeach-trump
[1] https://www.wnd.com/2019/12/democrat-voted-impeach-ukraine-connections/
[1] https://twitter.com/makemyday2020/status/1207051720293076994
[1] https://twitter.com/WayneDupreeShow/status/1207247606407159809

Top Domains
Top Domains in Tweet in Entire Graph:
[635] twitter.com
[111] nytimes.com
[66] trib.al
[62] house.gov
[59] senate.gov
[40] washingtonpost.com
[38] impeach.org
[34] pscp.tv
[29] thegatewaypundit.com
[27] youtube.com

Top Domains in Tweet in G1:
[84] twitter.com
[5] hindustantimes.com
[3] foxnews.com
[3] fivethirtyeight.com
[3] nytimes.com
[2] cbslocal.com
[2] rawstory.com
[2] politico.com
[2] impeach.org
[1] bbc.com

Top Domains in Tweet in G2:
[61] twitter.com
[6] trib.al
[4] thegatewaypundit.com
[4] fivethirtyeight.com
[4] rawstory.com
[3] pscp.tv
[2] brookings.edu
[2] impeach.org
[1] postandcourier.com
[1] standupamerica.com

Top Domains in Tweet in G3:
[9] twitter.com
[8] breitbart.com
[4] truepundit.com
[3] waynedupree.com
[1] theredpillednews.com
[1] thegatewaypundit.com
[1] reuters.com
[1] warroom.org
[1] trib.al
[1] impeach.org

Top Domains in Tweet in G4:
[181] twitter.com
[11] washingtonpost.com
[8] commondreams.org
[7] instagram.com
[7] youtube.com
[7] reuters.com
[6] politico.com
[6] wnd.com
[5] nytimes.com
[5] rawstory.com

Top Domains in Tweet in G5:
[11] twitter.com
[1] billoreilly.com
[1] thegatewaypundit.com
[1] theblaze.com
[1] washingtonpost.com

Top Domains in Tweet in G6:
[59] house.gov
[59] senate.gov
[59] nytimes.com
[19] foxnews.com
[12] palmerreport.com
[9] pscp.tv
[8] impeach.org
[8] thehill.com
[4] twitter.com
[2] actionnetwork.org

Top Domains in Tweet in G7:
[11] impeach.org
[10] pscp.tv
[6] twitter.com
[6] politicususa.com
[3] livenewsnow.com
[3] streamfare.net
[3] commondreams.org
[2] aclu.org
[2] shareaholic.com
[2] medium.com

Top Domains in Tweet in G8:
[5] twitter.com
[2] countable.us
[2] trib.al
[2] whyy.org
[2] threadreaderapp.com
[1] shareaholic.com
[1] huffingtonpost.ca
[1] nytimes.com
[1] huffpost.com
[1] thehill.com

Top Domains in Tweet in G9:
[3] washingtonpost.com
[2] victorygirlsblog.com
[2] judicialwatch.org
[2] twitter.com
[1] truepundit.com
[1] theredpillednews.com
[1] rantt.com
[1] dailycaller.com
[1] rawstory.com

Top Domains in Tweet in G10:
[5] breitbart.com
[5] twitter.com
[1] infowars.com
[1] pjmedia.com
[1] dailywire.com
[1] wnd.com
[1] thegatewaypundit.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[439] impeach
[325] impeachmenteve
[181] impeachandremove
[166] notabovethelaw
[147] keepamericagreat
[116] impeachment
[100] impeachmentday
[82] trump
[76] merryimpeachmas
[74] impeachmentrally



Top Hashtags in Tweet in G1:
[133] keepamericagreat
[88] impeach
[20] impeachmentday
[18] merryimpeachmas
[18] impeachandremove
[17] impeachment
[16] remove
[13] notabovethelaw
[12] potus
[11] impeachmenteve

Top Hashtags in Tweet in G2:
[76] impeach
[16] impeachmenteve
[8] defendourdemocracy
[8] impeachandremove
[8] impeachment
[7] notabovethelaw
[7] trump
[6] phoenix
[6] trump2020
[5] keepamericagreat

Top Hashtags in Tweet in G3:
[10] impeachment
[4] keepamericagreat
[2] potus
[2] fake
[1] realtalk
[1] winning
[1] trump2020landslide
[1] flip14
[1] twill
[1] illinois

Top Hashtags in Tweet in G4:
[73] impeach
[24] impeachmentday
[20] impeachment
[20] trump
[17] merryimpeachmas
[15] impeachandremove
[10] impeachmenteve
[7] impeachtrump
[7] impeachmentmarch
[7] defendourdemocracy

Top Hashtags in Tweet in G5:
[14] merryimpeachmas
[3] impeach
[2] trump
[2] quidprojoe
[1] ut04
[1] kag2020
[1] impeachmenteve
[1] keepamericagreat
[1] potus
[1] impeachmenthoax

Top Hashtags in Tweet in G6:
[39] impeachmenteve
[16] impeach
[15] potus45
[12] impeachmentisforever
[8] impeachandremove
[7] happyimpeachmentday
[7] notabovethelaw
[5] presidentdonaldjtrump
[5] housespeakernancypelosi
[3] defendourdemocracy

Top Hashtags in Tweet in G7:
[135] impeachmenteve
[74] notabovethelaw
[42] impeachandremove
[18] impeach
[10] impeachmentmarch
[6] impeachmentrally
[5] trump
[4] boston
[4] impeachmentday
[3] nooneisabovethelaw

Top Hashtags in Tweet in G8:
[45] impeachmenteve
[43] impeachandremove
[33] notabovethelaw
[31] defendourdemocracy
[27] nyc
[15] impeach
[12] impeachmentday
[10] impeachment
[7] facepalm
[6] impeachtrump

Top Hashtags in Tweet in G9:
[4] impeach
[3] gop
[1] americagetsit
[1] trumpisyourgoldencalf
[1] impeachment
[1] stopthebs
[1] maga
[1] trump2020landside
[1] absolutelymypresident
[1] wearewithyou

Top Hashtags in Tweet in G10:
[12] pelosiforprison
[6] trump2020
[4] myhousemyamerica
[4] veterans
[4] kag
[2] maga
[2] merryimpeachmas
[1] twgrp
[1] trump
[1] qanon

Top Words
Top Words in Tweet in Entire Graph:
[19950] Words in Sentiment List#1: Positive
[42537] Words in Sentiment List#2: Negative
[533] Words in Sentiment List#3: Angry/Violent
[648230] Non-categorized Words
[710724] Total Words
[18868] impeach
[11278] president
[9867] day
[8405] s
[6682] house

Top Words in Tweet in G1:
[6336] impeach
[5905] day
[5222] s
[5055] came
[4718] president
[3335] even
[2813] house
[2718] never
[2541] elected
[2539] here

Top Words in Tweet in G2:
[1639] impeach
[819] house
[728] president
[607] trump
[508] vote
[481] democrats
[391] realdonaldtrump
[387] impeachment
[367] day
[364] s

Top Words in Tweet in G3:
[1898] read
[1480] impeach
[1272] letter
[1036] day
[1009] president
[764] before
[761] impeachment
[751] pelosi
[733] nancy
[650] states

Top Words in Tweet in G4:
[920] impeach
[415] trump
[259] president
[156] vote
[156] s
[148] house
[123] today
[99] day
[96] democrats
[90] t

Top Words in Tweet in G5:
[1413] railroaded
[1240] impeach
[1233] day
[1143] president
[738] being
[713] congress
[710] votes
[707] back
[705] black
[705] member

Top Words in Tweet in G6:
[549] impeach
[375] trump
[268] president
[226] impeachment
[223] s
[179] house
[151] go
[136] email
[136] contact
[136] info

Top Words in Tweet in G7:
[410] impeach
[399] trump
[215] #impeachmenteve
[152] remove
[145] president
[130] constitution
[126] congress
[126] #impeachandremove
[125] #notabovethelaw
[109] defend

Top Words in Tweet in G8:
[464] impeach
[261] trump
[183] vote
[158] here
[154] house
[149] donald
[144] ve
[142] country
[135] look
[129] today

Top Words in Tweet in G9:
[641] impeach
[526] president
[446] vote
[434] democrats
[391] house
[319] s
[307] today
[277] day
[270] constitution
[268] doing

Top Words in Tweet in G10:
[644] impeach
[458] president
[276] s
[252] day
[192] t
[187] trump
[177] democrats
[175] know
[131] vote
[120] even

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4677] impeach,president
[3312] white,house
[3204] wanted,impeach
[3159] here,s
[3158] s,sad
[3153] day,elected
[3150] sad,here
[3150] easy,breath
[3150] breath,wanted
[3149] house,never

Top Word Pairs in Tweet in G1:
[2535] white,house
[2528] wanted,impeach
[2527] here,s
[2526] s,sad
[2524] sad,here
[2524] house,never
[2524] never,easy
[2524] easy,breath
[2524] breath,wanted
[2521] day,elected

Top Word Pairs in Tweet in G2:
[373] impeach,president
[286] vote,impeach
[240] don,t
[235] house,democrats
[166] votes,impeach
[154] president,trump
[150] white,house
[142] impeach,don
[139] house,votes
[136] t,care

Top Word Pairs in Tweet in G3:
[649] president,united
[649] united,states
[635] nancy,pelosi
[635] day,before
[633] trump's,letter
[633] before,impeach
[632] pelosi,read
[632] read,trump's
[632] letter,impeachment
[632] impeachment,'essence

Top Word Pairs in Tweet in G4:
[182] impeach,trump
[132] impeach,president
[87] vote,impeach
[55] president,trump
[47] impeach,remove
[36] don,t
[33] donald,trump
[25] house,representatives
[24] impeach,motherfucker
[22] want,impeach

Top Word Pairs in Tweet in G5:
[852] impeach,president
[709] votes,impeach
[705] black,member
[705] member,congress
[705] congress,votes
[705] president,knowing
[705] knowing,being
[705] being,railroaded
[705] railroaded,better
[705] better,ones

Top Word Pairs in Tweet in G6:
[136] contact,info
[136] info,go
[119] impeach,president
[70] above,law
[68] one,even
[68] even,president
[68] president,above
[68] law,tell
[68] president,email
[68] email,congressperson

Top Word Pairs in Tweet in G7:
[150] impeach,remove
[92] #impeachandremove,#impeachmenteve
[85] president,trump
[83] trump,impeached
[82] obstructed,justice
[82] violated,oath
[82] oath,preserve
[82] preserve,protect
[82] protect,defend
[82] defend,constitution

Top Word Pairs in Tweet in G8:
[177] vote,impeach
[142] donald,trump
[123] impeach,donald
[121] house,vote
[119] today,house
[118] trump,whatever
[118] whatever,happens
[118] happens,here
[118] here,spoiler
[118] spoiler,shall

Top Word Pairs in Tweet in G9:
[398] impeach,president
[198] vote,impeach
[151] today,house
[151] house,vote
[148] president,third
[148] third,time
[148] time,u
[148] u,s
[148] s,history
[148] history,doing

Top Word Pairs in Tweet in G10:
[192] impeach,president
[102] vote,impeach
[79] president,united
[79] united,states
[73] don,t
[72] votes,impeach
[60] never,leftists
[60] leftists,vowed
[60] vowed,impeach
[60] president,day

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@repadamschiff
@dbongino
@gopleader
@calloutfortruth
@msnbc
@repswalwell
@speakerpelosi
@stevescalise
@abc

Top Replied-To in G1:
@realdonaldtrump
@calloutfortruth
@repswalwell
@debbielesko
@ryanafournier
@michaelrapaport
@reparmstrongnd
@geraldorivera
@davidaxelrod
@carminesabia

Top Replied-To in G2:
@repadamschiff
@realdonaldtrump
@dbongino
@gopleader
@speakerpelosi
@stevescalise
@gop
@whitehouse
@seanhannity
@housedemocrats

Top Replied-To in G3:
@mitchellvii
@breitbartnews
@realdonaldtrump
@firefiqht
@dbongino
@waynedupreeshow
@realcandaceo
@thomas1774paine
@rockonohio
@parscale

Top Replied-To in G5:
@sheriffclarke
@dbongino
@diamondandsilk
@ernie_plumley
@robertjeffress
@deneenborelli
@calloutfortruth
@realdonaldtrump
@gregr19709804
@christianllamar

Top Replied-To in G6:
@realdonaldtrump
@funder
@thehill
@impeach_45now
@billkristol
@mmflint
@washingtonpost
@teapainusa
@latimes
@repdougcollins

Top Replied-To in G7:
@standupamerica
@mrrauljenkins
@indivisibleteam
@maddow
@realdonaldtrump
@nisha4real2
@repbrianfitz
@politicsreid
@therickwilson

Top Replied-To in G8:
@msnbc
@nbcnews
@morning_joe
@cbsnews
@realdonaldtrump
@deetwocents
@harmonyis1
@reneenickolas
@sarahkendzior
@jarnocan

Top Replied-To in G9:
@repandybiggsaz
@tomfitton
@congressmanhice
@repgosar
@realdonaldtrump
@replizcheney
@judicialwatch
@repbrianbabin
@reprickcrawford
@barbindymom

Top Replied-To in G10:
@realdonaldtrump
@thetomwilcox
@drshayphd
@timcast
@mgrant76308
@repdougcollins
@trhlofficial
@tribulationthe
@authorolramos
@ethan_fay_

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@marcthiessen
@speakerpelosi
@potus
@housedemocrats
@foxandfriends
@maddow
@thedemocrats
@gop
@repdougcollins

Top Mentioned in G1:
@realdonaldtrump
@marcthiessen
@joegooding
@markmeadows
@cbsdfw
@potus
@angiecraigmn
@wvgop
@andyostroy
@dailycaller

Top Mentioned in G2:
@realdonaldtrump
@speakerpelosi
@potus
@housedemocrats
@gop
@senategop
@housegop
@jenhab
@senatemajldr
@gopleader

Top Mentioned in G3:
@realdonaldtrump
@breitbartnews
@marcthiessen
@catalinalauf
@potus
@speakerpelosi
@reptorressmall
@repunderwood
@mitchellvii
@johnsweeney15

Top Mentioned in G5:
@realdonaldtrump
@potus
@bodydoc2002
@maryshew
@repkendrahorn
@housedemocrats
@dailycaller
@rephastingsfl
@debhaslam
@sharalynmitche1

Top Mentioned in G6:
@foxandfriends
@repdougcollins
@realdonaldtrump
@chrisvanhollen
@galeabrewer
@slerner212
@justinhendrix
@senschumer
@alyssa_milano
@kilmeade

Top Mentioned in G7:
@maddow
@riseandresistny
@moveon
@realdonaldtrump
@fox17
@jadler1969
@chkbal
@projectlincoln
@politicususa
@indivisiblesc_2

Top Mentioned in G8:
@morning_joe
@realdonaldtrump
@msnbc
@repannwagner
@housedemocrats
@cbsnews
@gaslitnation
@elissaslotkin
@nbcnews
@mo2nddist4chg

Top Mentioned in G9:
@realdonaldtrump
@dailycaller
@marcthiessen
@freedomcaucus
@all435reps
@housegop
@tomfitton
@housedemocrats
@gop
@nbchristinaginn

Top Mentioned in G10:
@realdonaldtrump
@repkendrahorn
@marcthiessen
@potus
@boris34740133
@breitbartnews
@captainsmug
@jonathan_wcm
@timcast
@katrina90299204

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@alerttrade
@dichristine
@chris_1791
@marcodacostafx
@commonpatriot
@mattmurph24
@joleonbusby
@joefreedomlove
@housecracka

Top Tweeters in G1:
@alerttrade
@marcodacostafx
@abosife2010
@soniaerasmus
@sudeepkhatri
@httweets
@ambinc1
@roswellstalkfm
@mitchiepoo46
@loyaltotrump

Top Tweeters in G2:
@debilu2
@serafinos
@awelab1956
@doctorcara
@new_narrative
@nightingalern
@rolandsmartin
@jentromans
@chris11962
@dcexaminer

Top Tweeters in G3:
@joefreedomlove
@starcoreone02
@hwholcomb
@thornedella
@jamierodr14
@vlovesanimals
@thomas_195813
@safelibraries
@rettinol
@kahlersabrina

Top Tweeters in G4:
@raybae689
@israelnewslinks
@hedgeenergy
@billperiman
@fox26houston
@amadorn
@bot_political
@holawhunmee
@wpxi
@deenie7940

Top Tweeters in G5:
@lauracgilleslil
@alistairpge
@edwardcalame
@usahipster
@mefbama
@pa4taxpayers
@newroflo
@lucy24smith
@krisbrbr93
@hmmngbrd508

Top Tweeters in G6:
@thehill
@business
@bistycsross
@girlzinger
@penneyewart
@bostonglobe
@daretothink53
@jailingtrump
@knight201701
@lindakws1

Top Tweeters in G7:
@tomthunkitsmind
@dichristine
@inspiteoftrump
@lindacollins11
@princessbravato
@bethsinniresist
@dpmax100
@way2gosassy
@laura78703
@richardtuffin

Top Tweeters in G8:
@britpoptarts
@threadreaderapp
@rcrockett
@justwhatnowwhy
@tshep42
@sylviaz1913
@johnlundin
@pinchandscrimp
@wechoosewisdom
@didifrench

Top Tweeters in G9:
@rentonmagauk
@anilns425
@dexybailman
@ladydshops
@whereisjustice0
@kbari12
@websterelizabet
@cannoneerfour
@gcamp4
@dailycaller

Top Tweeters in G10:
@votingred1
@saminhim
@shirleyringuet5
@frespirit01
@mjoemal19
@bledsoechuck
@boottmills228
@nltcny
@kabalissima
@sofia03336