Roger Stone, Twitter, 6/24/2021 4:21:01 AM, 257609


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Roger Stone_2021-06-23_19-40-34.xlsx
Roger Stone_2021-06-23_19-40-34.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 24, 2021
Short Description:
Roger Stone via NodeXL https://bit.ly/3xNFyXv
@sethabramson
@ericgarland
@blackknight10k
@therickydavila
@palmerreport
@teapainusa
@tomiahonen
@reportsdanews
@macfarlanenews
@jennycohn1

Top hashtags:
#rogerstone
#protectourvotes
#breakingnews
#demanddemocracy

Description:
Description
The graph represents a network of 12,787 Twitter users whose recent tweets contained "Roger Stone", 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 Thursday, 24 June 2021 at 04:05 UTC.

The tweets in the network were tweeted over the 2-day, 4-hour, 15-minute period from Monday, 21 June 2021 at 22:21 UTC to Thursday, 24 June 2021 at 02:36 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 : 12787
Unique Edges : 18598
Edges With Duplicates : 3704
Total Edges : 22302
Number of Edge Types : 5
Retweet : 16571
Replies to : 2067
Mentions : 1012
MentionsInRetweet : 1886
Tweet : 766
Self-Loops : 829
Reciprocated Vertex Pair Ratio : 0.00250332073158271
Reciprocated Edge Ratio : 0.0049941395301432
Connected Components : 422
Single-Vertex Connected Components : 224
Maximum Vertices in a Connected Component : 11926
Maximum Edges in a Connected Component : 21424
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.993636
Graph Density : 0.000120022325877441
Modularity : 0.640077
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 12,787 Twitter users whose recent tweets contained "Roger Stone", 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 Thursday, 24 June 2021 at 04:05 UTC.

The tweets in the network were tweeted over the 2-day, 4-hour, 15-minute period from Monday, 21 June 2021 at 22:21 UTC to Thursday, 24 June 2021 at 02:36 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 : Roger Stone
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:
[1542] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the
[1090] https://twitter.com/MacFarlaneNews/status/1407697234607718404
[711] https://sethabramson.substack.com/p/exclusive-a-comprehensive-overview
[577] https://www.palmerreport.com/analysis/roger-stone-hits-the-panic-button-after-learning-feds-are-targeting-him-in-january-6th-attack/39676/
[454] https://www.washingtonpost.com/local/legal-issues/stone-jones-capitol-riot-investigation-radicalization/2021/02/19/97d6e6ee-6cad-11eb-9ead-673168d5b874_story.html
[297] https://www.rawstory.com/proud-boys-2653484225/
[251] https://www.motherjones.com/politics/2021/03/exclusive-video-roger-stone-oath-keeper-bodyguards-training-stopantifa/
[217] https://twitter.com/Acyn/status/1407063069755265040
[194] https://www.rawstory.com/oath-keepers-2653503191/
[192] https://twitter.com/gal_suburban/status/1401417086598057986

Top URLs in Tweet in G1:
[1073] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the
[491] https://sethabramson.substack.com/p/exclusive-a-comprehensive-overview
[5] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the?utm_campaign=post&utm_medium=email&utm_source=twitter
[3] https://twitter.com/emptywheel/status/1407695331891032064
[3] https://twitter.com/MacFarlaneNews/status/1407697234607718404
[3] https://threadreaderapp.com/thread/1407155039404183553.html
[3] https://twitter.com/palmerreport/status/1407300067552337924
[2] https://www.rawstory.com/proud-boys-2653484225/
[2] https://twitter.com/patriottakes/status/1407513235104813057?s=20
[2] https://www.newsweek.com/roger-stone-videos-detail-january-6-role-before-capitol-riots-1602509

Top URLs in Tweet in G2:
[151] https://abcnews.go.com/US/video-surfaces-showing-trump-ally-roger-stone-flanked/story?id=75706765
[80] https://twitter.com/MacFarlaneNews/status/1407697234607718404
[49] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the
[32] https://www.palmerreport.com/analysis/roger-stone-hits-the-panic-button-after-learning-feds-are-targeting-him-in-january-6th-attack/39676/
[30] https://www.motherjones.com/politics/2021/03/exclusive-video-roger-stone-oath-keeper-bodyguards-training-stopantifa/
[28] https://twitter.com/emptywheel/status/1407695331891032064
[24] https://sethabramson.substack.com/p/exclusive-a-comprehensive-overview
[23] https://twitter.com/meidastouch/status/1406757956494888961
[19] https://www.washingtonpost.com/local/legal-issues/stone-jones-capitol-riot-investigation-radicalization/2021/02/19/97d6e6ee-6cad-11eb-9ead-673168d5b874_story.html
[18] https://www.youtube.com/watch?v=PVVo1Gleq28&feature=youtu.be

Top URLs in Tweet in G3:
[731] https://twitter.com/MacFarlaneNews/status/1407697234607718404
[73] https://twitter.com/emptywheel/status/1407695331891032064
[33] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the
[29] https://twitter.com/ericgarland/status/1407733247900098563
[18] https://sethabramson.substack.com/p/exclusive-a-comprehensive-overview
[7] https://www.patreon.com/posts/wheres-wray-47654464
[7] https://twitter.com/funder/status/1407476179330797574
[5] https://www.newsweek.com/roger-stone-nxivm-sex-cult-allison-mack-keith-raniere-907558
[4] https://www.wired.com/story/information-terrorists-trying-to-reshape-america/
[3] https://twitter.com/jimstewartson/status/1395611203225882628

Top URLs in Tweet in G4:
[40] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the
[35] https://twitter.com/MacFarlaneNews/status/1407697234607718404
[15] https://sethabramson.substack.com/p/exclusive-a-comprehensive-overview
[6] https://www.rawstory.com/proud-boys-2653484225/
[6] https://twitter.com/gal_suburban/status/1401417086598057986
[5] https://twitter.com/emptywheel/status/1407695331891032064
[3] https://www.rawstory.com/roger-stone-jan-6/
[2] https://www.emptywheel.net/2021/06/23/mutually-assured-blackmail-roger-stone-tries-to-undercut-steve-bannons-power/
[2] https://www.rawstory.com/oath-keepers-2653503191/
[1] https://twitter.com/emptywheel/status/1191421328248705031

Top URLs in Tweet in G5:
[363] https://www.palmerreport.com/analysis/roger-stone-hits-the-panic-button-after-learning-feds-are-targeting-him-in-january-6th-attack/39676/
[40] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the
[29] https://shero.substack.com/p/roger-stone-investigation-heats-up?r=1eiw6&utm_campaign=post&utm_medium=web&utm_source=copy
[22] https://www.palmerreport.com/analysis/told-you-roger-stone-was-going-down-for-the-january-6th-capitol-attack/39669/
[15] https://sethabramson.substack.com/p/exclusive-a-comprehensive-overview
[13] https://twitter.com/MacFarlaneNews/status/1407697234607718404
[6] https://www.youtube.com/watch?v=5IPyv4KgTAA&feature=youtu.be

[5] https://www.rawstory.com/roger-stone-jan-6/
[3] https://www.rawstory.com/proud-boys-2653484225/
[3] https://twitter.com/emptywheel/status/1407695331891032064

Top URLs in Tweet in G6:
[27] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the
[25] https://twitter.com/patriottakes/status/1407335816007847936
[19] https://www.palmerreport.com/analysis/roger-stone-hits-the-panic-button-after-learning-feds-are-targeting-him-in-january-6th-attack/39676/
[16] https://twitter.com/MacFarlaneNews/status/1407697234607718404
[12] https://www.salon.com/2021/06/23/charges-may-be-near-for-roger-stone-over-jan-6-capitol-riot-legal-expert-says/
[10] https://hillreporter.com/roger-stone-floats-new-conspiracy-theory-blaming-secret-service-for-insurrection-104632
[9] https://sethabramson.substack.com/p/exclusive-a-comprehensive-overview
[6] https://www.politicalflare.com/2021/06/trouble-coming-fbi-is-investigating-roger-stone-for-conspiracy-involving-january-6th/
[6] https://www.rawstory.com/roger-stone-jan-6/
[5] https://twitter.com/patriottakes/status/1406300746023280640

Top URLs in Tweet in G7:
[32] https://twitter.com/MacFarlaneNews/status/1407697234607718404
[28] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the
[27] https://www.washingtonpost.com/graphics/2018/politics/paul-manafort-roger-stone/
[20] https://www.hollywoodreporter.com/movies/movie-news/roger-stone-doc-directors-not-surprised-by-paul-manafort-indictment-1053229/
[17] https://sethabramson.substack.com/p/exclusive-a-comprehensive-overview
[16] https://twitter.com/TeaPainUSA/status/1407683860285071363
[16] https://www.palmerreport.com/analysis/roger-stone-hits-the-panic-button-after-learning-feds-are-targeting-him-in-january-6th-attack/39676/
[12] https://twitter.com/tomiahonen/status/1405143340056711168
[10] https://www.rawstory.com/proud-boys-2653484225/
[9] https://twitter.com/tomiahonen/status/1407263209577451520

Top URLs in Tweet in G8:
[208] https://www.rawstory.com/proud-boys-2653484225/
[141] https://www.rawstory.com/oath-keepers-2653503191/
[85] https://www.rawstory.com/roger-stone-jan-6/
[69] https://twitter.com/zoetillman/status/1407693199062228999
[31] https://twitter.com/MacFarlaneNews/status/1407697234607718404
[28] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the
[22] https://www.palmerreport.com/analysis/roger-stone-hits-the-panic-button-after-learning-feds-are-targeting-him-in-january-6th-attack/39676/
[19] https://sethabramson.substack.com/p/exclusive-a-comprehensive-overview
[11] https://twitter.com/emptywheel/status/1407695331891032064
[10] https://twitter.com/gal_suburban/status/1401417086598057986

Top URLs in Tweet in G9:
[166] https://www.motherjones.com/politics/2021/03/exclusive-video-roger-stone-oath-keeper-bodyguards-training-stopantifa/
[127] https://twitter.com/gal_suburban/status/1401417086598057986
[86] https://www.emptywheel.net/2021/06/23/mutually-assured-blackmail-roger-stone-tries-to-undercut-steve-bannons-power/
[44] https://twitter.com/MacFarlaneNews/status/1407697234607718404
[28] https://twitter.com/emptywheel/status/1407695331891032064
[25] https://www.emptywheel.net/2021/03/24/days-after-meeting-with-roger-stone-kelly-meggs-described-an-organizing-an-alliance-with-the-proud-boys/
[24] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the
[16] https://twitter.com/emptywheel/status/1191421328248705031
[15] https://www.thedailybeast.com/joel-greenberg-letter-written-for-roger-stone-says-matt-gaetz-paid-for-sex-with-minor
[14] https://sethabramson.substack.com/p/exclusive-a-comprehensive-overview

Top URLs in Tweet in G10:
[48] https://www.washingtonpost.com/local/legal-issues/stone-jones-capitol-riot-investigation-radicalization/2021/02/19/97d6e6ee-6cad-11eb-9ead-673168d5b874_story.html
[29] https://secure.actblue.com/donate/pt-research-fund?refcode=6.22RogerStoneJan6LawEnforcement&amount=5
[24] https://sethabramson.substack.com/p/roger-stone-keeps-lying-about-the
[18] https://www.palmerreport.com/analysis/roger-stone-hits-the-panic-button-after-learning-feds-are-targeting-him-in-january-6th-attack/39676/
[14] https://twitter.com/MacFarlaneNews/status/1407697234607718404
[14] https://www.washingtonpost.com/local/legal-issues/stone-jones-capitol-riot-investigation-radicalization/2021/02/19/97d6e6ee-6cad-11eb-9ead-673168d5b874_story.html?outputType=amp
[9] https://sethabramson.substack.com/p/exclusive-a-comprehensive-overview
[8] https://www.rawstory.com/proud-boys-2653484225/
[6] https://www.newsweek.com/roger-stone-nxivm-sex-cult-allison-mack-keith-raniere-907558
[5] https://twitter.com/DonLew87/status/1406961804224479233

Top Domains
Top Domains in Tweet in Entire Graph:
[2776] twitter.com
[2368] substack.com
[709] rawstory.com
[608] palmerreport.com
[535] washingtonpost.com
[347] motherjones.com
[183] emptywheel.net
[177] go.com
[149] newsweek.com
[62] youtube.com

Top Domains in Tweet in G1:
[1573] substack.com
[16] twitter.com
[5] rawstory.com
[4] threadreaderapp.com
[2] newsweek.com
[1] palmerreport.com
[1] thenewcivilrightsmovement.com
[1] hollywoodreporter.com
[1] go.com
[1] washingtonpost.com

Top Domains in Tweet in G2:
[227] twitter.com
[161] go.com
[79] substack.com
[41] motherjones.com
[33] palmerreport.com
[30] rawstory.com
[28] washingtonpost.com
[22] emptywheel.net
[19] youtube.com
[9] newsweek.com

Top Domains in Tweet in G3:
[852] twitter.com
[51] substack.com
[7] patreon.com
[6] newsweek.com
[4] wired.com
[4] rawstory.com
[4] emptywheel.net
[3] threadreaderapp.com
[3] palmerreport.com
[3] nytimes.com

Top Domains in Tweet in G4:
[55] substack.com
[52] twitter.com
[11] rawstory.com
[2] emptywheel.net
[1] motherjones.com
[1] palmerreport.com
[1] facebook.com

Top Domains in Tweet in G5:
[385] palmerreport.com
[84] substack.com
[35] twitter.com
[10] rawstory.com
[6] youtube.com
[3] emptywheel.net
[3] motherjones.com
[2] washingtonpost.com
[1] politicalflare.com
[1] uproxx.com

Top Domains in Tweet in G6:
[67] twitter.com
[36] substack.com
[19] palmerreport.com
[12] salon.com
[10] hillreporter.com
[10] rawstory.com
[6] politicalflare.com
[4] co.uk
[2] newsweek.com
[2] motherjones.com

Top Domains in Tweet in G7:
[135] twitter.com
[46] substack.com
[31] washingtonpost.com
[21] rawstory.com
[20] hollywoodreporter.com
[16] palmerreport.com
[7] emptywheel.net
[3] orlandosentinel.com
[3] youtube.com
[2] go.com

Top Domains in Tweet in G8:
[434] rawstory.com
[145] twitter.com
[48] substack.com
[22] palmerreport.com
[9] washingtonpost.com
[5] emptywheel.net
[2] thedailybeast.com
[2] artvoice.com
[1] motherjones.com
[1] spitfirelist.com

Top Domains in Tweet in G9:
[252] twitter.com
[168] motherjones.com
[113] emptywheel.net
[39] substack.com
[15] thedailybeast.com
[13] rawstory.com
[9] orlandosentinel.com
[7] newsweek.com
[5] washingtonpost.com
[5] seditiontracker.com

Top Domains in Tweet in G10:
[62] washingtonpost.com
[42] twitter.com
[34] substack.com
[29] actblue.com
[18] palmerreport.com
[16] rawstory.com
[6] newsweek.com
[4] youtube.com
[4] factcheck.org
[3] motherjones.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[195] rogerstone
[192] protectourvotes
[147] breakingnews
[132] demanddemocracy
[76] lockhimup
[48] demvoice1
[41] onev1
[39] insurrectionshaveconsequences
[37] wtpblue
[32] january6thinsurrection



Top Hashtags in Tweet in G1:
[7] guiltyasfuq
[3] seditionhunters
[2] arresttheseditionists
[2] lockthemallup
[1] rogerstone
[1] january6thcommission
[1] protectourvotes
[1] demanddemocracy

Top Hashtags in Tweet in G2:
[19] rogerstone
[12] tarrio
[8] breakingnews
[6] oathkeepers
[6] january6th
[6] protectourvotes
[5] stopthesteal
[5] stone
[5] january6thterroristattack
[4] lockhimup

Top Hashtags in Tweet in G3:
[2] protectourvotes
[2] indictmattgaetz
[2] insurrectionshaveconsequences
[1] rogerstone
[1] tarrio

Top Hashtags in Tweet in G4:
[8] breakingnews
[6] protectourvotes
[1] insurrectionshaveconsequences

Top Hashtags in Tweet in G5:
[6] netflix
[4] rogerstone
[2] breakingnews
[2] panic
[1] protectourvotes
[1] rogerstoneisfucked
[1] feds
[1] jan6attack
[1] powerless
[1] pardon

Top Hashtags in Tweet in G6:
[43] lockhimup
[7] truth2voice
[4] breakingnews
[4] trumpcrimesyndicate
[4] neverforgetjanuary6th
[3] protectourvotes
[2] rogerstone
[2] january6thinsurrection
[1] karma
[1] demvoice1

Top Hashtags in Tweet in G7:
[111] breakingnews
[26] insurrectionshaveconsequences
[9] getmerogerstone
[7] protectourvotes
[6] rogerstone
[6] stonecoldjustice
[5] selectcommittee
[3] demanddemocracy
[1] tarrio
[1] karma

Top Hashtags in Tweet in G8:
[10] protectourvotes
[3] breakingnews
[3] lockhimup
[2] insurrectionshaveconsequences
[2] countdowntuesdays

Top Hashtags in Tweet in G9:
[127] protectourvotes
[5] rogerstone
[4] fortlauderdale
[4] florida
[3] demanddemocracy
[2] bluewave
[2] insurrection
[1] stopantifa
[1] breakingnews
[1] jerry_hyde

Top Hashtags in Tweet in G10:
[21] january6thinsurrection
[12] bluewave
[3] breakingnews
[2] protectourvotes
[2] insurrectionshaveconsequences
[1] theloser
[1] lockhimup

Top Words
Top Words in Tweet in Entire Graph:
[20773] stone
[18787] roger
[5011] proof
[4812] january
[3231] know
[3022] insurrection
[3005] young
[2764] graydon
[2570] oath
[2568] guilty

Top Words in Tweet in G1:
[3434] proof
[3287] stone
[2107] roger
[1564] january
[1319] willard
[1224] know
[1148] clear
[1112] hotel
[1092] immediately
[1086] lying

Top Words in Tweet in G2:
[2384] stone
[2305] roger
[616] young
[541] macfarlanenews
[471] graydon
[443] going
[411] trump
[408] think
[397] prison
[387] 99

Top Words in Tweet in G3:
[1384] stone
[1328] roger
[814] young
[798] know
[765] congress
[761] guilty
[760] graydon
[757] pleading
[756] oathkeeper
[755] appears

Top Words in Tweet in G4:
[1053] stone
[1020] roger
[739] guilty
[736] young
[735] graydon
[713] oath
[709] case
[708] keepers
[700] attack
[700] big

Top Words in Tweet in G5:
[1033] stone
[954] roger
[619] attack
[496] piece
[436] january
[358] 6th
[337] feds
[326] targeting
[317] button
[316] panic

Top Words in Tweet in G6:
[1175] stone
[1144] roger
[253] pardon
[247] insurrection
[233] going
[218] oath
[214] keepers
[203] january
[197] proud
[194] boys

Top Words in Tweet in G7:
[1326] roger
[1276] stone
[339] january
[293] pardon
[282] crimes
[258] gaetz
[251] oath
[248] trump
[238] giuliani
[193] insurrection

Top Words in Tweet in G8:
[934] stone
[890] roger
[243] boys
[152] wonder
[142] oath
[141] gotta
[141] somebody's
[141] drop
[141] dime
[135] keepers

Top Words in Tweet in G9:
[841] stone
[822] roger
[285] greenberg
[254] anderson
[253] emptywheel
[154] joel
[147] gaetz
[146] matt
[141] close
[134] wrong

Top Words in Tweet in G10:
[989] stone
[852] roger
[198] insurrection
[172] jan
[165] involvement
[150] january
[104] know
[87] states
[85] life
[84] fictional

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[18105] roger,stone
[2752] graydon,young
[2267] oath,keepers
[1576] willard,hotel
[1531] stone,doing
[1518] stone,keeps
[1518] keeps,lying
[1518] lying,willard
[1516] hotel,know
[1507] know,proof

Top Word Pairs in Tweet in G1:
[2017] roger,stone
[1109] willard,hotel
[1086] stone,doing
[1082] stone,keeps
[1082] keeps,lying
[1082] lying,willard
[1081] hotel,know
[1073] know,proof
[1070] proof,unlocked
[1070] unlocked,roger

Top Word Pairs in Tweet in G2:
[2224] roger,stone
[471] graydon,young
[396] stone,going
[385] think,hit
[385] hit,99
[385] 99,certainty
[385] certainty,roger
[385] going,prison
[241] young,roger
[216] pleading,guilty

Top Word Pairs in Tweet in G3:
[1319] roger,stone
[760] graydon,young
[757] pleading,guilty
[755] know,oathkeeper
[755] oathkeeper,graydon
[755] young,appears
[755] appears,photos
[755] photos,roger
[755] stone,pleading
[755] guilty,based

Top Word Pairs in Tweet in G4:
[1000] roger,stone
[735] graydon,young
[708] oath,keepers
[699] provided,security
[698] keepers,terrorist
[698] terrorist,graydon
[698] young,epicenter
[698] epicenter,maga
[698] maga,attack
[698] attack,plead

Top Word Pairs in Tweet in G5:
[938] roger,stone
[356] january,6th
[324] feds,targeting
[316] panic,button
[314] stone,hits
[314] hits,panic
[314] button,learning
[314] learning,feds
[314] targeting,january
[314] 6th,attack

Top Word Pairs in Tweet in G6:
[1111] roger,stone
[214] oath,keepers
[191] proud,boys
[177] stone,absolutely
[177] absolutely,delusional
[176] delusional,thinks
[176] thinks,proud
[176] boys,oath
[176] keepers,involved
[176] involved,insurrection

Top Word Pairs in Tweet in G7:
[1125] roger,stone
[154] oath,keepers
[131] january,6th
[126] stone,being
[125] being,investigated
[114] crimes,committed
[114] pardon,issued
[112] 6th,insurrection
[111] #breakingnews,roger
[111] investigated,crimes

Top Word Pairs in Tweet in G8:
[875] roger,stone
[208] stone,boys
[141] gotta,wonder
[141] wonder,somebody's
[141] somebody's,drop
[141] drop,dime
[141] dime,roger
[135] oath,keepers
[127] graydon,young
[92] provided,security

Top Word Pairs in Tweet in G9:
[803] roger,stone
[154] joel,greenberg
[143] matt,gaetz
[128] seminole,county
[127] eek,chris
[127] chris,anderson
[127] anderson,supervisor
[127] supervisor,elections
[127] elections,seminole
[127] county,florida

Top Word Pairs in Tweet in G10:
[837] roger,stone
[109] involvement,jan
[109] jan,insurrection
[85] stone,states
[83] stone,trending
[79] trending,pick
[79] pick,lawyer
[79] lawyer,life
[79] life,fictional
[79] fictional,depose

Top Replied-To
Top Replied-To in Entire Graph:
@emptywheel
@macfarlanenews
@elljaaid
@harrygod
@sethabramson
@baddcompani
@patriottakes
@ericgarland
@reportsdanews
@teapainusa

Top Replied-To in G1:
@sethabramson
@macfarlanenews
@bethsnodderly
@h_mitchellphoto
@jonups_
@mmpadellan
@baddcompani
@vaughan_boone
@harrygod
@peggyhu11994701

Top Replied-To in G2:
@macfarlanenews
@elljaaid
@harrygod
@emptywheel
@msnbc
@glennkirschner2
@ericgarland
@zoetillman
@sethabramson
@ap

Top Replied-To in G3:
@ericgarland
@joycewhitevance
@jimstewartson
@serena_patriot
@burningsands29
@der_mayfield
@macfarlanenews
@jonups_
@jcobb1058
@realtuckfrumper

Top Replied-To in G4:
@therickydavila
@halsparks
@john_ingr57

Top Replied-To in G5:
@sethabramson
@palmerreport
@daviddunn177
@emptywheel
@benihime20
@daksthetruth
@macfarlanenews
@jamalynnparis
@too_wing
@sherrysherry1

Top Replied-To in G6:
@mayoisspicyy
@realtuckfrumper
@winniecm
@wendymeer11
@justincasekate
@therickwilson
@jamalynnparis
@sethabramson
@teapainusa
@blueheartedly

Top Replied-To in G7:
@baddcompani
@tomiahonen
@realziggyflo
@peyton57738230
@hunterjcullen
@kellycorfe
@emptywheel
@beanpoleunite
@ironyrulesall
@lynnrucker8

Top Replied-To in G8:
@teapainusa
@ritadbird
@fenrir_71
@thehill
@chrisanethery
@gqpcultmustgo
@carolecadwalla
@shesus__christ
@crazytrain88217
@gainesm

Top Replied-To in G9:
@emptywheel
@jamalynnparis
@therickwilson
@seditiontrack
@jennycohn1
@realgoodandmad
@elljaaid
@sftballwife
@ellyellyhart
@dailydissenter

Top Replied-To in G10:
@patriottakes
@donlew87
@resuscgmedia
@dwuhlfelderlaw
@lanceusa70
@seanhannity
@msduhmeanor
@blackknight10k
@meidastouch
@jennfranconews

Top Mentioned
Top Mentioned in Entire Graph:
@macfarlanenews
@blackknight10k
@palmerreport
@harrylitman
@frankfigliuzzi1
@klasfeldreports
@fbi
@maddow
@cnn
@ericgarland

Top Mentioned in G1:
@sethabramson
@macfarlanenews
@harrygod
@fubarahh
@fbi
@girlsreallyrule
@hhnb52168650
@mkdumoulin
@frankfigliuzzi1
@chrismurphyct

Top Mentioned in G2:
@macfarlanenews
@blackknight10k
@harrylitman
@msnbc
@zerlinamaxwell
@aliciamenendez
@ctexposers
@bennybryant17
@fbiwfo
@thejusticedept

Top Mentioned in G3:
@ericgarland
@gaslitnation
@sarahkendzior
@mollymckew
@wackygiraffe91
@sandibachom

Top Mentioned in G4:
@gore_won
@eclecticbrotha
@ericgarland
@petertoupin

Top Mentioned in G5:
@palmerreport
@sethabramson
@macfarlanenews
@ericgarland
@trom771
@catsrule007
@billington_book
@glennkirschner2
@muellershewrote
@da4pups

Top Mentioned in G6:
@harrylitman
@macfarlanenews
@ericgarland
@smilan317
@palmerreport
@justputmeon
@ordinary1world
@politvidchannel
@akaredpanda
@freshwaterpurl

Top Mentioned in G7:
@ericgarland
@apoppabear
@mswain13
@macfarlanenews
@baddcompani
@orlandosentinel
@cathleenkucz
@pgj415
@zephotographic
@palmerreport

Top Mentioned in G8:
@thehill
@caslernoel
@ericgarland
@jstudt
@1markcole
@merrittkelly1
@malcolmnance
@jbadomics
@ednynews
@newyorkfbi

Top Mentioned in G9:
@klasfeldreports
@emptywheel
@jason_garcia
@martinecomas
@therickwilson
@snarky_op
@blackknight10k
@jennycohn1
@macfarlanenews
@jasonleopold

Top Mentioned in G10:
@patriottakes
@repgosar
@donlew87
@davenewworld_2
@muellershewrote
@ericgarland
@orlandosentinel
@jason_garcia
@martinecomas
@h_mitchellphoto

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@oldlady12345
@matthewtwihard
@thirdbrainfx
@barntiques859
@threadreaderapp
@dichristine
@monicasloves
@tinamarie_80s
@1denmadrid

Top Tweeters in G1:
@barntiques859
@dichristine
@monicasloves
@allchanges
@rhiles2760
@79topper
@sar_oso
@greeeneyedwhwom
@miss_placed_
@davidpsdem

Top Tweeters in G2:
@1denmadrid
@billm9
@bannerite
@wildwillow65
@eykis
@vedehimajumdar
@cotey_mary
@minotauresse
@geegeebythesea
@sylviaz1913

Top Tweeters in G3:
@threadreaderapp
@thepoliticalcat
@inspiteoftrump
@lizditz
@sandradunn1955
@givemepie360
@kaleldata
@jjj5819
@meidas_damon
@cblazblaz

Top Tweeters in G4:
@charlesfrize
@cindy_52s
@dynamicfrize
@sheiladecker19
@manchuriandevil
@castonchris
@mjgarciakcmo
@debrob1947
@trumpwatchnews
@ageless_2u

Top Tweeters in G5:
@joni_looking
@stockguy61
@mayirmamay14
@awelab1956
@alizardx
@loulachat
@kerirn
@reevynap
@snw106
@drseid

Top Tweeters in G6:
@ecclesias
@hijcp
@joanisparkles
@gwydion620
@patricklee6669
@smilan317
@aclaysuper
@robinmcouch
@beckyrae12345
@bbkenn92

Top Tweeters in G7:
@manmet80
@princessbravato
@briangrnotabot
@jorge_c_ny
@bethsinniresist
@multijo1
@bmlewis2
@cathleenkucz
@aponukalov
@betzmyboyblue11

Top Tweeters in G8:
@debilu2
@kenkircher1
@padakitty
@thehill
@1loriking
@astwisa
@theresamax
@joekoffee
@radlein
@actdontreact

Top Tweeters in G9:
@oldlady12345
@thereal_rebel
@kak089
@politicalbee
@talkintou
@pollsstar
@katcapps
@pas5974
@tadrow
@jcmarbury

Top Tweeters in G10:
@tinamarie_80s
@sallyagale
@boris3324
@avonan
@jcr914
@daretothink53
@sabulosaa
@msjbe20a
@andrea_51544005
@wernerkeil


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