US Marshals, Twitter, 10/17/2020 5:05:15 AM, 238137


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US Marshals_2020-10-16_21-21-56.xlsx
US Marshals_2020-10-16_21-21-56.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
October 17, 2020
Short Description:
US Marshals via NodeXL https://bit.ly/3dwGYwG
@maxkennerly
@wajahatali
@chrislhayes
@cupofjoeinthed2
@acyn
@ggreenwald
@mmpadellan
@peaceliberty
@joycewhitevance
@larryboorstein

Top hashtags:
#covid19
#dopeydon
#unmaga
#humptytrumpty
#bidenharrislandslide2020
#us

Description:
Description
The graph represents a network of 17,138 Twitter users whose recent tweets contained "US Marshals", 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 Saturday, 17 October 2020 at 04:46 UTC.

The tweets in the network were tweeted over the 1-day, 0-hour, 46-minute period from Friday, 16 October 2020 at 03:29 UTC to Saturday, 17 October 2020 at 04:16 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 : 17138
Unique Edges : 25344
Edges With Duplicates : 2957
Total Edges : 28301
Number of Edge Types : 5
Retweet : 17104
MentionsInRetweet : 6420
Replies to : 1945
Tweet : 446
Mentions : 2386
Self-Loops : 460
Reciprocated Vertex Pair Ratio : 0.0060893359540602
Reciprocated Edge Ratio : 0.0121049607354913
Connected Components : 336
Single-Vertex Connected Components : 166
Maximum Vertices in a Connected Component : 16452
Maximum Edges in a Connected Component : 27655
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.800136
Graph Density : 8.88850584458501E-05
Modularity : 0.766291
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 17,138 Twitter users whose recent tweets contained "US Marshals", 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 Saturday, 17 October 2020 at 04:46 UTC.

The tweets in the network were tweeted over the 1-day, 0-hour, 46-minute period from Friday, 16 October 2020 at 03:29 UTC to Saturday, 17 October 2020 at 04:16 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 : US Marshals
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:
[4938] https://twitter.com/Acyn/status/1316801262277455872
[797] https://www.nytimes.com/2020/10/13/us/michael-reinoehl-antifa-portland-shooting.html
[756] https://lieu.house.gov/media-center/press-releases/reps-lieu-and-rice-call-investigation-possible-extrajudicial-killing
[437] https://twitter.com/acyn/status/1316801262277455872
[207] https://twitter.com/benfowlkesMMA/status/1316804793776570368
[73] https://trib.al/bcaP6Aq
[67] https://www.dailykos.com/stories/2020/10/15/1986766/-Here-s-Donald-Trump-saying-that-US-Marshals-carried-out-an-extrajudicial-murder-on-his-behalf
[53] https://www.cnn.com/2020/10/15/politics/trump-fugitive-shooting/index.html
[46] https://twitter.com/atrupar/status/1316800426143100930
[46] https://www.currentaffairs.org/2020/10/the-federal-killing-of-a-protester-should-alarm-us-all

Top URLs in Tweet in G1:
[1] https://twitter.com/Acyn/status/1316801262277455872

Top URLs in Tweet in G2:
[376] https://twitter.com/Acyn/status/1316801262277455872
[18] https://www.opb.org/article/2020/10/13/new-eyewitness-accounts-feds-didnt-identify-themselves-before-firing-on-portland-antifa-shooting-suspect/
[11] https://twitter.com/WajahatAli/status/1316819237076377602
[8] https://www.huffpost.com/entry/trump-antifa-execution-us-marshals_n_5f8893d5c5b6f53fff099b85
[7] https://www.nytimes.com/2020/10/13/us/michael-reinoehl-antifa-portland-shooting.html?smid=tw-share
[4] https://twitter.com/acyn/status/1316801262277455872
[3] https://www.nytimes.com/2020/10/13/us/michael-reinoehl-antifa-portland-shooting.html
[2] https://twitter.com/chrislhayes/status/1316804932494913539
[1] https://lieu.house.gov/media-center/press-releases/reps-lieu-and-blumenauer-introduce-bill-protect-peaceful-protests
[1] https://www.nytimes.com/2020/10/15/us/elections/we-got-him-trump-cheers-the-killing-of-an-antifa-activist.html

Top URLs in Tweet in G3:
[2215] https://twitter.com/Acyn/status/1316801262277455872
[29] https://www.nytimes.com/2020/10/13/us/michael-reinoehl-antifa-portland-shooting.html
[10] https://www.nytimes.com/2020/10/13/us/michael-reinoehl-antifa-portland-shooting.html?smid=tw-share
[1] https://www.forbes.com/sites/mattperez/2020/10/15/trump-praises-us-marshals-who-shot-and-killed-antifa-activist/
[1] https://lieu.house.gov/media-center/press-releases/reps-lieu-and-rice-call-investigation-possible-extrajudicial-killing
[1] https://twitter.com/acyn/status/1316801262277455872
[1] https://www.cnn.com/2020/10/15/politics/trump-fugitive-shooting/index.html

Top URLs in Tweet in G4:
[15] https://twitter.com/Acyn/status/1316801262277455872
[12] https://lieu.house.gov/media-center/press-releases/reps-lieu-and-rice-call-investigation-possible-extrajudicial-killing
[8] https://twitter.com/acyn/status/1316801262277455872
[8] https://apple.news/ATxUSBSdKSne4rD5X-b2Ptw
[8] https://www.cnn.com/2020/10/15/politics/trump-fugitive-shooting/index.html
[8] http://www.msn.com/en-us/news/us/trump-gloats-about-us-marshals-killing-of-portland-antifa-suspect/ar-BB1a4Uw3?ocid=st
[5] https://www.dailykos.com/stories/2020/10/15/1986766/-Here-s-Donald-Trump-saying-that-US-Marshals-carried-out-an-extrajudicial-murder-on-his-behalf
[4] https://www.huffpost.com/entry/trump-antifa-execution-us-marshals_n_5f8893d5c5b6f53fff099b85
[3] https://www.forbes.com/sites/mattperez/2020/10/15/trump-praises-us-marshals-who-shot-and-killed-antifa-activist/
[2] https://www.nytimes.com/2020/10/13/us/michael-reinoehl-antifa-portland-shooting.html

Top URLs in Tweet in G5:
[298] https://www.nytimes.com/2020/10/13/us/michael-reinoehl-antifa-portland-shooting.html
[68] https://twitter.com/Acyn/status/1316801262277455872
[28] https://mavenroundtable.io/theintellectualist/news/watch-trump-suggests-federal-agents-shot-u-s-citizen-in-targeted-killing-INMtowpuIEWBaOkudRvHZg
[4] https://twitter.com/acyn/status/1316801262277455872
[3] https://www.theguardian.com/us-news/2020/sep/04/man-linked-to-death-of-far-right-protester-in-portland-shot-deadby-us-marshals-reports?ref=hvper.com
[3] https://www.huffpost.com/entry/trump-antifa-execution-us-marshals_n_5f8893d5c5b6f53fff099b85?ncid=NEWSSTAND0001
[2] https://tweetedtimes.com/jayrosen_nyu/best-mindcasters-i-know?s=tnp
[1] https://twitter.com/repadamschiff/status/1317140906139582470
[1] https://tweetedtimes.com/ZenBudoZen?s=tnp
[1] https://www.huffpost.com/entry/trump-antifa-execution-us-marshals_n_5f8893d5c5b6f53fff099b85

Top URLs in Tweet in G6:
[455] https://twitter.com/Acyn/status/1316801262277455872
[3] https://twitter.com/atrupar/status/1317255297451307015
[3] https://twitter.com/acyn/status/1316801262277455872
[3] https://www.dailykos.com/stories/2020/10/15/1986766/-Here-s-Donald-Trump-saying-that-US-Marshals-carried-out-an-extrajudicial-murder-on-his-behalf
[2] https://lieu.house.gov/media-center/press-releases/reps-lieu-and-rice-call-investigation-possible-extrajudicial-killing
[2] https://www.nytimes.com/2020/10/13/us/michael-reinoehl-antifa-portland-shooting.html
[2] https://apple.news/ATxUSBSdKSne4rD5X-b2Ptw
[2] https://www.koin.com/news/protests/trump-praises-us-marshals-for-killing-of-michael-reinoehl/amp/
[2] https://twitter.com/Acyn/status/1316801262277455872?s=20
[1] https://www.militarytimes.com/news/your-army/2020/10/13/fort-bliss-army-officer-was-intentionally-rammed-killed-by-another-driver-police-say/

Top URLs in Tweet in G7:
[712] https://lieu.house.gov/media-center/press-releases/reps-lieu-and-rice-call-investigation-possible-extrajudicial-killing
[60] https://twitter.com/Acyn/status/1316801262277455872
[38] https://lieu.house.gov/media-center/press-releases/reps-lieu-and-blumenauer-introduce-bill-protect-peaceful-protests
[38] https://www.dea.gov/fugitives/german-david-hernandez-de-la-torre
[12] https://twitter.com/acyn/status/1316801262277455872
[4] https://twitter.com/AdamSerwer/status/1316804478729891841
[3] https://twitter.com/sepeku/status/1316807690211926017?s=19
[2] https://www.forbes.com/sites/mattperez/2020/10/15/trump-praises-us-marshals-who-shot-and-killed-antifa-activist/
[1] https://twitter.com/benfowlkesMMA/status/1316804793776570368
[1] http://www.msn.com/en-us/news/us/trump-gloats-about-us-marshals-killing-of-portland-antifa-suspect/ar-BB1a4Uw3?ocid=st

Top URLs in Tweet in G8:
[645] https://twitter.com/Acyn/status/1316801262277455872
[45] https://www.currentaffairs.org/2020/10/the-federal-killing-of-a-protester-should-alarm-us-all
[1] https://www.cnn.com/2020/10/15/politics/trump-fugitive-shooting/index.html

Top URLs in Tweet in G9:
[353] https://twitter.com/Acyn/status/1316801262277455872
[12] https://www.nytimes.com/2020/10/13/us/michael-reinoehl-antifa-portland-shooting.html
[10] https://www.theguardian.com/us-news/2020/sep/04/man-linked-to-death-of-far-right-protester-in-portland-shot-deadby-us-marshals-reports
[10] https://twitter.com/acyn/status/1316801262277455872
[9] https://lieu.house.gov/media-center/press-releases/reps-lieu-and-rice-call-investigation-possible-extrajudicial-killing
[4] https://www.huffpost.com/entry/trump-antifa-execution-us-marshals_n_5f8893d5c5b6f53fff099b85
[4] https://www.fox2detroit.com/news/man-accused-of-slitting-throat-of-pregnant-ex-girflriend-in-clinton-twp-police-parking-lot
[3] https://twitter.com/benfowlkesMMA/status/1316804793776570368
[2] https://twitter.com/mmpadellan/status/1316817278386700289
[2] https://amp.cnn.com/cnn/2020/10/15/politics/trump-fugitive-shooting/index.html

Top URLs in Tweet in G10:
[366] https://twitter.com/acyn/status/1316801262277455872
[36] https://twitter.com/Acyn/status/1316801262277455872
[3] https://www.nytimes.com/2020/10/13/us/michael-reinoehl-antifa-portland-shooting.html
[1] https://twitter.com/Hopmar3/status/1316965975158292484

Top Domains
Top Domains in Tweet in Entire Graph:
[5792] twitter.com
[834] nytimes.com
[797] house.gov
[86] dailykos.com
[74] trib.al
[62] cnn.com
[46] currentaffairs.org
[45] msnbc.com
[41] boingboing.net
[39] dea.gov

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[394] twitter.com
[18] opb.org
[11] nytimes.com
[8] huffpost.com
[2] house.gov

Top Domains in Tweet in G3:
[2216] twitter.com
[39] nytimes.com
[1] forbes.com
[1] house.gov
[1] cnn.com

Top Domains in Tweet in G4:
[35] twitter.com
[12] house.gov
[10] msn.com
[8] apple.news
[8] cnn.com
[5] dailykos.com
[4] forbes.com
[4] huffpost.com
[2] co.uk
[2] youtube.com

Top Domains in Tweet in G5:
[298] nytimes.com
[74] twitter.com
[28] mavenroundtable.io
[19] tweetedtimes.com
[4] huffpost.com
[3] theguardian.com

Top Domains in Tweet in G6:
[464] twitter.com
[3] house.gov
[3] dailykos.com
[2] nytimes.com
[2] apple.news
[2] koin.com
[1] militarytimes.com
[1] cnn.com
[1] trib.al
[1] mavenroundtable.io

Top Domains in Tweet in G7:
[750] house.gov
[81] twitter.com
[38] dea.gov
[2] forbes.com
[1] msn.com
[1] theguardian.com
[1] mavenroundtable.io

Top Domains in Tweet in G8:
[645] twitter.com
[45] currentaffairs.org
[1] cnn.com

Top Domains in Tweet in G9:
[370] twitter.com
[14] nytimes.com
[10] theguardian.com
[10] house.gov
[4] huffpost.com
[4] fox2detroit.com
[2] cnn.com
[1] militarytimes.com
[1] msn.com
[1] mavenroundtable.io

Top Domains in Tweet in G10:
[403] twitter.com
[3] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[537] covid19
[530] dopeydon
[529] unmaga
[529] humptytrumpty
[529] bidenharrislandslide2020
[281] us
[70] vote
[39] fugitivefriday
[22] northcarolina
[22] hitler



Top Hashtags in Tweet in G1:
[1] dopeydon
[1] covid19
[1] unmaga
[1] humptytrumpty
[1] bidenharrislandslide2020

Top Hashtags in Tweet in G2:
[15] townhall
[15] townhalls
[2] staterepression
[1] us
[1] usmarshals

Top Hashtags in Tweet in G3:
[4] northcarolina
[4] hitler
[4] nazi
[1] dopeydon
[1] covid19
[1] unmaga
[1] humptytrumpty
[1] bidenharrislandslide2020
[1] proudboys
[1] vote2020

Top Hashtags in Tweet in G4:
[481] dopeydon
[481] covid19
[480] unmaga
[480] humptytrumpty
[480] bidenharrislandslide2020
[3] crazyuncledonnie
[2] boycottmsnbc
[2] boycottnbc
[2] usmarshals
[2] endthispresidency

Top Hashtags in Tweet in G5:
[279] us
[20] dopeydon
[20] covid19
[20] unmaga
[20] humptytrumpty
[20] bidenharrislandslide2020
[1] michaelreinoehl
[1] voteblue2020
[1] votehimout
[1] votebidenharris2020

Top Hashtags in Tweet in G6:
[17] northcarolina
[17] hitler
[17] nazi
[13] dopeydon
[13] covid19
[13] unmaga
[13] humptytrumpty
[13] bidenharrislandslide2020
[6] russia
[6] venezuela

Top Hashtags in Tweet in G7:
[38] fugitivefriday
[1] covid19
[1] michaelreinoehl

Top Hashtags in Tweet in G9:
[10] nynjrftf
[10] sdny
[10] usms
[4] agbarr
[4] impeachbarr
[3] dopeydon
[3] covid19
[3] unmaga
[3] humptytrumpty
[3] bidenharrislandslide2020

Top Hashtags in Tweet in G10:
[9] potus45
[9] complicitcorruptgop
[9] mbs
[9] totalitarianism
[1] covid19
[1] michaelreinoehl

Top Words
Top Words in Tweet in Entire Graph:
[18135] marshals
[11301] trump
[8437] murder
[6660] ordered
[5522] president
[5464] sent
[4399] mr
[4296] someone
[4160] 48
[4143] foreign

Top Words in Tweet in G1:
[3157] marshals
[3155] trump
[3151] ordered
[3150] someone
[3149] foreign
[3149] murder
[3148] last
[3148] 48
[3148] hours
[3148] re

Top Words in Tweet in G2:
[3272] marshals
[3093] trump
[2776] sent
[2560] activist
[2556] antifa
[2527] remember
[2526] admitted
[1761] today
[1604] assassinate
[1604] earlier

Top Words in Tweet in G3:
[2389] marshals
[2284] murder
[2262] ordered
[2212] president
[2207] going
[2203] saying
[2202] successfully
[2202] executed
[2200] yes
[2200] lot

Top Words in Tweet in G4:
[960] 8m
[664] marshals
[609] trump
[517] suspect
[512] antifa
[505] ordered
[502] execute
[494] foreign
[485] claims
[481] #dopeydon

Top Words in Tweet in G5:
[1805] 15
[1805] minutes
[1532] marshals
[1398] trump
[968] arrest
[925] over
[920] sent
[883] didn
[881] took
[881] knew

Top Words in Tweet in G6:
[1199] marshals
[984] mean
[957] president
[726] trump
[597] arrest
[536] murder
[531] killing
[522] reinoehl
[520] extrajudicial
[512] michael

Top Words in Tweet in G7:
[984] marshals
[760] sent
[759] mr
[743] reinoehl
[734] arrest
[726] potus
[725] justiceoig
[725] repkathleenrice
[717] illegal
[717] killing

Top Words in Tweet in G8:
[670] marshals
[627] without
[583] really
[583] kill
[582] true
[582] purposely
[582] avoided
[582] arresting
[582] citizen
[582] soil

Top Words in Tweet in G9:
[597] marshals
[422] usmarshalshq
[356] president
[333] extrajudicial
[308] committed
[304] assassination
[291] claimed
[291] correct
[290] hi
[173] trump

Top Words in Tweet in G10:
[1098] law
[732] know
[732] doj
[545] marshals
[399] someone
[388] president
[374] arrest
[369] people
[368] barr
[368] kill

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5651] marshals,murder
[4515] sent,marshals
[4173] ordered,marshals
[3634] mr,rogers
[3604] murder,someone
[3600] trump,re
[3600] re,election
[3600] election,platform
[3600] platform,mr
[3600] rogers,sucks

Top Word Pairs in Tweet in G1:
[3149] ordered,marshals
[3148] last,48
[3148] 48,hours
[3148] hours,trump
[3148] trump,re
[3148] re,election
[3148] election,platform
[3148] platform,mr
[3148] mr,rogers
[3148] rogers,sucks

Top Word Pairs in Tweet in G2:
[2774] sent,marshals
[2552] antifa,activist
[2526] remember,trump
[2526] trump,admitted
[2526] admitted,sent
[1604] marshals,assassinate
[1604] assassinate,antifa
[1604] activist,earlier
[1604] earlier,today
[1443] marshals,murder

Top Word Pairs in Tweet in G3:
[2202] president,saying
[2202] saying,successfully
[2202] successfully,ordered
[2202] ordered,murder
[2202] murder,executed
[2202] executed,marshals
[2200] yes,lot
[2200] lot,going
[2200] going,president
[82] antifa,activist

Top Word Pairs in Tweet in G4:
[496] ordered,marshals
[486] antifa,suspect
[482] marshals,execute
[481] town,hall
[480] friday,fiascos
[480] fiascos,#dopeydon
[480] #dopeydon,trump
[480] trump,combative
[480] combative,during
[480] during,town

Top Word Pairs in Tweet in G5:
[1805] 15,minutes
[920] sent,marshals
[882] didn,arrest
[881] marshals,took
[881] took,15
[881] minutes,over
[881] over,knew
[881] knew,didn
[881] arrest,15
[881] minutes,ended

Top Word Pairs in Tweet in G6:
[515] extrajudicial,killing
[496] president,trump
[493] mean,wanted
[492] michael,forest
[492] forest,reinoehl
[491] trump,speaking
[491] speaking,marshals
[491] marshals,arrest
[491] arrest,mean
[491] mean,mean

Top Word Pairs in Tweet in G7:
[712] extrajudicial,killings
[712] killings,illegal
[712] illegal,america
[712] america,repkathleenrice
[712] repkathleenrice,former
[712] former,prosecutors
[712] prosecutors,requesting
[712] requesting,justiceoig
[712] justiceoig,investigate
[712] investigate,killing

Top Word Pairs in Tweet in G8:
[582] really,true
[582] true,marshals
[582] marshals,purposely
[582] purposely,avoided
[582] avoided,arresting
[582] arresting,citizen
[582] citizen,soil
[582] soil,chose
[582] chose,shoot
[582] shoot,kill

Top Word Pairs in Tweet in G9:
[306] marshals,committed
[306] committed,extrajudicial
[304] extrajudicial,assassination
[291] usmarshalshq,president
[291] president,claimed
[291] claimed,marshals
[291] assassination,correct
[290] hi,usmarshalshq
[83] 15,minutes
[82] sent,marshals

Top Word Pairs in Tweet in G10:
[366] both,ag
[366] ag,barr
[366] barr,marshal
[366] marshal,washington
[366] washington,know
[366] know,law
[366] law,permit
[366] permit,marshals
[366] marshals,kill
[366] kill,people

Top Replied-To
Top Replied-To in Entire Graph:
@acyn
@meidastouch
@chrislhayes
@jaketapper
@therealhoarse
@mmpadellan
@helenkennedy
@wajahatali
@grandpasnarky
@matthewamiller

Top Replied-To in G1:
@maxkennerly
@psynoir
@tandemabutere
@mmasnick

Top Replied-To in G2:
@wajahatali
@angryblacklady
@realcodybanks
@normanw69705317
@mikewiseguy
@acyn

Top Replied-To in G3:
@chrislhayes
@tltngwndmlls
@acyn
@jaketapper
@tomgara
@seankel95753901
@jax18w
@allinwithchris
@1st_thing_i_see
@nebketis

Top Replied-To in G4:
@jaketapper
@grandpasnarky
@rorycooper
@lanceusa70
@patrykia
@realdonaldtrump
@sergeivote
@theprotestfilms
@harrypottermage
@2_mke

Top Replied-To in G5:
@acyn
@labyrinthweaver
@bettemidler
@josehin46060470
@mjfree
@creighton7145
@thewebbix
@downtwist
@poli_newsense
@acosta

Top Replied-To in G6:
@meidastouch
@acyn
@mmpadellan
@dianero35546485
@chrislhayes
@kylegriffin1
@haschvivian
@txhoneydew
@juliaioffe
@cherlundq

Top Replied-To in G7:
@reptedlieu
@tedlieu
@acyn
@sweet001
@projectlincoln
@tollingin

Top Replied-To in G8:
@acyn

Top Replied-To in G9:
@therealhoarse
@helenkennedy
@acyn
@usmarshalshq
@louisemensch
@howarda_esq
@viet_t_nguyen
@politicussarah
@lynniegirl65
@jaketapper

Top Replied-To in G10:
@joycewhitevance
@b52malmet
@adamserwer
@lizsdvm
@acyn

Top Mentioned
Top Mentioned in Entire Graph:
@potus
@justiceoig
@repkathleenrice
@usmarshalshq
@acyn
@savannahguthrie
@williamfpeters2
@realdonaldtrump
@tcrg2012
@thejusticedept

Top Mentioned in G1:
@popehat
@smsg1234
@eyemsimone
@godandthebear

Top Mentioned in G2:
@savannahguthrie
@acyn
@thejusticedept
@repblumenauer
@wajahatali
@repkathleenrice
@justiceoig
@potus
@liberalgoddess
@heroworshipbad

Top Mentioned in G3:
@chrislhayes
@allinwithchris
@santiagomayer_
@purlleslie
@bcdreyer
@ikanteventoday
@williamfpeters2
@repkathleenrice
@justiceoig
@potus

Top Mentioned in G4:
@williamfpeters2
@tcrg2012
@doxie53
@realdonaldtrump
@lanceusa70
@katibug817
@claudiababyg
@sadiemaetn
@peatches66
@fix8d2020

Top Mentioned in G5:
@acyn
@neneresister
@danrather
@bamdude90
@googlenews
@kcboyd3
@realdonaldtrump
@themistocles_w
@zen4ever2us2
@rose_marie_holt

Top Mentioned in G6:
@savannahguthrie
@marlenes777
@meidastouch
@usmarshalshq
@carolmartinovi1
@mmpadellan
@acyn
@tteribul
@gabrielcdoe4
@me1rose6

Top Mentioned in G7:
@potus
@justiceoig
@repkathleenrice
@thejusticedept
@repblumenauer
@dealosangeles
@amazinnz
@skyler4149
@chuckwendig
@roguevba

Top Mentioned in G9:
@usmarshalshq
@kevinmkruse
@bfosterls7
@nypdnews
@repkathleenrice
@justiceoig
@potus
@secretservice
@realdonaldtrump
@wolfblitzer

Top Mentioned in G10:
@repswalwell
@gavinnewsom
@casosvote
@alexpadilla4ca
@agbecerra
@senkamalaharris
@b52malmet
@philnurenberg
@justwhatnowwhy
@lindseygrahamsc

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@dichristine
@jurylady5
@charlesfrize
@cloudwanderer3
@kat4obama
@ez4u2say_janis
@1denmadrid
@mckbirdbks
@independent

Top Tweeters in G1:
@manmet80
@backstorymom1
@stockguy61
@n7irl
@pas5974
@jhamby
@liverpotlian
@reagancbrown
@cwharlow
@tinamorphis

Top Tweeters in G2:
@ez4u2say_janis
@mckbirdbks
@mharvey816
@homegypsy
@b1e56df9ce6549f
@ohiomail
@1loriking
@greeeneyedwhwom
@sheiladecker19
@unlewis

Top Tweeters in G3:
@thepoliticalcat
@hazelglasgow
@jamestoupin
@marthalynneowe1
@ecclesias
@fieryreddragon
@wally_wests
@reneevoicebrand
@mlczone
@cnbsnana

Top Tweeters in G4:
@inabster
@gottalaff
@kstreet111
@businessinsider
@garthworld
@djzjcz
@snw106
@courageousgirl2
@vabvox
@_reaalamerican_

Top Tweeters in G5:
@1denmadrid
@iwd12
@serendipitysays
@chrisbrey1
@wildwillow65
@betterw05759703
@phendricks71
@jrbkjrbk
@gwydion620
@oatcake1967

Top Tweeters in G6:
@jurylady5
@hijcp
@bfm4440
@robert_hove
@carolk47
@jodzio
@lynncatwalters
@starfirst
@christoclifford
@maryellenbella4

Top Tweeters in G7:
@inspiteoftrump
@awelab1956
@samhainnight
@tinyboo49
@doodlebug0
@mstepczyk
@lllwry
@mdjacksondallas
@24baseballreed
@wechoosewisdom

Top Tweeters in G8:
@dalek_fan
@laura78703
@nitenitemelissa
@truman_town
@amyharlib
@xaipe3
@suezwillson
@sticktonothing
@hearourvoice4
@jaraparilla

Top Tweeters in G9:
@charlesfrize
@kat4obama
@bannerite
@britpoptarts
@latikia
@dynamicfrize
@carlyinnj
@radlein
@tallyannae
@cheryl_marlin

Top Tweeters in G10:
@justwhatnowwhy
@tadrow
@funnagan
@mvwinall
@glangendorf01
@begiiigiles
@downatthepound
@pameladubsky49
@raphaelha67
@jax6655