Barr Trump, Twitter, 11/20/2020 4:28:16 PM, 241931


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Barr Trump_2020-11-20_06-48-43.xlsx
Barr Trump_2020-11-20_06-48-43.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 20, 2020
Short Description:
Barr Trump via NodeXL https://bit.ly/3lVxJtq
@beschlossdc
@kylegriffin1
@aramroston
@glennkirschner2
@adamserwer
@realdonaldtrump
@emptywheel
@tsartbot
@youtube
@joebiden

Top hashtags:
#justicematters
#trump
#amlo
#barr
#crookedkelly
#cienfuegos
#ebrard
#fgr
#usa

Description:
Description
The graph represents a network of 18,202 Twitter users whose recent tweets contained "Barr Trump", 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 Friday, 20 November 2020 at 15:47 UTC.

The tweets in the network were tweeted over the 2-day, 0-hour, 1-minute period from Wednesday, 18 November 2020 at 14:47 UTC to Friday, 20 November 2020 at 14:48 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 : 18202
Unique Edges : 24999
Edges With Duplicates : 4129
Total Edges : 29128
Number of Edge Types : 5
Replies to : 3858
Mentions : 5878
Retweet : 13542
MentionsInRetweet : 4319
Tweet : 1531
Self-Loops : 1612
Reciprocated Vertex Pair Ratio : 0.00694248234106963
Reciprocated Edge Ratio : 0.0137892331743296
Connected Components : 1360
Single-Vertex Connected Components : 758
Maximum Vertices in a Connected Component : 15627
Maximum Edges in a Connected Component : 26613
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.025573
Graph Density : 7.53015589429978E-05
Modularity : 0.767644
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 18,202 Twitter users whose recent tweets contained "Barr Trump", 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 Friday, 20 November 2020 at 15:47 UTC.

The tweets in the network were tweeted over the 2-day, 0-hour, 1-minute period from Wednesday, 18 November 2020 at 14:47 UTC to Friday, 20 November 2020 at 14:48 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 : Barr Trump
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:
[2328] https://trib.al/TD7LV75
[1458] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive/exclusive-u-s-investigators-were-told-to-take-no-further-action-on-caterpillar-ex-client-of-barr-idUSKBN27Y2PO
[793] https://www.youtube.com/watch?v=Z4PnrzK9G80&feature=youtu.be

[700] https://twitter.com/npr/status/1328932704658788354
[131] https://twitter.com/keegan_hamilton/status/1329072298775564291
[115] https://www.washingtonpost.com/outlook/2020/05/04/trump-is-supposed-be-preparing-hand-over-power-will-government-be-ready/
[89] https://www.nytimes.com/2020/11/18/opinion/trump-barr-giulianni-worst.html?referringSource=articleShare
[88] https://www.nytimes.com/2020/11/18/opinion/trump-barr-giulianni-worst.html?smid=tw-share
[82] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive-idUSKBN27Y2PO
[63] https://finance.yahoo.com/news/exclusive-u-investigators-were-told-190249514.html

Top URLs in Tweet in G1:
[23] https://www.cnn.com/politics/live-news/biden-trump-us-election-news-11-17-20/h_872653bf5bd85dc1af81871fb9d446cd
[8] https://www.nytimes.com/2020/11/18/world/americas/mexico-cienfuegos-barr.html?smid=tw-share
[7] https://twitter.com/i/moments/1313869302383009793
[4] https://twitter.com/MMineiro_CNS/status/1329494004191420418
[3] https://www.youtube.com/watch?v=Z4PnrzK9G80&feature=youtu.be

[3] https://twitter.com/denisewu/status/1329591962417070080
[3] https://apnews.com/article/joe-biden-donald-trump-local-elections-arizona-michigan-29da6aac9cc41e47f3095855e7af7031
[3] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive/exclusive-u-s-investigators-were-told-to-take-no-further-action-on-caterpillar-ex-client-of-barr-idUSKBN27Y2PO
[2] https://twitter.com/helenprejean/status/1329066705503494144
[2] https://trib.al/TD7LV75

Top URLs in Tweet in G2:
[2031] https://trib.al/TD7LV75
[5] https://twitter.com/kylegriffin1/status/1329461938460499970
[3] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive/exclusive-u-s-investigators-were-told-to-take-no-further-action-on-caterpillar-ex-client-of-barr-idUSKBN27Y2PO
[3] https://www.washingtonpost.com/politics/trump-election-strategy/2020/11/18/94fbe50e-29c9-11eb-92b7-6ef17b3fe3b4_story.html
[2] https://www.nytimes.com/2020/11/11/us/politics/justice-department-barr-public-integrity.html?referringSource=articleShare
[2] https://twitter.com/scaramucci/status/1329524070463967232
[2] https://www.buzzfeednews.com/article/ryanhatesthis/mueller-report-internet-research-agency-detailed-2016
[1] https://twitter.com/ericgarland/status/1329639683547156480
[1] https://www.nytimes.com/2020/06/28/us/politics/michael-flynn-sidney-powell.html?smid=tw-share
[1] https://www.nytimes.com/2020/11/18/opinion/trump-barr-giulianni-worst.html?smid=tw-share

Top URLs in Tweet in G3:
[51] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive-idUSKBN27Y2PO
[33] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive/exclusive-u-s-investigators-were-told-to-take-no-further-action-on-caterpillar-ex-client-of-barr-idUSKBN27Y2PO
[13] https://trib.al/TD7LV75
[13] https://www.youtube.com/watch?v=Z4PnrzK9G80&feature=youtu.be

[11] https://www.youtube.com/watch?v=dd5-2Sqw5nQ&feature=youtu.be

[9] https://www.vox.com/2020/11/19/21575177/trump-wayne-county-michigan-certification
[7] https://www.nbcnews.com/tech/security/trump-fires-head-u-s-election-cybersecurity-after-he-debunked-n1248063
[6] https://www.msnbc.com/katy-tur/watch/michigan-sos-no-legal-mechanism-for-mi-republicans-to-rescind-their-certification-of-votes-96240197640
[6] https://www.nbcnews.com/politics/2020-election/georgia-expected-release-results-trump-biden-hand-recount-n1248234
[6] https://www.cnbc.com/2020/11/19/trump-campaign-drops-michigan-election-lawsuit-rudy-giuliani-says.html

Top URLs in Tweet in G4:
[875] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive/exclusive-u-s-investigators-were-told-to-take-no-further-action-on-caterpillar-ex-client-of-barr-idUSKBN27Y2PO
[47] https://finance.yahoo.com/news/exclusive-u-investigators-were-told-190249514.html
[38] https://trib.al/TD7LV75
[19] https://www.washingtonpost.com/world/the_americas/mexico-cienfuegos-drug-charges-dropped/2020/11/17/430bd056-291f-11eb-92b7-6ef17b3fe3b4_story.html
[3] https://www.youtube.com/watch?v=Z4PnrzK9G80&feature=youtu.be

[3] https://twitter.com/OMGno2trump/status/1329176036643311619
[2] https://www.youtube.com/watch?v=fPLWdELZCKA&feature=youtu.be

[1] https://www.wsj.com/articles/trumps-misguided-swipe-at-bill-barr-11602449244
[1] https://twitter.com/SassyGirlBoss/status/1329227984570609667
[1] https://www.salon.com/2020/06/26/william-barr-tried-to-interfere-in-michael-cohens-case-before-abruptly-firing-prosecutor-report/

Top URLs in Tweet in G5:
[725] https://www.youtube.com/watch?v=Z4PnrzK9G80&feature=youtu.be

[54] https://trib.al/TD7LV75
[32] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive/exclusive-u-s-investigators-were-told-to-take-no-further-action-on-caterpillar-ex-client-of-barr-idUSKBN27Y2PO
[6] https://www.youtube.com/watch?v=-foB4fvrqD4&feature=youtu.be

[6] https://twitter.com/npr/status/1328932704658788354
[5] https://www.youtube.com/watch?v=1asHf1TF3z0&feature=youtu.be

[4] https://www.washingtonpost.com/national-security/trump-voting-fraud-william-barr-justice-department/2020/11/09/d57dbe98-22e6-11eb-8672-c281c7a2c96e_story.html
[4] https://finance.yahoo.com/news/exclusive-u-investigators-were-told-190249514.html
[4] https://www.youtube.com/watch?v=okLzZu959W0&feature=youtu.be

[4] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive-idUSKBN27Y2PO

Top URLs in Tweet in G6:
[67] https://www.nytimes.com/2020/11/18/opinion/trump-barr-giulianni-worst.html?smid=tw-share
[26] https://www.nytimes.com/2020/11/18/opinion/trump-barr-giulianni-worst.html
[25] https://www.independent.co.uk/news/world/americas/us-politics/trump-william-barr-federal-executions-death-penalty-sister-helen-prejean-b1732180.html
[16] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive-idUSKBN27Y2PO
[8] https://www.nytimes.com/2020/11/18/opinion/trump-barr-giulianni-worst.html?action=click&module=Opinion&pgtype=Homepage
[8] https://twitter.com/helenprejean/status/1329290068402442240
[7] https://www.nytimes.com/2020/11/18/opinion/trump-barr-giulianni-worst.html?partner=IFTTT
[6] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive/exclusive-u-s-investigators-were-told-to-take-no-further-action-on-caterpillar-ex-client-of-barr-idUSKBN27Y2PO
[6] https://www.nytimes.com/2020/11/18/world/americas/mexico-cienfuegos-barr.html?referringSource=articleShare
[5] http://www.msn.com/en-us/money/newsworld/barr-gets-judges-signoff-to-drop-mexican-drug-traffic-case/ar-BB1b8u82?ocid=st

Top URLs in Tweet in G7:
[656] https://twitter.com/npr/status/1328932704658788354
[25] https://trib.al/TD7LV75
[21] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive/exclusive-u-s-investigators-were-told-to-take-no-further-action-on-caterpillar-ex-client-of-barr-idUSKBN27Y2PO
[17] https://twitter.com/franksowa1/status/1329368856129888256
[2] https://twitter.com/keegan_hamilton/status/1329072298775564291
[1] https://twitter.com/ACLU/status/1329168252661063693
[1] https://www.emptywheel.net/2020/11/18/salvador-cienfuegos-zepeda-billy-barr-goes-soft-on-crime/

Top URLs in Tweet in G8:
[401] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive/exclusive-u-s-investigators-were-told-to-take-no-further-action-on-caterpillar-ex-client-of-barr-idUSKBN27Y2PO
[116] https://twitter.com/keegan_hamilton/status/1329072298775564291
[45] https://trib.al/TD7LV75
[43] https://www.emptywheel.net/2020/11/18/salvador-cienfuegos-zepeda-billy-barr-goes-soft-on-crime/
[41] https://twitter.com/alanfeuer/status/1329087376530948103
[12] https://twitter.com/npr/status/1328932704658788354
[9] https://www.wired.com/story/what-robert-mueller-knows-and-isnt-saying-trump-russia-investigation/
[7] https://twitter.com/JohnJHarwood/status/1329511645522108417
[5] https://twitter.com/Cubfan13241/status/1329440110182625286
[3] https://forensicnews.net/2020/11/17/forensic-news-roundup-barrs-influence-shuts-down-doj-cases/

Top URLs in Tweet in G9:
[15] https://trib.al/TD7LV75
[11] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive/exclusive-u-s-investigators-were-told-to-take-no-further-action-on-caterpillar-ex-client-of-barr-idUSKBN27Y2PO
[7] https://www.youtube.com/watch?v=Z4PnrzK9G80&feature=youtu.be

[6] https://twitter.com/HawleyMO/status/1329161484790861826
[5] https://www.nbcnews.com/politics/justice-department/federal-judge-blasts-barr-misleading-mueller-report-n1151076
[4] https://twitter.com/KwikWarren/status/1329047109174239233
[3] https://twitter.com/NormOrnstein/status/1329495745259597825
[3] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive-idUSKBN27Y2PO
[2] https://twitter.com/steven_metz/status/1329434074008723456
[2] https://twitter.com/alanfeuer/status/1329087376530948103

Top URLs in Tweet in G10:
[11] https://trib.al/TD7LV75
[10] https://twitter.com/kyledcheney/status/1329490301472428033
[7] https://www.washingtonpost.com/outlook/2020/11/12/barr-memo-trump-campaign/?tid=ss_tw
[6] https://www.reuters.com/article/us-usa-barr-caterpillar-exclusive/exclusive-u-s-investigators-were-told-to-take-no-further-action-on-caterpillar-ex-client-of-barr-idUSKBN27Y2PO
[5] https://www.youtube.com/watch?v=Z4PnrzK9G80&feature=youtu.be

[5] https://twitter.com/File411/status/1317165848780525573?s=20
[4] https://twitter.com/npr/status/1328932704658788354
[4] https://www.forbes.com/sites/danalexander/2019/07/19/how-attorney-general-bill-barr-built-a-40-million-fortune/
[3] https://static.macmillan.com/static/fib/hiding-in-plain-sight/index.html
[3] https://finance.yahoo.com/news/exclusive-u-investigators-were-told-190249514.html

Top Domains
Top Domains in Tweet in Entire Graph:
[2397] trib.al
[1654] twitter.com
[1578] reuters.com
[876] youtube.com
[366] nytimes.com
[177] washingtonpost.com
[88] yahoo.com
[84] co.uk
[50] thedailybeast.com
[47] emptywheel.net

Top Domains in Tweet in G1:
[23] cnn.com
[21] twitter.com
[11] nytimes.com
[4] reuters.com
[3] youtube.com
[3] apnews.com
[2] trib.al
[1] newyorker.com
[1] co.uk
[1] c-span.org

Top Domains in Tweet in G2:
[2031] trib.al
[13] twitter.com
[4] nytimes.com
[3] reuters.com
[3] washingtonpost.com
[2] buzzfeednews.com
[1] youtube.com

Top Domains in Tweet in G3:
[102] reuters.com
[97] twitter.com
[35] youtube.com
[29] nytimes.com
[26] co.uk
[21] nbcnews.com
[17] trib.al
[15] politico.com
[15] vox.com
[14] thehill.com

Top Domains in Tweet in G4:
[875] reuters.com
[47] yahoo.com
[38] trib.al
[19] washingtonpost.com
[5] youtube.com
[5] twitter.com
[2] nytimes.com
[1] wsj.com
[1] salon.com
[1] rawstory.com

Top Domains in Tweet in G5:
[756] youtube.com
[54] trib.al
[36] reuters.com
[24] twitter.com
[5] washingtonpost.com
[4] cnn.com
[4] yahoo.com
[2] wbai.org
[1] nbcnews.com
[1] nytimes.com

Top Domains in Tweet in G6:
[270] twitter.com
[130] nytimes.com
[29] co.uk
[28] reuters.com
[11] msn.com
[11] dailykos.com
[8] youtube.com
[6] nbcnews.com
[6] apnews.com
[5] washingtonpost.com

Top Domains in Tweet in G7:
[676] twitter.com
[25] trib.al
[21] reuters.com
[1] emptywheel.net

Top Domains in Tweet in G8:
[401] reuters.com
[193] twitter.com
[45] trib.al
[43] emptywheel.net
[9] wired.com
[3] forensicnews.net
[2] whitehouse.gov
[2] crooked.com
[1] nytimes.com
[1] washingtonpost.com

Top Domains in Tweet in G9:
[26] twitter.com
[15] trib.al
[14] reuters.com
[9] youtube.com
[5] nbcnews.com
[1] washingtonpost.com
[1] rollingstone.com
[1] cnn.com
[1] yahoo.com

Top Domains in Tweet in G10:
[32] twitter.com
[11] trib.al
[7] washingtonpost.com
[7] reuters.com
[5] youtube.com
[4] forbes.com
[3] macmillan.com
[3] yahoo.com
[3] nymag.com
[2] patreon.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[806] justicematters
[681] trump
[374] amlo
[314] barr
[308] crookedkelly
[232] cienfuegos
[228] ebrard
[228] fgr
[145] usa
[145] realdonaldtrump



Top Hashtags in Tweet in G1:
[12] trump
[3] justicematters
[1] sorelosers
[1] crookedkelly
[1] leningradlindsey

Top Hashtags in Tweet in G2:
[2] justiceiscoming
[1] trump
[1] trumpisalaughingstock
[1] trumpcrimefamily
[1] justicematters

Top Hashtags in Tweet in G3:
[141] realdonaldtrump
[78] orlandohall
[63] saveorlandohall
[63] endfederalexecutions
[52] blacklivesmatter
[38] barr
[36] trump
[19] doj
[18] johndeere
[18] taxivasion

Top Hashtags in Tweet in G4:
[3] justicematters
[2] trumpregime
[2] trump
[2] trumpterrorists
[2] crookedkelly
[1] trumpepstein
[1] barrgate

Top Hashtags in Tweet in G5:
[728] justicematters
[8] trump
[7] crookedkelly
[6] teamjustice
[4] disbarbarr
[2] barr
[2] doj
[2] johndeere
[2] taxivasion
[2] trumpcrimescommission

Top Hashtags in Tweet in G6:
[27] trump
[14] smartnews
[8] barr
[5] pompeo
[4] bidenharris2020
[4] rudy
[3] mexico
[3] uspolitics
[3] uspoli
[3] whitewashwillie

Top Hashtags in Tweet in G8:
[5] breaking
[5] news
[1] barr
[1] doj
[1] trump
[1] johndeere
[1] taxivasion
[1] trumpcrimescommission

Top Hashtags in Tweet in G9:
[28] thisisanattemptedcoup
[7] justicematters
[2] doj
[1] realdonaldtrump
[1] 25thamendmentnow
[1] foxnewsisdead
[1] trumpsedition
[1] insidertradingbarbie
[1] insidetraitor
[1] mitchmcconnell

Top Hashtags in Tweet in G10:
[5] barr
[5] justicematters
[3] corruptwhitehouse
[2] realdonaldtrump
[2] presidentelect
[2] bidenharris2020
[2] inplainsight
[2] deadlinewh
[2] noquarter
[2] sleeptweet

Top Words
Top Words in Tweet in Entire Graph:
[21812] barr
[15497] trump
[5722] doj
[5582] caterpillar
[5294] bill
[5182] criminal
[4116] trump's
[4014] told
[3489] nominated
[3322] federal

Top Words in Tweet in G1:
[2379] barr
[2331] trump
[2282] pompeo
[2280] defense
[2278] days
[2277] against
[2276] miller
[2273] those
[2271] general
[2271] power

Top Words in Tweet in G2:
[4216] barr
[4070] caterpillar
[4069] criminal
[4066] doj
[2048] federal
[2043] bill
[2043] investigation
[2034] trump's
[2034] told
[2034] take

Top Words in Tweet in G3:
[2350] trump
[2126] barr
[408] realdonaldtrump
[334] ag
[317] court
[287] president
[266] take
[257] federal
[246] dominion
[244] election

Top Words in Tweet in G4:
[1952] barr
[1015] trump
[936] bill
[914] told
[881] nominated
[843] reuters
[843] stop
[819] justice
[790] co
[787] exclusive

Top Words in Tweet in G5:
[1160] barr
[792] trump's
[755] youtube
[755] co
[751] graham
[745] election
[731] rudy
[729] results
[728] dejoy
[728] #justicematters

Top Words in Tweet in G6:
[790] barr
[758] trump
[121] rudy
[114] bill
[104] bad
[96] ridiculous
[94] ag
[71] election
[69] people
[69] graham

Top Words in Tweet in G7:
[791] barr
[733] trump
[659] law
[658] order
[656] biggest
[656] drug
[656] dealers
[656] america
[656] slap
[656] wrist

Top Words in Tweet in G8:
[1234] barr
[834] trump
[587] billy
[462] caterpillar
[447] told
[416] take
[415] further
[399] client
[398] exclusive
[373] protect

Top Words in Tweet in G9:
[599] barr
[590] trump
[586] republican
[378] bill
[348] senatemajldr
[329] gop
[318] election
[315] gopleader
[297] donald
[296] party

Top Words in Tweet in G10:
[416] trump
[365] barr
[273] andrew
[192] prince
[136] beans
[101] doj
[85] votebluebrett
[83] donald
[71] hope
[70] indictment

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5249] bill,barr
[2884] attorney,general
[2736] under,trump
[2559] general,william
[2553] miller,barr
[2550] trump,pompeo
[2546] stood,against
[2543] pompeo,miller
[2535] abuse,power
[2533] during,nixon

Top Word Pairs in Tweet in G1:
[2276] pompeo,miller
[2275] miller,barr
[2271] trump,pompeo
[2270] during,nixon
[2270] nixon,final
[2270] final,days
[2270] days,1974
[2270] 1974,secretary
[2270] secretary,state
[2270] state,kissinger

Top Word Pairs in Tweet in G2:
[2043] bill,barr
[2037] criminal,investigation
[2031] before,bill
[2031] barr,became
[2031] became,trump's
[2031] trump's,choice
[2031] choice,lead
[2031] lead,doj
[2031] doj,represented
[2031] represented,caterpillar

Top Word Pairs in Tweet in G3:
[216] bill,barr
[207] trump,barr
[175] president,trump
[143] january,21st
[143] trump,knows
[141] #realdonaldtrump,eli
[141] eli,cominnn
[141] cominnn,trump
[141] knows,january
[141] 21st,federal

Top Word Pairs in Tweet in G4:
[935] bill,barr
[843] told,stop
[786] latest,reuters
[786] reuters,exclusive
[786] exclusive,shortly
[786] shortly,trump
[786] trump,nominated
[786] nominated,bill
[786] barr,run
[786] run,justice

Top Word Pairs in Tweet in G5:
[730] graham,barr
[729] election,results
[728] #justicematters,youtube
[725] trump's,failed
[725] failed,attack
[725] attack,strategy
[725] strategy,election
[725] results,dejoy
[725] dejoy,graham
[725] barr,rudy

Top Word Pairs in Tweet in G6:
[107] bill,barr
[97] trump,barr
[95] barr,bad
[94] rudy,ridiculous
[92] bad,rudy
[61] ag,barr
[49] donald,trump
[40] barr,trump
[36] william,barr
[34] trump,administration

Top Word Pairs in Tweet in G7:
[659] trump,barr
[658] law,order
[656] barr,biggest
[656] biggest,drug
[656] drug,dealers
[656] dealers,america
[656] america,slap
[656] slap,wrist
[656] wrist,law
[656] order,indeed

Top Word Pairs in Tweet in G8:
[565] billy,barr
[372] investigators,told
[370] exclusive,investigators
[370] told,take
[370] take,'no
[370] 'no,further
[370] further,action'
[370] action',caterpillar
[370] caterpillar,ex
[370] ex,client

Top Word Pairs in Tweet in G9:
[376] bill,barr
[296] donald,trump
[294] republican,party
[287] forget,donald
[287] trump,attacking
[287] attacking,democratic
[287] democratic,election
[287] election,whole
[287] whole,republican
[287] party,congressional

Top Word Pairs in Tweet in G10:
[136] prince,andrew
[99] trump,barr
[69] votebluebrett,hope
[68] hope,prince
[68] andrew,spills
[68] spills,beans
[68] beans,trump
[68] trump,prince
[68] andrew,kept
[68] kept,hook

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@votebluebrett
@beschlossdc
@mattgaetz
@chrislhayes
@glennkirschner2
@billkristol
@projectlincoln
@kylegriffin1
@bblock29

Top Replied-To in G1:
@beschlossdc
@jumoffit
@washtimes
@ivankatrump
@lotsofuss
@pbump
@natashabertrand
@gkmendenhall

Top Replied-To in G2:
@kylegriffin1
@meidastouch
@bill_owen
@melissajpeltier
@dami_pol
@myawsum18
@ivankatrump
@capablekatie
@shawm711
@repadamschiff

Top Replied-To in G3:
@realdonaldtrump
@caslernoel
@jim_jordan
@helenprejean
@speakerpelosi
@joebiden
@projectlincoln
@repadamschiff
@jennaellisesq
@ap

Top Replied-To in G4:
@jeffflake
@jonlemire
@lilmikeymom
@ericboehlert
@thatguy44352743
@aramroston
@senjeffmerkley
@mcphoto55
@dc5150319
@danteatkins

Top Replied-To in G5:
@glennkirschner2
@gil4cosd9
@bttr_as1
@rexchapman
@repjeffries
@natalieknepp
@dwbedard
@midwincharles
@chrismurphyct
@chattjazz

Top Replied-To in G7:
@sruhle
@adamserwer
@soledadobrien
@jwahl123

Top Replied-To in G8:
@emptywheel
@mimirocah1
@d321debbie
@deanbaker13
@fahrenthold
@_a__dub
@lunaticopresid1
@glennkirschner2
@halmarshall2309
@xtrixcyclex

Top Replied-To in G9:
@chrislhayes
@billkristol
@gardenmorning13
@lindseygrahamsc
@gop
@katiejohnson214
@mattzap
@percetion
@speculawyer
@senatemajldr

Top Replied-To in G10:
@votebluebrett
@beschlossdc
@jaketapper
@therealhoarse
@amandacarpenter
@hunterjcullen
@pegcochran
@govkristinoem
@wendybugliari
@sandibachom

Top Mentioned
Top Mentioned in Entire Graph:
@youtube
@senatemajldr
@gop
@gopleader
@gopchairwoman
@realdonaldtrump
@eleconomista
@fbi
@doj
@thejusticedept

Top Mentioned in G1:
@youtube
@double_drop_d
@speakerpelosi
@andrewdesiderio
@sea_2lake
@beschlossdc

Top Mentioned in G2:
@yashar
@kylegriffin1
@meidastouch
@realdonaldtrump
@thejusticedept
@firewing999999
@carmen50
@adamgoldmannyt
@charlie_savage
@gsaemily

Top Mentioned in G3:
@realdonaldtrump
@thejusticedept
@joebiden
@shaunking
@speakerpelosi
@gsaemily
@rudygiuliani
@oann
@kamalaharris
@youtube

Top Mentioned in G4:
@realdonaldtrump
@fahrenthold
@jonfavs
@youtube
@mcphoto55
@materia1wor1d
@jo_eliza1
@beserioususa
@jdangzalan
@danstringer74

Top Mentioned in G5:
@youtube
@glennkirschner2
@bevdevwarrior
@curtisabradley
@b52malmet
@christyw277
@chrismurphyct
@deelee1424
@duhartkimberlie
@playtwo

Top Mentioned in G6:

Top Mentioned in G7:
@smittycanada1
@william58024433
@adamserwer

Top Mentioned in G8:
@rickpetree
@stanleycohenlaw
@vermontgmg
@forensicnewsnet
@garyhatch
@lisaocain1
@michikokakutani
@realdonaldtrump
@lavernewright13
@gop

Top Mentioned in G9:
@senatemajldr
@gopleader
@gop
@gopchairwoman
@lindseygrahamsc
@tedcruz
@senategop
@youtube
@thamburger
@billkristol

Top Mentioned in G10:
@spiroagnewghost
@votebluebrett
@jaketapper
@govkristinoem
@therealhoarse
@sarahkendzior
@c_c_krebs
@jdawsontweets
@minggao26
@dianesbaker1

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@hrblock_21
@monicasloves
@tinamarie_80s
@solutioneer72
@mattmurph24
@cloudwanderer3
@cagney1991
@rjber15
@mckbirdbks

Top Tweeters in G1:
@hrblock_21
@menabster
@theresamax
@beverly21811568
@linda1746
@euethnic
@mtmarilyn2
@artis_elemental
@snw106
@fran_neena20409

Top Tweeters in G2:
@mckbirdbks
@rachel_mcrea
@onahunttoday
@hazelglasgow
@meidas_damon
@sheiladecker19
@thenflchick
@alllwftopic
@jrbkjrbk
@bethsinniresist

Top Tweeters in G3:
@inabster
@jjauthor
@cheezwitham
@stockguy61
@jilevin
@serafinos
@nahbabynah
@boris3324
@runpattirun
@leftnotright

Top Tweeters in G4:
@missb62
@tinamarie_80s
@cloudwanderer3
@backstorymom1
@mayirmamay14
@astwisa
@justwhatnowwhy
@micjojd
@cblazblaz
@antipandemonium

Top Tweeters in G5:
@monicasloves
@solutioneer72
@lechatnoire4
@79topper
@lindacollins11
@cotey_mary
@kath2252
@sba1211
@maryalicebisho2
@kalaax008

Top Tweeters in G6:
@politicalhedge
@darlene_edw
@cryborg
@the_lady_red
@astartiel
@toliro
@ghostdansing
@eire353
@maxinesykes
@careerfed

Top Tweeters in G7:
@mharvey816
@politicalbee
@amyayers16
@estarianne
@jcmarbury
@deathtocrazy
@jameskthompson1
@auntsophie1
@deeloralei
@kat223

Top Tweeters in G8:
@mattmurph24
@gottalaff
@bannerite
@kenkircher1
@pas5974
@castonchris
@sylviaz1913
@curiocat13
@briangrnotabot
@brettaapplebaum

Top Tweeters in G9:
@truthglow
@ecclesias
@3chicspolitico
@tempkt
@shareitarie10
@liskaaz
@donnathorson
@taiping2
@bandersdavidson
@ae4ca

Top Tweeters in G10:
@wildwillow65
@lovetogive2
@patricklee6669
@nancypeggy
@mstepczyk
@lllwry
@pwm62
@ydanasmithdutra
@whirledcitizen_
@skepmi