Kavanaugh, Twitter, 6/19/2021 7:06:43 PM, 257263


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Kavanaugh_2021-06-19_10-54-16.xlsx
Kavanaugh_2021-06-19_10-54-16.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 19, 2021
Short Description:
Kavanaugh via NodeXL https://bit.ly/3gE8bRe
@duty2warn
@donwinslow
@thedemcoalition
@senwhitehouse
@lavern_spicer
@joenbc
@aliceollstein
@scotusblog
@politicussarah
@elienyc

Top hashtags:
#morningjoe
#scotus
#obamacare
#msnbc
#trump
#coursuprême
#aca
#demvoice1

Description:
Description
The graph represents a network of 15,577 Twitter users whose recent tweets contained "Kavanaugh", 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, 19 June 2021 at 18:43 UTC.

The tweets in the network were tweeted over the 3-day, 17-hour, 54-minute period from Tuesday, 15 June 2021 at 23:59 UTC to Saturday, 19 June 2021 at 17:53 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 : 15577
Unique Edges : 22557
Edges With Duplicates : 2597
Total Edges : 25154
Number of Edge Types : 5
Replies to : 3061
Retweet : 14794
MentionsInRetweet : 3497
Tweet : 1558
Mentions : 2244
Self-Loops : 1609
Reciprocated Vertex Pair Ratio : 0.0055046699454045
Reciprocated Edge Ratio : 0.0109490688804128
Connected Components : 1339
Single-Vertex Connected Components : 796
Maximum Vertices in a Connected Component : 12449
Maximum Edges in a Connected Component : 21776
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 4.591707
Graph Density : 9.18486717029331E-05
Modularity : 0.761341
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 15,577 Twitter users whose recent tweets contained "Kavanaugh", 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, 19 June 2021 at 18:43 UTC.

The tweets in the network were tweeted over the 3-day, 17-hour, 54-minute period from Tuesday, 15 June 2021 at 23:59 UTC to Saturday, 19 June 2021 at 17:53 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 : Kavanaugh
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:
[634] https://www.politico.com/news/2021/06/11/barr-distances-democratic-subpoenas-493491?cid=apn
[258] https://www.cnn.com/2021/06/18/politics/roberts-kavanaugh-barrett-supreme-court/index.html
[202] https://www.washingtonpost.com/opinions/2021/06/17/chris-wray-testimony-fbi-jan-6-capitol/
[149] https://www.supremecourt.gov/opinions/20pdf/19-840_6jfm.pdf
[149] https://www.npr.org/2021/06/17/988837265/obamacare-wins-for-the-3rd-time-at-the-supreme-court?utm_medium=social&utm_term=nprnews&utm_campaign=politics&utm_source=twitter.com
[109] https://twitter.com/stevenmazie/status/1405539799163801601
[71] https://www.latimes.com/politics/story/2021-06-17/supreme-court-upholds-obamacare-again-rejecting-gop-challenge-from-texas
[60] https://twitter.com/ElieNYC/status/1405953041497575427
[59] https://twitter.com/nycsouthpaw/status/1405534262544146438
[58] https://www.marketwatch.com/story/supreme-court-upholds-obamacare-with-a-7-2-vote-11623939526

Top URLs in Tweet in G1:
[10] https://www.politico.com/magazine/story/2018/10/01/kavanaugh-fbi-wray-rosenstein-220810/
[6] https://www.theatlantic.com/magazine/archive/2021/06/brett-kavanaugh-supreme-court/618717/
[4] https://twitter.com/pullenpoynt1/status/1405569360304001032
[3] https://www.politico.com/magazine/story/2018/10/01/kavanaugh-fbi-wray-rosenstein-220810
[2] https://twitter.com/mrprman1101/status/1406056433259589633
[2] https://twitter.com/politicussarah/status/1405872316626739207
[2] https://www.npr.org/2021/06/17/1007079892/supreme-court-justice-brett-kavanaughs-rise-continues-to-fascinate-in-dissent?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[2] https://www.nbcnews.com/politics/supreme-court/supreme-court-spares-obamacare-gop-challenge-n1271140
[2] https://twitter.com/SCOTUSblog/status/1394284425224114176?s=20
[2] https://www.whitehouse.senate.gov/news/release/whitehouse-releases-letter-to-garland-on-oversight-matters-olc-politicization-

Top URLs in Tweet in G2:
[7] https://www.newsbreak.com/news/0aX3dydl/supreme-court-justice-brett-kavanaughs-rise-continues-to-fascinate-in-dissent?s=oldSite&ss=a7
[2] https://www.politico.com/news/2021/06/11/barr-distances-democratic-subpoenas-493491?cid=apn
[2] https://twitter.com/velvetblade/status/1173391286272954369?s=21
[2] https://twitter.com/AshleySchapitl/status/1403201308719464449
[2] https://www.thewrap.com/ryan-kavanaugh-backed-triller-aims-to-go-public-via-direct-listing-at-5-billion-valuation/
[2] https://twitter.com/lacy_crawford/status/1404579880910557185
[1] https://twitter.com/tedlieu/status/1406160913678303237
[1] https://www.theguardian.com/us-news/2019/nov/18/christine-blasey-ford-brett-kavanaugh
[1] https://twitter.com/bTheResistance/status/1405300409434972160

Top URLs in Tweet in G3:
[21] https://www.theguardian.com/us-news/2019/nov/18/christine-blasey-ford-brett-kavanaugh
[20] https://twitter.com/politicussarah/status/1405872316626739207
[20] https://www.politico.com/news/2021/06/11/barr-distances-democratic-subpoenas-493491?cid=apn
[20] https://www.washingtonpost.com/opinions/2021/06/17/chris-wray-testimony-fbi-jan-6-capitol/
[12] https://twitter.com/daviddunn177/status/1405830127771082754
[8] https://www.cnn.com/2021/06/18/politics/roberts-kavanaugh-barrett-supreme-court/index.html
[7] https://time.com/5415027/christine-blasey-ford-testimony/
[6] https://twitter.com/Nebac21/status/1405845820168183814
[5] https://twitter.com/sandibachom/status/1404875675450974212
[5] https://www.npr.org/2021/06/17/988837265/obamacare-wins-for-the-3rd-time-at-the-supreme-court?utm_medium=social&utm_term=nprnews&utm_campaign=politics&utm_source=twitter.com

Top URLs in Tweet in G4:
[7] https://www.politico.com/news/2021/06/11/barr-distances-democratic-subpoenas-493491?cid=apn
[2] https://twitter.com/MakeTexasBlue22/status/1405531968024944645
[1] https://twitter.com/ABCPolitics/status/1048293290481569792
[1] https://trib.al/mBIPfVs
[1] https://www.npr.org/2021/06/17/988837265/obamacare-wins-for-the-3rd-time-at-the-supreme-court?utm_medium=social&utm_term=nprnews&utm_campaign=politics&utm_source=twitter.com

Top URLs in Tweet in G5:
[130] https://www.npr.org/2021/06/17/988837265/obamacare-wins-for-the-3rd-time-at-the-supreme-court?utm_medium=social&utm_term=nprnews&utm_campaign=politics&utm_source=twitter.com
[45] https://twitter.com/NPR/status/1405530105183563783
[10] https://www.npr.org/2021/06/17/1007079892/supreme-court-justice-brett-kavanaughs-rise-continues-to-fascinate-in-dissent?utm_source=dlvr.it&utm_medium=twitter
[9] https://twitter.com/lavern_spicer/status/1405530391927132171
[8] https://twitter.com/bTheResistance/status/1405300409434972160
[7] https://www.politico.com/news/2021/06/11/barr-distances-democratic-subpoenas-493491?cid=apn
[4] https://gregolear.substack.com/p/who-owns-kavanaugh-index
[2] https://www.esquire.com/news-politics/politics/a35853157/sheldon-whitehouse-brett-kavanaugh-debts/
[2] https://medium.com/@gregolear/money-line-parlay-how-did-the-kavanaughs-afford-their-1-225-000-home-b53aaaf31b04
[2] https://www.cnn.com/2021/06/18/politics/roberts-kavanaugh-barrett-supreme-court/index.html

Top URLs in Tweet in G6:
[537] https://www.politico.com/news/2021/06/11/barr-distances-democratic-subpoenas-493491?cid=apn
[17] https://www.whitehouse.senate.gov/imo/media/doc/Ltr%20to%20AG%20Garland.pdf
[13] https://www.gq.com/story/the-kavanaugh-fbi-probe-was-doomed-from-the-start
[5] https://www.usatoday.com/story/opinion/2017/06/08/trump-new-fbi-director-chris-wray-russian-ties-rosneft-gazprom-column/102603214/&sa=U&ved=2ahUKEwjIs437_ZvxAhWR4J4KHXfHBjc4ChAWMAV6BAgAEAE&usg=AOvVaw1PEFh9cWOeWZri7LuRGxz2
[4] https://zarinazabrisky.medium.com/kavanaugh-christians-oil-and-gas-77f711230ae9
[4] https://twitter.com/marypatflynn1/status/1198693354235682817?s=21
[3] https://www.businessinsider.com/kavanaugh-wrote-sexually-explicit-starr-memo-sleep-deprived-atlantic-2021-5?IR=T
[3] https://www.politico.com/magazine/story/2018/10/01/kavanaugh-fbi-wray-rosenstein-220810/
[3] https://twitter.com/WhiteTrashGal/status/1405671219492528131
[2] https://www.c-span.org/video/?452644-1/president-apologizes-justice-kavanaugh-swearing-ceremony

Top URLs in Tweet in G7:
[130] https://www.cnn.com/2021/06/18/politics/roberts-kavanaugh-barrett-supreme-court/index.html
[22] https://www.npr.org/2021/06/17/1007079892/supreme-court-justice-brett-kavanaughs-rise-continues-to-fascinate-in-dissent
[18] https://www.npr.org/2021/06/17/1007079892/supreme-court-justice-brett-kavanaughs-rise-continues-to-fascinate-in-dissent?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[14] https://www.alternet.org/2021/06/supreme-court/
[11] https://www.newsbreak.com/news/0aYB06Bm/roberts-kavanaugh-and-barrett-have-seized-the-supreme-court-for-now?s=oldSite&ss=a2
[10] https://www.newsbreak.com/news/0aX3dydl/supreme-court-justice-brett-kavanaughs-rise-continues-to-fascinate-in-dissent?s=oldSite&ss=a2
[9] https://twitter.com/SCOTUSblog/status/1405526630458556428
[6] https://twitter.com/scotusblog/status/1405526630458556428
[5] https://www.npr.org/2021/06/17/1007079892/supreme-court-justice-brett-kavanaughs-rise-continues-to-fascinate-in-dissent?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.nbcnews.com/politics/supreme-court/supreme-court-spares-obamacare-gop-challenge-n1271140

Top URLs in Tweet in G8:
[12] https://www.washingtonpost.com/opinions/2021/06/17/chris-wray-testimony-fbi-jan-6-capitol/
[10] https://www.politico.com/news/2021/06/11/barr-distances-democratic-subpoenas-493491?cid=apn
[6] https://www.theguardian.com/us-news/2019/nov/18/christine-blasey-ford-brett-kavanaugh
[5] https://www.cnn.com/2021/06/18/politics/roberts-kavanaugh-barrett-supreme-court/index.html
[4] https://twitter.com/AP/status/1405527623166398465
[3] https://www.npr.org/2021/06/17/1007079892/supreme-court-justice-brett-kavanaughs-rise-continues-to-fascinate-in-dissent?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.cnbc.com/2021/06/17/obamacare-survives-after-supreme-court-rejects-latest-republican-challenge.html
[3] https://www.npr.org/2021/06/17/988837265/obamacare-wins-for-the-3rd-time-at-the-supreme-court?utm_medium=social&utm_term=nprnews&utm_campaign=politics&utm_source=twitter.com
[2] https://www.cnn.com/2021/06/18/politics/roberts-kavanaugh-barrett-supreme-court/index.html?utm_content=2021-06-18T15%3A27%3A07&utm_term=link&utm_source=twCNNp&utm_medium=social
[2] https://twitter.com/ElieNYC/status/1405953041497575427

Top URLs in Tweet in G9:
[11] https://www.politico.com/news/2021/06/11/barr-distances-democratic-subpoenas-493491?cid=apn
[3] https://www.washingtonpost.com/opinions/2021/06/17/chris-wray-testimony-fbi-jan-6-capitol/
[2] https://www.amazon.com/Supreme-Ambition-Kavanaugh-Conservative-Takeover/dp/1982123869/ref=sr_1_1?keywords=Ruth+marcus&qid=1571073385&sr=8-1
[2] https://www.politics-prose.com/book/9781982123864
[2] https://www.cnbc.com/2021/06/17/obamacare-survives-after-supreme-court-rejects-latest-republican-challenge.html
[2] https://twitter.com/bTheResistance/status/1405300409434972160
[1] https://trib.al/l7U2msF
[1] https://www.nytimes.com/2021/06/18/us/politics/supreme-court-conservatives-liberals.html
[1] https://twitter.com/ElieNYC/status/1405953041497575427
[1] https://twitter.com/artmyoldfriend/status/1405247226075615234

Top URLs in Tweet in G10:
[61] https://www.cnn.com/2021/06/18/politics/roberts-kavanaugh-barrett-supreme-court/index.html
[53] https://twitter.com/nycsouthpaw/status/1405534262544146438
[41] https://twitter.com/ElieNYC/status/1405953041497575427
[34] https://trib.al/mBIPfVs
[29] https://www.supremecourt.gov/opinions/20pdf/19-123_g3bi.pdf
[7] https://www.mediamatters.org/sexual-harassment-sexual-assault/brett-kavanaugh-lied-repeatedly-news-reports-and-personal-accounts
[6] https://twitter.com/mjs_DC/status/1405531041670963203
[6] https://www.politico.com/news/2021/06/11/barr-distances-democratic-subpoenas-493491?cid=apn
[5] https://twitter.com/stevenmazie/status/1405539799163801601
[4] https://twitter.com/nycsouthpaw/status/1405538138995400714

Top Domains
Top Domains in Tweet in Entire Graph:
[1089] twitter.com
[667] politico.com
[330] cnn.com
[241] npr.org
[222] washingtonpost.com
[216] supremecourt.gov
[104] trib.al
[80] latimes.com
[64] justthenews.com
[58] nytimes.com

Top Domains in Tweet in G1:
[17] twitter.com
[15] politico.com
[6] theatlantic.com
[3] theguardian.com
[2] npr.org
[2] nbcnews.com
[2] senate.gov
[2] esquire.com
[1] apple.news

Top Domains in Tweet in G2:
[8] twitter.com
[7] newsbreak.com
[2] politico.com
[2] thewrap.com
[1] theguardian.com

Top Domains in Tweet in G3:
[65] twitter.com
[21] politico.com
[21] theguardian.com
[20] washingtonpost.com
[10] cnn.com
[7] npr.org
[7] time.com
[6] latimes.com
[5] theatlantic.com
[5] currentaffairs.org

Top Domains in Tweet in G4:
[7] politico.com
[3] twitter.com
[1] trib.al
[1] npr.org

Top Domains in Tweet in G5:
[140] npr.org
[68] twitter.com
[8] substack.com
[8] politico.com
[3] esquire.com
[2] medium.com
[2] cnn.com
[2] rollingstone.com
[1] salon.com
[1] washingtonpost.com

Top Domains in Tweet in G6:
[540] politico.com
[38] twitter.com
[17] senate.gov
[13] gq.com
[6] usatoday.com
[4] substack.com
[4] medium.com
[3] businessinsider.com
[3] theguardian.com
[3] latimes.com

Top Domains in Tweet in G7:
[193] twitter.com
[157] cnn.com
[52] npr.org
[33] newsbreak.com
[18] alternet.org
[8] instagram.com
[8] msn.com
[6] apple.news
[6] nbcnews.com
[5] nytimes.com

Top Domains in Tweet in G8:
[12] washingtonpost.com
[12] twitter.com
[10] politico.com
[8] cnn.com
[6] theguardian.com
[6] npr.org
[3] cnbc.com
[1] newsbreak.com
[1] lawandcrime.com
[1] latimes.com

Top Domains in Tweet in G9:
[12] politico.com
[9] twitter.com
[4] washingtonpost.com
[2] trib.al
[2] amazon.com
[2] politics-prose.com
[2] cnbc.com
[1] nytimes.com
[1] reason.com
[1] latimes.com

Top Domains in Tweet in G10:
[134] twitter.com
[65] cnn.com
[35] trib.al
[34] supremecourt.gov
[7] mediamatters.org
[6] politico.com
[5] npr.org
[5] slate.com
[4] bloomberglaw.com
[3] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1166] morningjoe
[253] scotus
[222] obamacare
[160] msnbc
[144] trump
[112] coursuprême
[106] aca
[84] demvoice1
[81] wtpblue
[71] wtpearth



Top Hashtags in Tweet in G1:
[21] morningjoe
[2] scotus
[2] borked
[2] scrotus
[2] metoo
[1] brett_ilikebeer_kavanaugh
[1] justice
[1] amyconey_barrett
[1] aca
[1] thankyou

Top Hashtags in Tweet in G2:
[17] scotus
[17] deutchebank
[13] morningjoe
[7] donors
[7] corruption
[7] rulings
[7] bagman
[7] owned

Top Hashtags in Tweet in G3:
[1028] morningjoe
[157] msnbc
[15] kavanaugh
[9] wtpblue
[9] demvoice1
[7] istandwithdrford
[7] onev1
[7] ovfaf
[6] metoo
[5] justicematters

Top Hashtags in Tweet in G4:
[13] morningjoe

Top Hashtags in Tweet in G5:
[27] aca
[8] morningjoe
[7] scotus
[5] whoownskavanaugh
[2] termlimitsforfederaljudges
[2] creepingfascism
[2] fascism
[2] guilty
[2] trumplies
[2] nailedit

Top Hashtags in Tweet in G6:
[16] morningjoe
[11] whereismerrick
[5] scotus
[5] whoownskavanaugh
[4] demvoice1
[4] wtpblue
[3] fresh
[3] onev1
[2] kavanaugh
[2] cleanhouse

Top Hashtags in Tweet in G7:
[27] scotus
[15] aca
[13] obamacare
[10] kavanaugh
[9] smartnews
[6] news
[6] acb
[6] morningjoe
[5] supremecourt
[3] law

Top Hashtags in Tweet in G8:
[49] scotus
[9] morningjoe
[4] aca
[4] gqp
[1] roberts
[1] kavanaugh
[1] barrett
[1] supremecourt
[1] cnnpolitics
[1] demvoice1

Top Hashtags in Tweet in G9:
[7] morningjoe
[5] scotus
[3] votersuppression
[2] bratt
[2] deathtothepatriarchy
[1] demvoice1
[1] wtpblue
[1] wtpearth
[1] humanbeerbong
[1] obamacare

Top Hashtags in Tweet in G10:
[60] scotus
[21] aca
[4] morningjoe
[2] trump
[2] elb
[2] expandthecourt
[2] gothere
[2] cnn
[2] factsmatter
[2] whoownskavanaugh

Top Words
Top Words in Tweet in Entire Graph:
[17755] kavanaugh
[7471] voted
[6335] barrett
[5854] brett
[5401] wray
[4423] trump
[3660] trump's
[3604] gop
[3067] court
[3004] investigation

Top Words in Tweet in G1:
[3072] wray
[2027] trump
[1803] kavanaugh
[1698] fbi
[1690] christopher
[1370] investigation
[1369] connected
[1364] gop
[1361] unaware
[1360] guy

Top Words in Tweet in G2:
[4306] voted
[2858] trump's
[1625] kavanaugh
[1490] brett
[1455] including
[1441] against
[1431] joe
[1429] manchin
[1429] remove
[1429] federal

Top Words in Tweet in G3:
[1861] kavanaugh
[1027] #morningjoe
[727] joenbc
[604] brett
[469] rapist
[455] people
[446] being
[444] joe
[416] alleged
[409] legitimate

Top Words in Tweet in G4:
[1073] kavanaugh
[979] voted
[933] gop
[896] barrett
[869] coney
[854] obamacare
[843] uphold
[840] lol
[840] loses
[840] bigly

Top Words in Tweet in G5:
[1045] kavanaugh
[857] barrett
[645] roberts
[640] thomas
[631] breyer
[627] sotomayor
[627] kagan
[622] individual
[579] vote
[569] court

Top Words in Tweet in G6:
[1002] kavanaugh
[824] wray
[730] investigation
[546] answers
[543] domestic
[541] info
[540] investigations
[539] stonewalled
[539] blocked
[539] democrats

Top Words in Tweet in G7:
[708] kavanaugh
[393] barrett
[331] court
[285] supreme
[244] roberts
[205] brett
[158] justice
[112] seized
[109] thomas
[90] gorsuch

Top Words in Tweet in G8:
[1117] kavanaugh
[794] brett
[540] trump
[525] amy
[514] barrett
[367] coney
[347] care
[313] aca
[257] voted
[218] know

Top Words in Tweet in G9:
[984] kavanaugh
[729] repswalwell
[729] rep_clyde
[729] housegop
[706] justice
[699] kind
[699] guttenberg
[697] fred
[695] hand
[695] parkland

Top Words in Tweet in G10:
[879] kavanaugh
[658] barrett
[329] roberts
[271] smith
[250] alito
[226] three
[222] gorsuch
[214] court
[207] thomas
[191] breyer

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5690] brett,kavanaugh
[2548] coney,barrett
[2451] christopher,wray
[2258] supreme,court
[2041] kavanaugh,voted
[2006] voted,against
[2000] kavanaugh,barrett
[1944] fbi,director
[1940] same,guy
[1939] wray,same

Top Word Pairs in Tweet in G1:
[1690] christopher,wray
[1359] fbi,director
[1359] director,christopher
[1359] wray,unaware
[1359] unaware,trump
[1359] trump,investigation
[1359] investigation,connected
[1359] connected,riot
[1359] riot,wray
[1359] wray,same

Top Word Pairs in Tweet in G2:
[1483] brett,kavanaugh
[1446] kavanaugh,voted
[1429] joe,manchin
[1429] manchin,voted
[1429] voted,remove
[1429] remove,federal
[1429] federal,funding
[1429] funding,planned
[1429] planned,parenthood
[1429] parenthood,2015

Top Word Pairs in Tweet in G3:
[584] brett,kavanaugh
[409] alleged,rapist
[338] supreme,court
[266] against,kavanaugh
[249] accusations,against
[249] kavanaugh,investigated
[248] legitimate,accusations
[248] investigated,decent
[248] decent,people
[248] people,object

Top Word Pairs in Tweet in G4:
[869] coney,barrett
[842] barrett,voted
[840] kavanaugh,coney
[840] voted,uphold
[840] uphold,obamacare
[840] obamacare,lol
[840] lol,gop
[840] gop,loses
[840] loses,bigly
[840] bigly,america

Top Word Pairs in Tweet in G5:
[561] supreme,court
[550] kavanaugh,barrett
[492] breyer,roberts
[489] barrett,vote
[340] court,upholds
[339] breaking,supreme
[316] brett,kavanaugh
[313] kagan,sotomayor
[312] uphold,aca
[311] texas,individual

Top Word Pairs in Tweet in G6:
[586] kavanaugh,investigation
[539] wray,stonewalled
[539] investigation,blocked
[539] blocked,answers
[539] answers,democrats
[539] democrats,speedlaned
[539] speedlaned,info
[539] info,republicans
[539] republicans,shifted
[539] shifted,focus

Top Word Pairs in Tweet in G7:
[284] supreme,court
[232] kavanaugh,barrett
[155] roberts,kavanaugh
[130] brett,kavanaugh
[112] barrett,seized
[111] seized,supreme
[79] justice,brett
[76] court,justice
[74] brett,kavanaugh's
[71] rise,continues

Top Word Pairs in Tweet in G8:
[791] brett,kavanaugh
[367] coney,barrett
[338] amy,coney
[189] kavanaugh,vote
[187] amy,conehead
[187] conehead,ferrett
[187] ferrett,blackout
[187] blackout,brett
[185] vote,favor
[185] favor,aca

Top Word Pairs in Tweet in G9:
[729] repswalwell,rep_clyde
[729] rep_clyde,housegop
[694] justice,kavanaugh
[694] fred,guttenberg
[693] shake,hand
[692] housegop,kind
[692] kind,reminds
[692] reminds,justice
[692] kavanaugh,wouldn
[692] wouldn,shake

Top Word Pairs in Tweet in G10:
[285] kavanaugh,barrett
[230] barrett,kavanaugh
[130] alito,gorsuch
[109] roberts,kavanaugh
[97] thomas,alito
[80] kagan,sotomayor
[76] overrule,smith
[73] supreme,court
[73] breyer,kagan
[71] employment,division

Top Replied-To
Top Replied-To in Entire Graph:
@repswalwell
@joenbc
@senwhitehouse
@morning_joe
@dstiddypop43
@mysterysolvent
@angry_staffer
@duty2warn
@scotusblog
@baddcompani

Top Replied-To in G1:
@duty2warn
@phawker
@kentremendous
@mrspanstreppon
@trinitymustache
@leslieoo7
@lacadri34
@reportsdanews
@reignjules
@lflorepolitics

Top Replied-To in G2:
@jimstewartson
@donwinslow
@digiduder
@adam_cairns62
@tomboehmephotog
@repswalwell

Top Replied-To in G3:
@joenbc
@morning_joe
@nebac21
@politicussarah
@teampelosi
@duty2warn
@reportsdanews
@goss30goss
@repswalwell
@kaivanshroff

Top Replied-To in G4:
@thedemcoalition
@gaangtifa
@zeusubani
@newsweek
@nprpolitics
@bblock29
@joenbc

Top Replied-To in G5:
@btheresistance
@tomiahonen
@rbreich
@ps9714
@ap
@nprpolitics
@daralynn13
@aliceollstein
@fifivoncovfefe
@octavia324

Top Replied-To in G6:
@senwhitehouse
@rgoodlaw
@alexftweets
@ericgarland
@frankfigliuzzi1
@ingridebap
@repswalwell
@barbmcquade
@whcos
@bywillpollock

Top Replied-To in G8:
@leslieoo7
@baligubadle1
@petewest420
@stompthegop
@deathmetalv
@imspeaking13
@bagdmilksowhat
@alexstillme
@johnathanperk
@christopherhahn

Top Replied-To in G9:
@repswalwell
@artmyoldfriend
@judy060709
@seznegmt
@sickofhypocrisy
@mysterysolvent
@ronnaweinberg1
@angry_staffer
@joshuag31045361

Top Replied-To in G10:
@dstiddypop43
@stevenmazie
@mjs_dc
@imillhiser
@nytimes
@joanbiskupic
@steve_vladeck
@cnn
@timothywjohnson
@jbarro

Top Mentioned
Top Mentioned in Entire Graph:
@rep_clyde
@housegop
@joenbc
@marc_raimondi
@joanbiskupic
@andymarlette
@senwhitehouse
@morning_joe
@repswalwell
@gop

Top Mentioned in G1:
@politicomag
@duty2warn
@connieg65014645
@parrypierce
@maggie3408
@naughtywriter2
@lflorepolitics
@sgsteitler

Top Mentioned in G2:
@mollymckew
@donwinslow
@jtmontgomery8
@blackwomanvotes
@burkhardtbutts
@sen_joemanchin
@frenchie_oliver
@1988vor
@rep_clyde
@housegop

Top Mentioned in G3:
@joenbc
@morning_joe
@elise_jordan
@morningmika
@thereval
@mikebarnicle
@fbi
@rep_clyde
@housegop
@nbcnews

Top Mentioned in G4:
@ztpetrizzo
@daveweigel
@joanbiskupic

Top Mentioned in G5:
@fedsoc
@angryblacklady
@shannonfreshour
@politico
@tomiahonen
@joanbiskupic
@hollyc42
@theplumlinegs
@pnwpragmatist
@jayashreenara14

Top Mentioned in G6:
@postopinions
@aweissmann_
@senwhitehouse
@rgoodlaw
@fbi
@thejusticedept
@potus
@jenm5157
@longasucan2
@words_matter18

Top Mentioned in G7:
@ric9871ric

Top Mentioned in G8:
@andymarlette
@maggie3408
@shoathree
@leslieoo7
@nicolebuggs3
@bblock29
@pamaladalrympl2
@angryvoters
@cav_pac
@duty2warn

Top Mentioned in G9:
@rep_clyde
@housegop
@repswalwell
@artmyoldfriend
@judy060709
@ruthmarcus
@walshfreedom
@hrafnkat
@ryantand
@alliancedefends

Top Mentioned in G10:
@joanbiskupic
@cnn
@dstiddypop43
@leadermcconnell
@kimberlyrobinsn
@agraybee
@nicholas_bagley
@dnc
@speakerpelosi
@senatedems

Top Tweeters
Top Tweeters in Entire Graph:
@hernanporrasm
@missb62
@tomthunkitsmind
@oldlady12345
@knewz_currently
@barntiques859
@jurylady5
@dynamocooligan
@souljahsingh
@monicasloves

Top Tweeters in G1:
@barntiques859
@padakitty
@truthglow
@mayirmamay14
@politicalbee
@frecklesxx20
@leehillerlondon
@usrealitycheck
@minotauresse
@jrbkjrbk

Top Tweeters in G2:
@oldlady12345
@yarosisnancy
@debilu2
@pollsstar
@79topper
@jjj5819
@kath2252
@emersonfan1
@ajgma
@squirrel1110

Top Tweeters in G3:
@britpoptarts
@manmet80
@washumom
@lechatnoire4
@wildwillow65
@marthalynneowe1
@1loriking
@gracemurphy2
@cindy_52s
@sar_oso

Top Tweeters in G4:
@cagney1991
@russelltim151
@reneevoicebrand
@manchuriandevil
@castonchris
@pgrandee10
@tshep42
@debsomewhere
@janet_yackle
@pushandpulljlm

Top Tweeters in G5:
@jurylady5
@dynamocooligan
@bannerite
@backstorymom1
@talkintou
@rhiles2760
@unknownneo
@brontyman
@reagancbrown
@riskyliberal

Top Tweeters in G6:
@sddphoto
@cheezwitham
@joannecangal
@netminnow
@theresamax
@tadrow
@enrico056
@carrybeyond
@joanisparkles
@support_dem

Top Tweeters in G7:
@hernanporrasm
@knewz_currently
@radioskymusic
@flashalert_me
@zeeshan_shah_dc
@strawberryng
@solusnan1
@chronlaw
@new_narrative
@nikitakitty

Top Tweeters in G8:
@rjber15
@dancas2
@ohiomail
@ecclesias
@teram323tere
@sophialamar1
@joekoffee
@straitarrow10
@njdoc
@therealzanetta

Top Tweeters in G9:
@monicasloves
@katcapps
@sherrikuczeryk
@patricklee6669
@sba1211
@debbie_dease
@kaffe_takk
@mms5048
@courageousgirl2
@bob_levitt

Top Tweeters in G10:
@missb62
@mattmurph24
@cloudwanderer3
@serendipitysays
@kenkircher1
@ligayaloyola
@kak089
@givemepie360
@akuma_river
@bellesapepper37


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