The Democrats, Twitter, 9/20/2020 11:08:49 PM, 235541
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The Democrats_2020-09-20_14-51-58.xlsx
The Democrats_2020-09-20_14-51-58.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
September 20, 2020
Short Description:
The Democrats via NodeXL https://bit.ly/35Sf8ch
@realdonaldtrump
@charliekirk11
@dbongino
@joshuamzeitz
@joebiden
@mzhemingway
@speakerpelosi
@kamalaharris
@thedemocrats
@newtgingrich

Top hashtags:
#maga
#democrats
#supremecourt
#kag
#trump2020
#filltheseat
#foxnews

Description:
Description
The graph represents a network of 17,207 Twitter users whose recent tweets contained "The Democrats", 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 Sunday, 20 September 2020 at 22:23 UTC.

The tweets in the network were tweeted over the 45-minute period from Sunday, 20 September 2020 at 21:06 UTC to Sunday, 20 September 2020 at 21:51 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 : 17207
Unique Edges : 24144
Edges With Duplicates : 2442
Total Edges : 26586
Number of Edge Types : 5
Retweet : 14805
Mentions : 3500
Replies to : 3223
MentionsInRetweet : 3249
Tweet : 1809
Self-Loops : 1908
Reciprocated Vertex Pair Ratio : 0.00305252893543053
Reciprocated Edge Ratio : 0.00608647871845809
Connected Components : 1262
Single-Vertex Connected Components : 504
Maximum Vertices in a Connected Component : 14348
Maximum Edges in a Connected Component : 23745
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.840143
Graph Density : 7.99118724615297E-05
Modularity : 0.752205
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 17,207 Twitter users whose recent tweets contained "The Democrats", 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 Sunday, 20 September 2020 at 22:23 UTC.

The tweets in the network were tweeted over the 45-minute period from Sunday, 20 September 2020 at 21:06 UTC to Sunday, 20 September 2020 at 21:51 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 : The Democrats
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:
[363] https://spectator.us/amazingly-persistent-myth-non-political-supreme-court/
[198] https://secure.actblue.com/donate/notcapnamerica4espy
[168] https://www.reuters.com/article/us-usa-court-ginsburg-poll-idUSKCN26B0TN
[154] https://votesaveamerica.com/getmitch
[141] https://www.axios.com/democrats-supreme-court-ginsburg-options-871f3e66-e7a4-4f40-9691-d20de1f4be61.html?utm_source=twitter&utm_medium=social&utm_campaign=organic&utm_content=1100
[138] https://twitter.com/chrismurphyct/status/1307784564308414464
[137] https://www.journalism.org/2020/09/16/political-divides-conspiracy-theories-and-divergent-news-sources-heading-into-2020-election/
[136] https://davidharrisjr.com/brittany/the-justice-pick-ultimately-belongs-to-trump/
[133] https://twitter.com/axios/status/1307672317816975362
[87] https://www.theblaze.com/news/president-trump-ricin-package-white-house

Top URLs in Tweet in G1:
[38] https://prospect.org/politics/mike-espy-to-democrats-dont-write-off-mississippi-senate-race/
[35] https://twitter.com/stevescalise/status/1307701166063710208
[20] https://spectator.us/amazingly-persistent-myth-non-political-supreme-court/
[19] https://twitter.com/lalaflorida94/status/1294221885442600964
[18] https://twitter.com/liz_wheeler/status/1307386033269424134
[17] https://www.foxnews.com/politics/pelosi-doesnt-rule-out-using-impeachment-as-option-to-stop-trump-supreme-court-pick
[16] https://video.foxnews.com/v/6192815240001
[13] https://www.thegatewaypundit.com/2020/09/no-mercy-democrats-sowed-nuclear-option-now-can-reap-whirlwind-6th-conservative-supreme-court-justice/?utm_source=Twitter&utm_campaign=websitesharingbuttons
[13] https://theleoterrell.com/
[12] https://noqreport.com/2020/09/20/democrats-may-use-a-quorum-call-to-block-supreme-court-confirmation-vote/

Top URLs in Tweet in G2:
[6] https://www.msn.com/en-us/news/politics/mark-levin-bashes-democrats-for-wanting-to-pack-supreme-court-this-is-a-party-that-is-following-a-stalinist-model/ar-BB19ex9m
[4] https://spectator.us/amazingly-persistent-myth-non-political-supreme-court/
[2] https://secure.winred.com/kimklacik/baltimorematters
[2] https://davidharrisjr.com/brittany/the-justice-pick-ultimately-belongs-to-trump/
[2] https://twitter.com/trumpwarroom/status/1307792732547674112
[2] https://twitter.com/MadelineWillard/status/1307770911353966600
[2] https://www.dailysignal.com/2020/09/20/democrats-threaten-to-pack-court-if-republicans-vote-on-ginsburg-replacement-this-year/
[2] https://freebeacon.com/issues/soross-son-continues-generous-donations-dems-maxed-dnc-contribution/
[1] https://thefederalist.com/2020/09/20/in-dc-ruth-bader-ginsburg-vigil-speakers-prep-for-kavanaugh-2-0/
[1] https://www.foxnews.com/politics/pelosi-doesnt-rule-out-using-impeachment-as-option-to-stop-trump-supreme-court-pick

Top URLs in Tweet in G3:
[41] https://twitter.com/SteveGuest/status/1307677575406379010
[19] https://www.msn.com/en-us/news/politics/mark-levin-bashes-democrats-for-wanting-to-pack-supreme-court-this-is-a-party-that-is-following-a-stalinist-model/ar-BB19ex9m
[9] https://www.theblaze.com/news/coronavirus-vaccine-covid-president-trump-democrats
[6] https://www.washingtonexaminer.com/news/mark-levin-bashes-democrats-for-wanting-to-pack-supreme-court-this-is-a-party-that-is-following-a-stalinist-model?utm_source=WEX_Breaking%20News%20Alert_09/20/2020&utm_medium=email&utm_campaign=WEX_Breaking%20News&rid=24426430
[5] https://www.politico.com/news/2020/09/19/6-republican-senators-decide-supreme-court-fight-418352
[4] https://www.thegatewaypundit.com/2020/09/no-mercy-democrats-sowed-nuclear-option-now-can-reap-whirlwind-6th-conservative-supreme-court-justice/
[3] https://www.wnd.com/2020/09/democrats-threaten-expand-supreme-court-gop-votes-ginsburg-replacement-year/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[3] https://spectator.us/amazingly-persistent-myth-non-political-supreme-court/
[3] https://www.nationalreview.com/2020/08/history-is-on-the-side-of-republicans-filling-a-supreme-court-vacancy-in-2020/
[3] https://townhall.com/columnists/derekhunter/2020/09/20/democrats-have-no-one-but-themselves-and-her-to-blame-for-the-ginsburg-vacancy-n2576531

Top URLs in Tweet in G4:
[116] https://www.axios.com/democrats-supreme-court-ginsburg-options-871f3e66-e7a4-4f40-9691-d20de1f4be61.html?utm_source=twitter&utm_medium=social&utm_campaign=organic&utm_content=1100
[115] https://twitter.com/chrismurphyct/status/1307784564308414464
[73] https://mississippitoday.org/2020/09/19/espy-breaks-single-day-fundraising-record-as-democrats-appear-galvanized-by-rbgs-death/
[49] https://www.thedailybeast.com/nancy-pelosi-wont-rule-out-impeachment-to-block-trump-scotus-pick?via=twitter_page
[46] https://slate.com/news-and-politics/2020/09/mcconnell-excuses-ginsburg-supreme-court.html
[43] https://nbcnews.trib.al/g3K4eIA
[39] https://apnews.com/75127d50215d4fb18decd6c579272d8c
[34] https://twitter.com/MikeEspyMS/status/1307711868832821250
[32] https://www.politico.com/news/2020/09/20/democrats-redistricting-foothold-in-critical-states-for-redistricting-418664
[29] https://www.bloomberg.com/news/articles/2020-09-19/supporters-flooding-democrats-with-cash-after-ginsburg-s-death?utm_medium=social&utm_campaign=socialflow-organic&cmpid=socialflow-twitter-business&utm_source=twitter&utm_content=business

Top URLs in Tweet in G5:
[74] https://www.nbcnews.com/politics/2020-election/republicans-are-usually-more-fired-over-scotus-now-polls-say-n1240574
[48] https://twitter.com/pegobry/status/1307327241056067589
[17] https://twitter.com/jennycohn1/status/1306725085818966016
[12] https://twitter.com/realDonaldTrump/status/1307661825928986625
[9] https://www.dailykos.com/story/2020/9/19/1978758/-It-s-time-to-get-in-Good-Trouble-to-preserve-the-legacy-of-Justice-Ruth-Bader-Ginsburg?utm_source=rss&utm_medium=Sendible&utm_campaign=RSS
[6] https://www.axios.com/democrats-supreme-court-ginsburg-options-871f3e66-e7a4-4f40-9691-d20de1f4be61.html?utm_source=twitter&utm_medium=social&utm_campaign=organic&utm_content=1100
[6] https://twitter.com/chrismurphyct/status/1307784564308414464
[5] https://www.nbcnews.com/think/opinion/trump-mcconnell-s-supreme-court-plan-justifies-anything-democrats-do-ncna1240575
[3] https://twitter.com/sahilkapur/status/1307783233757745153
[3] https://www.nytimes.com/2020/09/17/opinion/trump-biden-socialism.html

Top URLs in Tweet in G6:
[89] https://davidharrisjr.com/brittany/the-justice-pick-ultimately-belongs-to-trump/
[18] https://www.senate.gov/legislative/LIS/roll_call_lists/roll_call_vote_cfm.cfm?congress=116&session=1&vote=00360
[18] https://twitter.com/Cernovich/status/1307791825613123586
[15] https://twitter.com/jerrydunleavy/status/1307682483186667523
[12] https://www.washingtonexaminer.com/news/democrats-nervous-lukewarm-biden-reception-in-minnesota-bodes-well-for-trump
[6] https://twitter.com/SteveGuest/status/1307677575406379010
[3] https://www.thegatewaypundit.com/2020/09/no-mercy-democrats-sowed-nuclear-option-now-can-reap-whirlwind-6th-conservative-supreme-court-justice/
[3] https://twitter.com/buzzpatterson/status/1307640463843831808
[3] https://spectator.us/amazingly-persistent-myth-non-political-supreme-court/
[2] https://pjmedia.com/news-and-politics/tyler-o-neil/2020/09/20/mark-levin-democrats-wanting-to-pack-the-supreme-court-are-following-a-stalinist-model-n946373

Top URLs in Tweet in G7:
[6] https://www.foxnews.com/politics/mark-levin-rips-democrats-supreme-court-clash-they-hate-the-constitution
[5] https://www.foxnews.com/politics/dems-back-supreme-court-packing
[5] https://twitter.com/axios/status/1307672317816975362
[3] https://www.foxnews.com/politics/aoc-warns-libs-trump-biden-election-a-lifestyle-changer-theres-no-going-back-to-brunch
[3] https://www.reuters.com/article/us-usa-court-ginsburg-poll-idUSKCN26B0TN
[3] https://video.foxnews.com/v/6192815240001
[3] https://www.nbcnews.com/politics/congress/democrats-face-limited-options-stop-trump-replacing-ginsburg-n1240551
[2] https://secure.actblue.com/donate/getmitch
[2] https://twitter.com/JanetTXBlessed/status/1307698374897012738
[2] https://news.yahoo.com/op-ed-democrats-secret-weapon-051959324.html

Top URLs in Tweet in G8:
[24] https://amp.cnn.com/cnn/2020/09/20/politics/pelosi-government-shutdown-supreme-court-seat/index.html?utm_term=link&utm_source=twcnnbrk&utm_content=2020-09-20T15%3A23%3A26&utm_medium=social&__twitter_impression=true
[10] https://theintercept.com/2018/11/10/democrats-should-remember-al-gore-won-florida-in-2000-but-lost-the-presidency-with-a-preemptive-surrender/
[5] https://twitter.com/AriFleischer/status/1307730836486262786
[4] https://anchor.fm/AmpedUp
[4] https://twitter.com/Breaking911/status/1307760845603168257
[3] https://twitter.com/thehill/status/1307418387170177029
[3] https://twitter.com/ProudSocialist/status/1307762150262284288
[2] https://sirota.substack.com/p/primary-schumer-to-guarantee-opposition
[2] https://www.rollcall.com/2020/09/19/democrats-focus-on-scotus-messaging-not-on-stalling-the-senate/
[2] https://twitter.com/ess_s_/status/1307760561363574784

Top URLs in Tweet in G9:
[8] https://www.themonitor.com/2020/09/17/texas-house-democrats-lay-healthcare-priorities-next-session/
[7] https://twitter.com/briannedmr/status/1307454628771041280
[6] https://iwillvote.com/
[4] https://twitter.com/DrBiden/status/1307748021204127750
[2] https://www.pscp.tv/w/cjZqZjF4TmphUmVZR2RvRWJ8MXZPR3drcW9YZ0xHQuPInevurcAKpFslPeGnH_mB0QSwO3veuCHGFI8aMIgm
[2] https://twitter.com/chrismurphyct/status/1307784564308414464
[2] https://twitter.com/axios/status/1307672317816975362
[2] https://twitter.com/livesmattershow/status/1307484906910613507
[2] https://www.dailywire.com/news/watch-biden-says-hell-kill-federal-funding-for-charter-schools-many-of-those-schools-hugely-benefit-minorities/
[2] https://twitter.com/sexcounseling/status/1307663738720325633

Top URLs in Tweet in G10:
[245] https://spectator.us/amazingly-persistent-myth-non-political-supreme-court/
[56] https://twitter.com/cnn/status/1307699789061074944
[16] https://nypost.com/2020/09/20/halloween-2020-will-reportedly-be-brightened-by-a-rare-blue-moon/?utm_campaign=iphone_nyp&utm_source=twitter_app
[10] https://davidharrisjr.com/brittany/the-justice-pick-ultimately-belongs-to-trump/
[10] https://www.washingtonexaminer.com/opinion/byron-yorks-daily-memo-the-biden-angle-in-trump-impeachment
[8] https://thefederalist.com/2020/09/20/in-dc-ruth-bader-ginsburg-vigil-speakers-prep-for-kavanaugh-2-0/
[7] https://rightwingtribune.com/2020/09/17/house-democrats-stop-stupidity/
[7] https://www.inquirer.com/news/trump-rural-flags-democrats-pennsylvania-20200305.html
[5] https://twitter.com/SenBlumenthal/status/1307378591097815040
[2] https://www.washingtonexaminer.com/news/democrats-nervous-lukewarm-biden-reception-in-minnesota-bodes-well-for-trump

Top Domains
Top Domains in Tweet in Entire Graph:
[1914] twitter.com
[363] spectator.us
[237] actblue.com
[177] reuters.com
[167] axios.com
[154] votesaveamerica.com
[145] trib.al
[144] foxnews.com
[137] journalism.org
[136] davidharrisjr.com

Top Domains in Tweet in G1:
[265] twitter.com
[44] foxnews.com
[38] prospect.org
[28] thegatewaypundit.com
[25] washingtonexaminer.com
[20] spectator.us
[18] theblaze.com
[13] theleoterrell.com
[12] noqreport.com
[12] nbcnews.com

Top Domains in Tweet in G2:
[8] twitter.com
[6] msn.com
[4] spectator.us
[2] winred.com
[2] davidharrisjr.com
[2] dailysignal.com
[2] freebeacon.com
[1] thefederalist.com
[1] foxnews.com
[1] noqreport.com

Top Domains in Tweet in G3:
[65] twitter.com
[19] msn.com
[12] theblaze.com
[6] washingtonexaminer.com
[5] politico.com
[5] townhall.com
[4] thegatewaypundit.com
[3] wnd.com
[3] spectator.us
[3] nationalreview.com

Top Domains in Tweet in G4:
[187] twitter.com
[119] axios.com
[73] mississippitoday.org
[63] trib.al
[58] thedailybeast.com
[46] slate.com
[39] apnews.com
[37] politico.com
[34] bloomberg.com
[13] actblue.com

Top Domains in Tweet in G5:
[100] twitter.com
[79] nbcnews.com
[9] dailykos.com
[8] axios.com
[3] nytimes.com
[3] washingtonpost.com
[3] thebulwark.com
[2] journalism.org
[2] votesaveamerica.com
[2] mississippitoday.org

Top Domains in Tweet in G6:
[89] davidharrisjr.com
[57] twitter.com
[18] senate.gov
[12] washingtonexaminer.com
[3] thegatewaypundit.com
[3] spectator.us
[2] djhjmedia.com
[2] pjmedia.com
[2] foxnews.com
[2] vanityfair.com

Top Domains in Tweet in G7:
[171] twitter.com
[20] foxnews.com
[6] actblue.com
[5] youtube.com
[5] fivethirtyeight.com
[4] theguardian.com
[4] redstate.com
[4] axios.com
[4] msn.com
[3] yahoo.com

Top Domains in Tweet in G8:
[31] twitter.com
[26] cnn.com
[10] theintercept.com
[4] anchor.fm
[2] substack.com
[2] rollcall.com
[2] theguardian.com
[1] truedemocracynow.org
[1] nationalreview.com
[1] spectator.us

Top Domains in Tweet in G9:
[29] twitter.com
[8] themonitor.com
[6] iwillvote.com
[3] trib.al
[3] nytimes.com
[2] pscp.tv
[2] dailywire.com
[2] washingtonexaminer.com
[2] variety.com
[1] sarahpalin.com

Top Domains in Tweet in G10:
[245] spectator.us
[71] twitter.com
[16] nypost.com
[12] washingtonexaminer.com
[10] davidharrisjr.com
[8] thefederalist.com
[7] rightwingtribune.com
[7] inquirer.com
[2] msn.com
[1] politico.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[359] maga
[222] democrats
[205] supremecourt
[185] kag
[180] trump2020
[177] filltheseat
[142] foxnews
[136] scotus
[91] scotusconfirmation
[74] coronavirus



Top Hashtags in Tweet in G1:
[188] maga
[163] supremecourt
[160] kag
[151] trump2020
[126] foxnews
[97] filltheseat
[64] democrats
[41] scotus
[27] mag2020
[27] sundaymotivation

Top Hashtags in Tweet in G2:
[98] maga
[6] scotus
[3] filltheseatnow
[3] democrats
[2] coronavirus
[2] scotusconfirmation
[2] crazy
[2] trump2020landslidevictory
[1] fillthatseatnow
[1] science

Top Hashtags in Tweet in G3:
[50] scotusconfirmation
[38] scotus
[15] supremecourt
[8] maga
[4] filltheseat
[4] voteredtosaveamerica2020
[4] democratsaredestroyingamerica
[3] kag
[3] foxnews
[3] trump2020

Top Hashtags in Tweet in G4:
[36] ourmalady
[10] wtpgotv
[10] wtpwknd
[10] wtpblue
[10] demcast
[4] adoptasenaterace
[2] filltheseat
[2] bidenharris2020
[2] democrats
[2] rbg

Top Hashtags in Tweet in G5:
[2] weneednine
[1] ourmalady

Top Hashtags in Tweet in G6:
[56] coronavirus
[37] mtp
[12] walkaway
[6] maga
[5] imdone
[3] scotus
[2] trump2020
[2] scotusconfirmation
[1] ricin
[1] trump

Top Hashtags in Tweet in G7:
[29] democrats
[6] filltheseatnow
[5] scotus
[4] republicans
[4] foxnews
[4] vote
[4] trump2020
[3] america
[3] rbg
[3] filltheseat

Top Hashtags in Tweet in G8:
[25] resistance
[10] democrats
[4] demconvention
[4] moscowmitch
[2] shutdownthesenate
[2] primaryschumer
[2] generalstrike
[2] medicareforall
[2] rentassistance
[2] vote

Top Hashtags in Tweet in G9:
[10] democrats
[6] rbgrevolution
[4] trump2020
[3] filltheseatnow
[3] voteredtosaveamerica2020
[2] vote
[2] voterepublican
[2] blm
[2] blmantifaterroriststhugs
[2] trump2020tosaveamerica

Top Hashtags in Tweet in G10:
[3] democrats
[2] filltheseat
[2] walkaway
[2] unalienablerights
[2] filltheseatnow
[1] trump2020
[1] uspoli
[1] impeach
[1] scotusconfirmation
[1] lie

Top Words
Top Words in Tweet in Entire Graph:
[19380] democrats
[3459] trump
[3441] court
[3185] senate
[2883] president
[2870] republicans
[2380] supreme
[2181] constitution
[2113] election
[1713] party

Top Words in Tweet in G1:
[2769] democrats
[834] realdonaldtrump
[645] president
[605] court
[500] supreme
[478] justice
[433] trump
[341] senate
[332] constitution
[314] election

Top Words in Tweet in G2:
[1165] democrats
[543] president
[532] constitution
[517] know
[516] need
[515] impeach
[515] party
[504] tell
[498] following
[497] everything

Top Words in Tweet in G3:
[1259] democrats
[468] never
[386] murkowski
[385] collins
[375] over
[369] state
[368] romney
[367] lisa
[366] susan
[347] much

Top Words in Tweet in G4:
[839] democrats
[348] majority
[338] senate
[294] republicans
[279] court
[221] supreme
[221] espy
[205] make
[201] trump
[193] nominee

Top Words in Tweet in G5:
[934] democrats
[871] states
[868] population
[868] larger
[509] senate
[482] two
[441] isn
[438] 20
[436] american
[434] puerto

Top Words in Tweet in G6:
[766] democrats
[294] day
[252] biden
[241] life
[240] joe
[239] feel
[237] remember
[237] media
[234] fraud
[234] spend

Top Words in Tweet in G7:
[527] democrats
[136] trump
[107] court
[99] republicans
[85] supreme
[73] people
[70] senate
[69] election
[52] president
[49] vote

Top Words in Tweet in G8:
[521] democrats
[116] nominating
[116] neoliberal
[116] corporatist
[116] warmonger
[100] trump
[100] court
[98] vote
[97] aoc
[83] years

Top Words in Tweet in G9:
[440] democrats
[414] over
[402] raised
[237] win
[230] kamalaharris
[210] biden
[210] rbg
[208] left
[207] change
[206] show

Top Words in Tweet in G10:
[616] democrats
[264] constitution
[255] america
[247] accept
[246] terms
[245] learn
[245] grow
[101] going
[75] power
[65] trump

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2375] supreme,court
[1190] impeach,president
[939] democrats,impeach
[843] following,constitution
[745] need,know
[743] tell,everything
[742] president,following
[742] constitution,tell
[741] everything,need
[741] know,party

Top Word Pairs in Tweet in G1:
[499] supreme,court
[163] court,justice
[142] president,realdonaldtrump
[128] democrats,turn
[127] back,democrats
[126] justice,nominee
[126] #maga,#kag
[125] breaking,tedcruz
[125] tedcruz,senate
[125] senate,enough

Top Word Pairs in Tweet in G2:
[514] impeach,president
[509] democrats,impeach
[498] following,constitution
[497] president,following
[497] constitution,tell
[497] tell,everything
[497] everything,need
[497] need,know
[497] know,party
[163] never,forget

Top Word Pairs in Tweet in G3:
[366] lisa,murkowski
[366] susan,collins
[342] never,expect
[342] expect,much
[342] much,susan
[342] collins,romney
[342] romney,wash
[342] wash,lisa
[342] murkowski,red
[342] red,state

Top Word Pairs in Tweet in G4:
[221] supreme,court
[169] court,nominee
[118] furious,democrats
[118] democrats,considering
[117] republicans,jam
[117] jam,supreme
[116] profound,changes
[116] changes,two
[116] two,branches
[116] branches,government

Top Word Pairs in Tweet in G5:
[435] isn,democrats
[434] population,puerto
[434] puerto,rico
[434] rico,larger
[434] larger,20
[434] 20,states
[434] states,population
[434] population,dc
[434] dc,larger
[434] larger,two

Top Word Pairs in Tweet in G6:
[239] joe,biden
[235] democrats,media
[234] feel,fraud
[234] fraud,life
[234] life,remember
[234] remember,democrats
[234] media,spend
[234] spend,day
[234] day,pretending
[234] pretending,joe

Top Word Pairs in Tweet in G7:
[81] supreme,court
[17] president,trump
[13] democrats,republicans
[12] court,justice
[10] joe,biden
[9] court,democrats
[9] before,election
[9] fill,seat
[9] democrats,trump
[9] democrats,need

Top Word Pairs in Tweet in G8:
[116] neoliberal,corporatist
[116] corporatist,warmonger
[59] absolutely,nothing
[58] genuinely,blows
[58] blows,mind
[58] mind,years
[58] years,passed
[58] passed,democrats
[58] democrats,learned
[58] learned,absolutely

Top Word Pairs in Tweet in G9:
[402] raised,over
[202] left,democrats
[201] 48,hrs
[201] hrs,following
[201] following,announcement
[201] announcement,kamalaharris
[201] kamalaharris,vp
[201] vp,biden
[201] biden,campaign
[201] campaign,raised

Top Word Pairs in Tweet in G10:
[250] america,constitution
[246] accept,terms
[246] terms,america
[245] democrats,learn
[245] learn,grow
[245] grow,accept
[58] look,democrats
[56] words,literally
[56] literally,correct
[56] correct,look

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@speakerpelosi
@clairecmc
@aoc
@meghanmccain
@thehill
@joebiden
@axios
@cnn
@mzhemingway

Top Replied-To in G1:
@realdonaldtrump
@speakerpelosi
@cbs_herridge
@senatorcollins
@lisamurkowski
@ewarren
@seanhannity
@jeffflake
@tomfitton
@fit4aqueen3

Top Replied-To in G2:
@charliekirk11
@jsolomonreports
@heytammybruce
@themegan8r
@scrowder
@kimkbaltimore
@nabeel
@dc_draino
@rlamartini
@fantaautoma

Top Replied-To in G3:
@marklevinshow
@senblumenthal
@dbongino
@kamvtv
@dineshdsouza
@maybeames
@judiciarygop
@thebradfordfile
@osfling
@jtcope4

Top Replied-To in G4:
@axios
@kurteichenwald
@chrismurphyct
@joyannreid
@kylegriffin1
@fly_sistah
@magi_jay
@lazybeachgrl
@amjoyshow
@lynnv378

Top Replied-To in G5:
@joshuamzeitz
@billscher
@sahilkapur
@sarahlongwell25
@tom_paine1737
@jamespmanley
@wajahatali
@daveweigel
@geoffgarin
@kevinmkruse

Top Replied-To in G6:
@senjohnbarrasso
@davidjharrisjr
@kirstiealley
@lillithmind
@louisftomlinso1
@ezralevant
@tracybeanz
@thehill
@hoosiers1986
@ewarren

Top Replied-To in G7:
@sharonk_s

Top Replied-To in G8:
@aoc
@proudsocialist
@girlsreallyrule
@karluskap
@buzzpatterson
@drdenagrayson
@repandybiggsaz
@hanukkahhat
@krystalball
@nygovcuomo

Top Replied-To in G9:
@joebiden
@kamalaharris
@rubinreport
@repvaldemings
@cernovich
@collinsforga
@dazertsnowflake
@speakerpelosi
@gibbojohnny
@edmarkey

Top Replied-To in G10:
@mzhemingway
@alaskachamber
@timrunshismouth
@msavaarmstrong
@davereaboi
@az_reason
@ryancleckner
@xtamerlanex
@kikasitsu
@nita57832291

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@kamalaharris
@mikeespyms
@tedcruz
@tomperez
@gop
@thedemocrats
@joebiden
@potus
@speakerpelosi

Top Mentioned in G1:
@realdonaldtrump
@tedcruz
@gop
@thedemocrats
@potus
@senatemajldr
@speakerpelosi
@senatorcollins
@lisamurkowski
@barackobama

Top Mentioned in G2:
@scrowder
@demsforlife
@charliekirk11
@realdonaldtrump
@ocitman
@tulsipress
@trish_regan
@reubing
@sensusancollins
@dc_draino

Top Mentioned in G3:
@marklevinshow
@realdonaldtrump
@dbongino
@scotus
@tulsigabbard
@scotusblog
@caliconsnews
@tedcruz
@nedryun
@drdiode_1st

Top Mentioned in G4:
@nbcnewsthink
@dscc
@meiselasb
@mollynagle3
@joyannreid
@axios
@kylegriffin1
@brianschatz
@mikeespyms
@politico

Top Mentioned in G5:
@kevinmkruse
@nytdavidbrooks
@brianefallon
@kamalaharris
@politicswolf
@dandrezner
@jamespmanley
@pklinkne

Top Mentioned in G6:
@chucktodd
@senategop
@senjohnbarrasso
@realdonaldtrump
@speaklovelove
@meetthepress
@rebeccabarr214
@tedcruz
@jack

Top Mentioned in G8:
@aoc
@proudsocialist
@4apeoplesparty
@amymcgrathky
@aatastronaut
@booker4ky
@realdonaldtrump
@davidsirota
@dnc
@seanhannity

Top Mentioned in G9:
@kamalaharris
@joebiden
@realdonaldtrump
@conorlambpa
@pamforpa
@joshshapiropa
@cher
@chriscoons
@barackobama
@vanitaguptacr

Top Mentioned in G10:
@lisamurkowski
@mzhemingway
@ktumulty
@jllgraham
@pnk4t
@jthverhovek
@timrunshismouth
@gopleader
@chizmaga
@realdonaldtrump

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@filafresh
@paoloigna1
@immoralreport
@littlebytesnews
@joefreedomlove
@solutioneer72
@sharneal
@moonbootica
@chidambara09

Top Tweeters in G1:
@sharneal
@tammywalt61
@usalivestrong
@mmarty1230
@iflck
@baalter
@alley167
@dsdr2011
@bluesea1964
@whosfibbing

Top Tweeters in G2:
@izzysroses
@nmmaduabuch
@kathyfiscelli
@eu504
@reubing
@sharonzobeck
@kacrary2
@ellimayradrep
@mariamcbean
@junebug3122

Top Tweeters in G3:
@serafinos
@bbusa617
@katyinindy
@rbpundit
@tracyda34033517
@nexus7900
@cocothepatriot
@stonekeeper3
@luke4tech
@realgrace_kelly

Top Tweeters in G4:
@filafresh
@solutioneer72
@ohiomail
@allchanges
@astwisa
@givemepie360
@katcapps
@jstines3
@profsunnysingh
@fight4freedom72

Top Tweeters in G5:
@manmet80
@rxbun
@moreandagain
@noncontacthogg
@ken_crichlow
@snw106
@aquarius1049
@sallyagale
@luizhsrodrigues
@weskusgogga

Top Tweeters in G6:
@jjauthor
@docwashburn
@shoutgracegrace
@cheri_kentucky
@frlarousse2
@peristerara
@mllnola
@jpwilloughby
@celesteherget
@balind8

Top Tweeters in G7:
@usrealitycheck
@rhcm123
@aaronworthing
@steph56renee
@buddahfan
@lady_meumeu
@ktvu
@mickivoss
@hannibalbarca65
@rayvzblanca1

Top Tweeters in G8:
@immoralreport
@moonbootica
@dgendvil
@b1e56df9ce6549f
@ocraziocornpop
@jmhamiltonblog
@brendahazelhur1
@nobiggovduh
@march4progress
@coffee_minion

Top Tweeters in G9:
@debrammason1
@muzikscribe
@lindakws1
@bethlevin
@roxy4080
@parisw2010
@skyboy123
@barbmuenchen
@gator4kb18
@freediver_doris

Top Tweeters in G10:
@msavaarmstrong
@tahdeetz
@tres444
@mtrushmore2016
@grannygethealth
@residentoffl
@littlebitgood
@corrcomm
@laurieannbaker
@geraldinekestn2


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