Biden Republicans, Twitter, 4/9/2021 12:31:09 AM, 252372
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Biden Republicans_2021-04-08_13-58-32.xlsx
Biden Republicans_2021-04-08_13-58-32.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
April 09, 2021
Short Description:
Biden Republicans via NodeXL https://bit.ly/325nGcB
@angry_staffer
@steverustad1
@gopleader
@jakelobin
@ggreenwald
@projectlincoln
@eykis
@maxboot
@osfansdkp
@dearauntcrabby

Top hashtags:
#thursdayvibes
#theview
#resist
#republicanliars
#americanjobsplan
#demcast

Description:
Description
The graph represents a network of 14,486 Twitter users whose recent tweets contained "Biden Republicans", 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, 09 April 2021 at 00:09 UTC.

The tweets in the network were tweeted over the 6-hour, 21-minute period from Thursday, 08 April 2021 at 14:37 UTC to Thursday, 08 April 2021 at 20:58 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 : 14486
Unique Edges : 20722
Edges With Duplicates : 1377
Total Edges : 22099
Number of Edge Types : 5
Retweet : 16282
Replies to : 922
MentionsInRetweet : 2960
Mentions : 812
Tweet : 1123
Self-Loops : 1156
Reciprocated Vertex Pair Ratio : 0.00147819660014782
Reciprocated Edge Ratio : 0.0029520295202952
Connected Components : 842
Single-Vertex Connected Components : 551
Maximum Vertices in a Connected Component : 13064
Maximum Edges in a Connected Component : 20682
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.605777
Graph Density : 9.68642619770098E-05
Modularity : 0.756617
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 14,486 Twitter users whose recent tweets contained "Biden Republicans", 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, 09 April 2021 at 00:09 UTC.

The tweets in the network were tweeted over the 6-hour, 21-minute period from Thursday, 08 April 2021 at 14:37 UTC to Thursday, 08 April 2021 at 20:58 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 : Biden Republicans
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:
[2323] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/
[511] https://www.msnbc.com/msnbc/amp-video/mmvo109822021868
[380] https://www.businessinsider.com/video-former-trump-economic-advisor-gary-cohn-corporate-tax-rate-2021-4
[328] https://twitter.com/isaacdovere/status/1380197176786227206
[254] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[213] https://www.msnbc.com/the-beat-with-ari/watch/new-gop-panic-as-biden-republicans-upend-trump-s-alliance-109822021868
[180] https://www.politicususa.com/2021/04/07/tired-of-waiting-for-republicans-to-do-the-right-thing-biden-announces-executive-action-to-expand-gun-control.html?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=tired-of-waiting-for-republicans-to-do-the-right-thing-biden-announces-executive-action-to-expand-gun-control
[175] https://medium.com/p/fdb83b44a6be?source=twitterShare-8ce08d05f668-1617884659&_branch_match_id=link-908680997646181410
[163] https://dailycaller.com/2021/04/08/ted-cruz-senate-republicans-biden-palestinian-aid-terrorism/
[119] https://thedailyedge.substack.com/p/the-peoples-president

Top URLs in Tweet in G1:
[1407] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/
[435] https://www.msnbc.com/msnbc/amp-video/mmvo109822021868
[238] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[169] https://www.politicususa.com/2021/04/07/tired-of-waiting-for-republicans-to-do-the-right-thing-biden-announces-executive-action-to-expand-gun-control.html?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=tired-of-waiting-for-republicans-to-do-the-right-thing-biden-announces-executive-action-to-expand-gun-control
[163] https://medium.com/p/fdb83b44a6be?source=twitterShare-8ce08d05f668-1617884659&_branch_match_id=link-908680997646181410
[159] https://www.msnbc.com/the-beat-with-ari/watch/new-gop-panic-as-biden-republicans-upend-trump-s-alliance-109822021868
[112] https://thedailyedge.substack.com/p/the-peoples-president
[73] https://www.rawstory.com/trump-hitler/
[60] https://www.politicususa.com/2021/04/07/tired-of-waiting-for-republicans-to-do-the-right-thing-biden-announces-executive-action-to-expand-gun-control.html
[51] https://twitter.com/MaxBoot/status/1379812057877524480

Top URLs in Tweet in G2:
[23] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/
[6] https://www.msnbc.com/msnbc/amp-video/mmvo109822021868
[3] https://www.msnbc.com/the-beat-with-ari/watch/new-gop-panic-as-biden-republicans-upend-trump-s-alliance-109822021868
[3] https://www.cnn.com/2021/04/05/politics/joe-biden-infrastructure-plan-republicans-democrats/index.html
[2] https://thedailyedge.substack.com/p/the-peoples-president
[2] https://medium.com/p/fdb83b44a6be?source=twitterShare-8ce08d05f668-1617884659&_branch_match_id=link-908680997646181410
[2] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/?tid=ss_tw
[1] https://twitter.com/kathymattsson/status/1380065702401425408
[1] https://www.youtube.com/watch?v=677elaGIsKU&feature=youtu.be

[1] https://www.newsandguts.com/quote-of-the-day-max-boot/

Top URLs in Tweet in G3:
[9] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/
[6] https://www.msnbc.com/the-beat-with-ari/watch/new-gop-panic-as-biden-republicans-upend-trump-s-alliance-109822021868
[3] https://medium.com/p/fdb83b44a6be?source=twitterShare-8ce08d05f668-1617884659&_branch_match_id=link-908680997646181410
[3] https://www.politicususa.com/2021/04/07/tired-of-waiting-for-republicans-to-do-the-right-thing-biden-announces-executive-action-to-expand-gun-control.html?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=tired-of-waiting-for-republicans-to-do-the-right-thing-biden-announces-executive-action-to-expand-gun-control
[3] https://www.msnbc.com/msnbc/amp-video/mmvo109822021868
[3] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/?fbclid=IwAR3HAS_plg2hw44WsnfWPBg8iBmHZbfIRyjiB3L9bpg4a4q8YK3wDAw96-0
[3] https://www.rawstory.com/trump-hitler/
[2] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/?outputType=amp
[2] https://www.texastribune.org/2021/04/05/texas-immigration-abbott-biden/?utm_campaign=trib-social-buttons&utm_source=twitter&utm_medium=social
[1] https://twitter.com/amyathatcher/status/1380188252968206340

Top URLs in Tweet in G4:
[163] https://dailycaller.com/2021/04/08/ted-cruz-senate-republicans-biden-palestinian-aid-terrorism/
[22] https://nypost.com/2021/04/07/republicans-want-biden-harris-to-tour-the-us-mexico-border/
[17] https://www.independent.co.uk/voices/border-patrol-biden-crisis-dhs-kevin-mccarthy-republicans-insiders-b1818116.html
[14] https://twitter.com/Rasmussen_Poll/status/1380218888370204677
[7] https://ft.trib.al/oUSQSQb
[2] https://dailycaller.com/2021/04/07/joe-biden-negotiate-corporate-tax-hikes-republicans-manchin/
[2] https://radio.foxnews.com/2021/04/08/biden-stymied-on-hill-taking-small-steps-on-guns/
[2] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/
[1] http://www.msn.com/en-us/news/politics/republicans-criticize-bidens-gun-safety-executive-actions-as-an-infringement-of-second-amendment-rights/ar-BB1frF3z?ocid=st
[1] https://nypost.com/2021/04/07/republicans-want-biden-harris-to-tour-the-us-mexico-border/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons

Top URLs in Tweet in G5:
[42] https://www.msnbc.com/msnbc/amp-video/mmvo109822021868
[33] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/
[17] https://www.yahoo.com/news/biden-facing-challenges-border-republicans-090113933.html
[15] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/?outputType=amp
[13] https://www.msnbc.com/the-beat-with-ari/watch/new-gop-panic-as-biden-republicans-upend-trump-s-alliance-109822021868
[11] https://www.politico.com/newsletters/playbook-pm/2021/04/08/biden-goes-where-congress-wont-on-guns-492409?nname=playbook-pm&nid=0000015a-dd3e-d536-a37b-dd7fd8af0000&nrid=0000014e-f111-dd93-ad7f-f9152af40000&nlid=964328
[8] https://twitter.com/politico/status/1379033661207683074
[5] https://twitter.com/isaacdovere/status/1380197176786227206
[4] https://www.businessinsider.com/video-former-trump-economic-advisor-gary-cohn-corporate-tax-rate-2021-4
[4] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/?tid=ss_tw

Top URLs in Tweet in G6:
[27] https://twitter.com/isaacdovere/status/1380197176786227206
[19] https://www.texastribune.org/2021/04/05/texas-immigration-abbott-biden/
[10] https://www.businessinsider.com/video-former-trump-economic-advisor-gary-cohn-corporate-tax-rate-2021-4
[7] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/
[6] https://www.dataforprogress.org/blog/2021/4/6/voters-support-the-american-jobs-plan?fbclid=IwAR18TxmkIzUpXSzZks3F2-gG09F3KQ1uHzRZs0FVHCGhyk_8UWK4EuFup5M
[4] https://www.mediamatters.org/joe-biden/tedious-media-debate-over-meaning-infrastructure
[2] https://medium.com/p/fdb83b44a6be?source=twitterShare-8ce08d05f668-1617884659&_branch_match_id=link-908680997646181410
[2] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[2] https://www.msnbc.com/the-beat-with-ari/watch/new-gop-panic-as-biden-republicans-upend-trump-s-alliance-109822021868
[2] https://www.alternet.org/2021/04/paul-krugman-2651926541/

Top URLs in Tweet in G7:
[6] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/
[5] https://www.newsbusters.org/blogs/nb/kristine-marsh/2021/04/08/not-comedy-cnn-claims-republican-voters-really-do-support-bidens
[2] https://twitter.com/BecketAdams/status/1380190317765349377
[2] https://www.msnbc.com/msnbc/amp-video/mmvo109822021868
[1] https://twitter.com/GOPLeader/status/1379442268466204679
[1] https://twitter.com/camiloreports/status/1379906729094348801
[1] https://twitchy.com/samj-3930/2021/04/08/almost-jen-rubin-crazy-almost-max-boot-gushing-about-biden-republicans-and-claiming-gop-cant-be-saved-does-not-go-well-for-him/
[1] https://twitter.com/Rasmussen_Poll/status/1380218888370204677
[1] https://www.politico.com/news/2021/04/07/biden-infrastructure-speech-479721
[1] https://www.wsj.com/articles/biden-outlines-new-gun-control-measures-including-on-ghost-guns-arm-braces-11617902746

Top URLs in Tweet in G8:
[27] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/
[19] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/?tid=ss_tw
[14] http://www.msn.com/en-us/news/politics/republicans-criticize-bidens-gun-safety-executive-actions-as-an-infringement-of-second-amendment-rights/ar-BB1frF3z?ocid=st
[7] https://www.alternet.org/2021/04/paul-krugman-2651926541/
[6] https://www.jpost.com/international/republicans-delay-biden-administrations-funds-to-palestinians-664595
[4] https://www.foxnews.com/media/ron-desantis-cbs-60-minutes-hunter-biden-lincoln-project
[4] https://twitter.com/projectlincoln/status/1379976012063195138
[4] https://www.businessinsider.com/republicans-criticize-bidens-gun-actions-as-unconstitutional-2021-4?utm_source=dlvr.it&utm_medium=twitter
[3] https://twitter.com/ProjectLincoln/status/1379976012063195138
[3] https://nypost.com/2021/04/07/republicans-want-biden-harris-to-tour-the-us-mexico-border/

Top URLs in Tweet in G9:
[32] https://www.newsmax.com/platinum/republicans-biden-foreign-workers-visa-ban/2021/04/08/id/1016793/
[4] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/
[3] https://twitter.com/CatalinaLauf/status/1380183629377253376
[3] https://www.newsweek.com/ted-cruz-other-republicans-challenge-biden-administrations-plans-palestinian-refugee-aid-1581839
[1] https://www.newsmax.com/newsfront/republicans-biden-foreign-workers-visa-ban/2021/04/08/id/1016793/
[1] https://newsmax.com/
[1] https://www.newsmax.com/platinum/republicans-biden-foreign-workers-visa-ban/2021/04/08/id/1016793/#

Top URLs in Tweet in G10:
[375] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/
[14] https://twitchy.com/samj-3930/2021/04/08/almost-jen-rubin-crazy-almost-max-boot-gushing-about-biden-republicans-and-claiming-gop-cant-be-saved-does-not-go-well-for-him/
[4] https://twitter.com/shossy2/status/1380143710101499904
[2] https://twitter.com/Rasmussen_Poll/status/1380218888370204677
[1] https://www.washingtonpost.com/opinions/2021/04/07/gop-cant-be-saved-center-right-voters-need-become-biden-republicans/#click=https://t.co/KvhH6LkyVZ
[1] https://www.nytimes.com/2020/06/06/us/politics/trump-biden-republicans-voters.html
[1] https://www.vox.com/polyarchy/2016/6/3/11843780/democrats-wealthy-party
[1] https://twitter.com/waynedupreeshow/status/1380164442973990920
[1] https://twitter.com/unscriptedmike/status/1380143043072888837
[1] https://www.politicususa.com/2021/04/07/tired-of-waiting-for-republicans-to-do-the-right-thing-biden-announces-executive-action-to-expand-gun-control.html?utm_source=dlvr.it&utm_medium=twitter&utm_campaign=tired-of-waiting-for-republicans-to-do-the-right-thing-biden-announces-executive-action-to-expand-gun-control

Top Domains
Top Domains in Tweet in Entire Graph:
[2485] washingtonpost.com
[808] twitter.com
[737] msnbc.com
[394] businessinsider.com
[319] politicususa.com
[281] politico.com
[190] trib.al
[184] medium.com
[166] dailycaller.com
[131] rawstory.com

Top Domains in Tweet in G1:
[1426] washingtonpost.com
[597] msnbc.com
[277] politicususa.com
[239] politico.com
[167] medium.com
[134] trib.al
[124] twitter.com
[112] substack.com
[76] rawstory.com
[50] thebulwark.com

Top Domains in Tweet in G2:
[25] washingtonpost.com
[9] msnbc.com
[3] cnn.com
[2] substack.com
[2] twitter.com
[2] medium.com
[1] youtube.com
[1] newsandguts.com
[1] alternet.org
[1] politico.com

Top Domains in Tweet in G3:
[14] washingtonpost.com
[9] msnbc.com
[3] medium.com
[3] politicususa.com
[3] rawstory.com
[2] texastribune.org
[1] twitter.com
[1] youtube.com
[1] apple.news

Top Domains in Tweet in G4:
[165] dailycaller.com
[23] nypost.com
[17] twitter.com
[17] co.uk
[7] trib.al
[3] washingtonpost.com
[2] foxnews.com
[1] msn.com
[1] jpost.com
[1] msnbc.com

Top Domains in Tweet in G5:
[55] msnbc.com
[55] washingtonpost.com
[30] twitter.com
[17] yahoo.com
[14] politico.com
[7] thedailybeast.com
[7] politicususa.com
[6] nytimes.com
[5] house.gov
[4] youtube.com

Top Domains in Tweet in G6:
[28] twitter.com
[19] texastribune.org
[10] businessinsider.com
[8] washingtonpost.com
[6] dataforprogress.org
[4] mediamatters.org
[3] msnbc.com
[3] politico.com
[2] medium.com
[2] rawstory.com

Top Domains in Tweet in G7:
[7] twitter.com
[6] washingtonpost.com
[5] newsbusters.org
[2] politico.com
[2] msnbc.com
[1] twitchy.com
[1] wsj.com
[1] nypost.com

Top Domains in Tweet in G8:
[66] twitter.com
[63] washingtonpost.com
[21] msn.com
[19] trib.al
[12] amazon.com
[8] foxnews.com
[8] jpost.com
[8] alternet.org
[6] businessinsider.com
[5] msnbc.com

Top Domains in Tweet in G9:
[35] newsmax.com
[4] washingtonpost.com
[3] twitter.com
[3] newsweek.com

Top Domains in Tweet in G10:
[376] washingtonpost.com
[14] twitchy.com
[8] twitter.com
[1] nytimes.com
[1] vox.com
[1] politicususa.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1578] thursdayvibes
[1547] theview
[1492] resist
[662] republicanliars
[273] americanjobsplan
[268] demcast
[263] maga
[258] buildbackbetter
[248] demvoice1
[231] wtpblue



Top Hashtags in Tweet in G1:
[243] americanjobsplan
[242] maga
[242] buildbackbetter
[223] demcast
[141] thursdayvibes
[135] wtpblue
[134] demvoice1
[130] onev1
[120] freshvoicesrise
[75] neveragain

Top Hashtags in Tweet in G2:
[7] demcast
[6] tx06
[2] wtpblue
[2] freshvoicesrise
[2] demvoice1
[2] onev1
[1] maga
[1] americanjobsplan
[1] buildbackbetter

Top Hashtags in Tweet in G3:
[1346] thursdayvibes
[1343] theview
[1343] resist
[4] freshvoicesrise
[4] demvoice1
[3] neveragain
[3] thursdaymotivation
[3] thursdaymorning
[3] gatorday
[3] themasters

Top Hashtags in Tweet in G4:
[1] gopliesabouteverything
[1] tedcruzisadisgrace
[1] tedcruz4prison
[1] gqptraitorstodemocracy
[1] stopfearmongering
[1] bidenrepublicans
[1] gqp
[1] gopisdead
[1] americanrescueplan
[1] infrastructureplan

Top Hashtags in Tweet in G5:
[19] demvoice1
[18] freshvoicesrise
[17] republicancreatedcrisis
[14] extremism
[14] toxic
[10] americanjobsplan
[9] theview
[9] resist
[9] biden
[8] thursdayvibes

Top Hashtags in Tweet in G6:
[624] republicanliars
[13] thursdayvibes
[12] theview
[12] resist
[3] freshvoicesrise
[3] demvoice1
[2] maga
[2] americanjobsplan
[2] buildbackbetter
[2] wtpblue

Top Hashtags in Tweet in G7:
[3] theview
[3] thursdayvibes
[3] resist
[2] dementiajoe
[2] democratstheenemywithin
[2] border_carnival
[1] maga
[1] americanjobsplan
[1] buildbackbetter
[1] republicanhypocrites

Top Hashtags in Tweet in G8:
[14] biden
[13] bidenrepublicans
[9] theview
[9] neveragain
[8] republicans
[6] democrats
[6] thursdaymorning
[6] gop
[5] rebel
[4] trump

Top Hashtags in Tweet in G9:
[1] newsmax

Top Hashtags in Tweet in G10:
[1] politics
[1] gop
[1] breakingnews
[1] voting
[1] theview
[1] thursdayvibes
[1] resist

Top Words
Top Words in Tweet in Entire Graph:
[17882] republicans
[17249] biden
[8731] gop
[4129] gun
[3751] manchin
[3383] year
[3154] voter
[3054] laws
[2821] administration
[2702] party

Top Words in Tweet in G1:
[5066] biden
[4706] republicans
[2780] gop
[1613] people
[1432] party
[1382] joe
[1288] see
[955] saved
[900] trump
[704] right

Top Words in Tweet in G2:
[1837] republicans
[1834] biden
[1741] gop
[1734] isn
[1709] votes
[1705] manchin
[1705] bill
[1701] himself
[1701] working
[1700] zero

Top Words in Tweet in G3:
[2752] gop
[2696] gun
[2686] year
[2686] laws
[2686] voter
[1439] biden
[1437] republicans
[1381] manchin
[1346] control
[1346] #thursdayvibes

Top Words in Tweet in G4:
[1003] republicans
[986] biden
[784] president
[648] rights
[436] administration
[435] right
[434] oppose
[433] strongly
[433] pursue
[433] option

Top Words in Tweet in G5:
[1266] think
[988] republicans
[924] biden
[469] party
[466] anything
[459] republican
[445] infrastructure
[437] joemanchinwv
[434] yes
[434] vote

Top Words in Tweet in G6:
[1251] love
[769] republicans
[657] wildly
[657] popular
[633] biden's
[630] american
[625] stimulus
[625] taking
[625] credit
[625] voted

Top Words in Tweet in G7:
[1030] biden
[930] republicans
[317] rinos
[252] lincoln
[252] project
[238] re
[223] people
[219] agenda
[214] media
[181] pedophilia

Top Words in Tweet in G8:
[588] republicans
[559] biden
[75] gop
[65] gun
[64] president
[62] trump
[59] right
[55] democrats
[49] need
[47] people

Top Words in Tweet in G9:
[808] make
[805] hard
[535] republicans
[505] biden
[402] idiot
[402] wrong
[402] don
[402] vote
[402] cheat
[37] president

Top Words in Tweet in G10:
[382] under
[381] democrats
[380] party
[370] bush
[369] cheney
[368] neocons
[367] discussed
[367] revealing
[367] phenomenon
[367] bloodthirsty

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[7624] biden,republicans
[2982] year,gop
[2200] gop,votes
[2195] biden,administration
[2088] 10,gop
[2087] working,biden
[2081] painted,himself
[2081] himself,corner
[2081] zero,interest
[2081] interest,working

Top Word Pairs in Tweet in G1:
[3447] biden,republicans
[824] gop,saved
[711] joe,biden
[677] see,biden
[587] looks,biden
[567] saved,see
[567] republicans,emerge
[567] emerge,ashes
[567] ashes,party
[522] 'biden,republicans'

Top Word Pairs in Tweet in G2:
[1701] gop,votes
[1700] zero,interest
[1700] biden,administration
[1699] manchin,effectively
[1699] effectively,painted
[1699] painted,himself
[1699] himself,corner
[1699] corner,filibuster
[1699] filibuster,arguments
[1699] arguments,blamed

Top Word Pairs in Tweet in G3:
[2686] year,gop
[1379] biden,republicans
[1346] gun,control
[1343] 38,000
[1343] 000,gun
[1343] gun,deaths
[1343] deaths,year
[1343] gop,opposes
[1343] opposes,gun
[1343] control,laws

Top Word Pairs in Tweet in G4:
[774] president,biden
[433] republicans,strongly
[433] strongly,oppose
[433] oppose,pursue
[433] pursue,option
[432] biden,ordered
[432] ordered,doj
[432] doj,issue
[432] issue,rules
[432] rules,surely

Top Word Pairs in Tweet in G5:
[420] republicans,going
[418] anything,biden
[418] biden,proposes
[417] think,republicans
[415] sorry,joemanchinwv
[415] joemanchinwv,think
[415] going,yes
[415] yes,anything
[414] proposes,sorely
[414] sorely,mistaken

Top Word Pairs in Tweet in G6:
[657] wildly,popular
[627] republicans,love
[625] taking,credit
[624] biden's,stimulus
[624] stimulus,wildly
[624] popular,republicans
[624] love,love
[624] love,taking
[624] credit,literally
[624] literally,none

Top Word Pairs in Tweet in G7:
[765] biden,republicans
[252] lincoln,project
[179] total,biden
[179] republicans,work
[179] work,lincoln
[179] project,super
[179] super,busy
[179] busy,covering
[179] covering,accusations
[179] accusations,pedophilia

Top Word Pairs in Tweet in G8:
[248] biden,republicans
[37] president,biden
[32] joe,biden
[30] center,right
[30] second,amendment
[29] need,become
[29] become,biden
[28] right,voters
[28] voters,need
[27] gop,saved

Top Word Pairs in Tweet in G9:
[804] make,hard
[402] idiot,biden
[402] biden,wrong
[402] wrong,republicans
[402] republicans,don
[402] don,make
[402] hard,vote
[402] vote,make
[402] hard,cheat
[43] biden,republicans

Top Word Pairs in Tweet in G10:
[367] under,discussed
[367] discussed,revealing
[367] revealing,phenomenon
[367] phenomenon,bloodthirsty
[367] bloodthirsty,militaristic
[367] militaristic,imperialistic
[367] imperialistic,neocons
[367] neocons,bush
[367] bush,cheney
[367] cheney,overwhelmingly

Top Replied-To
Top Replied-To in Entire Graph:
@projectlincoln
@theview
@joshtpm
@sen_joemanchin
@chuckgrassley
@drea_got_rage
@gop
@sentedcruz
@jakelobin
@joemanchinwv

Top Replied-To in G1:
@projectlincoln
@jakelobin
@omgno2trump
@msnbc
@sentedcruz
@lindseygrahamsc
@gop
@maxboot
@oxxrowanxxo
@govrondesantis

Top Replied-To in G2:
@angry_staffer
@sahilkapur
@orangeorchards
@politvidchannel
@wallisweaver
@searsj55
@kageneko
@palmerreport
@trufflesfatcat

Top Replied-To in G3:
@patriotnot45

Top Replied-To in G4:
@gopleader
@sentedcruz
@realdailywire
@marshablackburn
@tedcruz
@brad_polumbo
@markmeadows
@sentomcotton
@nealdionne
@dineshdsouza

Top Replied-To in G5:
@sen_joemanchin
@chuckgrassley
@joemanchinwv
@seanhannity
@gop
@potus
@foxnews
@repchrisstewart
@senronjohnson
@yamiche

Top Replied-To in G6:
@texastribune
@abc
@ronniemotes8

Top Replied-To in G7:
@catalinalauf
@unscriptedmike
@timrunshismouth
@therightmelissa
@frostraven73
@mo_reese10
@check0i
@amyathatcher
@socialistmma
@politiwars

Top Replied-To in G9:
@therealmka20
@osfansdkp

Top Replied-To in G10:
@ggreenwald
@tw1tterisajoke
@caebawb
@yoyo49478112
@middlefwiw
@archie21232
@dialoguealways
@bostonglobe
@physicsgeek
@jaycaruso

Top Mentioned
Top Mentioned in Entire Graph:
@chipfranklin
@joemanchinwv
@bleedingmarine
@dailycaller
@maxboot
@arimelber
@morning_joe
@postopinions
@politicususa
@housegop

Top Mentioned in G1:
@bleedingmarine
@arimelber
@maxboot
@morning_joe
@postopinions
@politicususa
@msnbc
@joemanchinwv
@chipfranklin
@gop

Top Mentioned in G2:
@classicmontage
@angry_staffer
@bigdumbidiotman
@bleedingmarine
@maxboot
@palmerreport

Top Mentioned in G3:
@bleedingmarine
@texastribune
@mamabear1930
@rlm19382
@jakelobin

Top Mentioned in G4:
@dailycaller
@tedcruz
@gop
@senategop
@sentedcruz
@gopleader
@jim_jordan
@nypost
@hagstrom_anders
@brad_polumbo

Top Mentioned in G5:
@joemanchinwv
@potus
@gop
@sen_joemanchin
@joebiden
@gopleader
@stevescalise
@nrcc
@playbookdc
@vp

Top Mentioned in G6:
@chipfranklin
@bleedingmarine
@arimelber
@pruett_henry
@abc

Top Mentioned in G7:
@solmemes1
@timrunshismouth
@catalinalauf
@repmattgaetz
@jim_jordan
@gop

Top Mentioned in G8:

Top Mentioned in G9:
@newsmax

Top Mentioned in G10:
@twitchyteam
@ggreenwald
@chrisrexosu
@ericstratton77
@vaknightstick
@timcast
@gentoo_python
@projectlincoln

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@filafresh
@marciojmsilva
@federicoalves
@monicasloves
@ez4u2say_janis
@andyvermaut
@7b73f39b85e1415
@thereal_rebel
@joleonbusby

Top Tweeters in G1:
@missb62
@7b73f39b85e1415
@serendipitysays
@kak089
@givemepie360
@paxnostrum
@wildwillow65
@bellesapepper37
@akuma_river
@eykis

Top Tweeters in G2:
@awelab1956
@ecclesias
@theresamax
@greeeneyedwhwom
@straitarrow10
@redboybroken
@multijo1
@whirledcitizen_
@cathleenkucz
@colourbars

Top Tweeters in G3:
@filafresh
@monicasloves
@jjj5819
@solusnan1
@sherrikuczeryk
@njdoc
@jameskthompson1
@dappy_52
@katalin_pota
@frackhazreveal

Top Tweeters in G4:
@truckerbooman
@tres444
@catherine_riche
@real_stephanie
@mefbama
@staythecourse7
@corrcomm
@cozy1614
@amadorn
@sandricsak

Top Tweeters in G5:
@justwhatnowwhy
@rcrockett
@sar_oso
@jcmarbury
@jocowboys87
@debrob1947
@dcexaminer
@marykeithbare1
@stanspak
@boandsunny

Top Tweeters in G6:
@lizditz
@pollsstar
@carlyinnj
@childofalba
@squirrel1110
@bob_levitt
@bangtanourstars
@suzannelepage1
@kitten0409
@abc

Top Tweeters in G7:
@tahdeetz
@ladydshops
@saveaslave
@bikerbd
@dianachic1
@willsdarlin
@geanalyst
@jantxnc
@pray_4truth
@bonbee81

Top Tweeters in G8:
@marciojmsilva
@andyvermaut
@ahmadnormaulana
@jentromans
@tamzilla_52
@jcomm_newsfeeds
@litlgrey
@bbttychmbrs
@dierdrelewis
@briefing__room

Top Tweeters in G9:
@kentpg
@norvilgirl
@pa4taxpayers
@lgcomin
@eclectelectric
@crawfishaka
@gupdiver
@dorothymontgom4
@lsferguson
@sandrac42595084

Top Tweeters in G10:
@nwrmbing
@redeemedseven
@elizbethlmaness
@bostonglobe
@bassaces1
@varadmehta
@benedictmpwhite
@mlas
@aiiamericangiri
@tgbed8v8


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