#DemDebate, Twitter, 6/27/2019 5:02:50 AM, 201215


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#DemDebate_2019-06-26_19-02-11.xlsx
#DemDebate_2019-06-26_19-02-11.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 27, 2019
Short Description:
#DemDebate via NodeXL http://bit.ly/2FBYks7
@ewarren
@juliancastro
@kylekulinski
@realdonaldtrump
@msnbc
@nbcnews
@erictrump
@amyklobuchar
@thedailyshow
@surabees

Top hashtags:
#demdebate
#democraticdebate
#democraticdebates
#beto2020
#fubar
#demdebates
#debatenight

Description:
Description
The graph represents a network of 15,199 Twitter users whose recent tweets contained "#DemDebate", 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 Thursday, 27 June 2019 at 03:05 UTC.

The tweets in the network were tweeted over the 4-minute period from Thursday, 27 June 2019 at 02:03 UTC to Thursday, 27 June 2019 at 02:07 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 : 15199
Unique Edges : 20179
Edges With Duplicates : 3698
Total Edges : 23877
Self-Loops : 5555
Reciprocated Vertex Pair Ratio : 0.00168663487262999
Reciprocated Edge Ratio : 0.00336758985078093
Connected Components : 3363
Single-Vertex Connected Components : 2625
Maximum Vertices in a Connected Component : 10750
Maximum Edges in a Connected Component : 19111
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.036595
Graph Density : 7.45602484340724E-05
Modularity : 0.675568
NodeXL Version : 1.0.1.393

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[146] https://twitter.com/colbertlateshow/status/1144050272517468163
[65] https://twitter.com/realdonaldtrump/status/1144056731653169152
[65] https://www.breitbart.com/2020-election/2019/06/26/fact-check-democrats-launch-primary-debate-by-lying-about-trump-economy/
[62] https://thehill.com/homenews/campaign/450565-cory-bookers-face-when-beto-orourke-speaks-spanish-at-debate-goes-viral
[43] https://www.washingtonpost.com/opinions/2019/06/25/trump-was-right-not-strike-iran-his-strategy-is-working/
[32] https://twitter.com/TulsiGabbard/status/1144058895863832577
[26] https://trends.google.com/trends/story/US_cu_o_FMW2oBAACFKM_en
[23] https://twitter.com/realDonaldTrump/status/1144056731653169152
[19] https://twitter.com/tulsigabbard/status/1144058895863832577
[18] https://twitter.com/i/events/1141070587634188288

Top URLs in Tweet in G1:
[10] https://twitter.com/TulsiGabbard/status/1144058895863832577
[9] https://twitter.com/i/events/1141070587634188288
[8] https://twitter.com/tulsigabbard/status/1144058895863832577
[6] https://twitter.com/realDonaldTrump/status/1144056731653169152
[6] https://twitter.com/greggutfeld/status/1144064025271111680
[4] https://twitter.com/NPR/status/1144063909785194496
[3] https://twitter.com/TrumpWarRoom/status/1144060630560903168
[3] https://twitter.com/leylasantiago/status/1144050102354567169
[3] https://twitter.com/realdonaldtrump/status/1144056731653169152
[3] https://twitter.com/bgrueskin/status/1144057132075180032

Top URLs in Tweet in G2:
[55] https://www.breitbart.com/2020-election/2019/06/26/fact-check-democrats-launch-primary-debate-by-lying-about-trump-economy/
[40] https://www.washingtonpost.com/opinions/2019/06/25/trump-was-right-not-strike-iran-his-strategy-is-working/
[5] https://www.pscp.tv/w/b-QaUDF4ZUtXeEdWcnJhalB8MWt2SnBPV2dld2JHRRoJl1b_V-8tnXjIZD7jTwOtV_KIcMzBfDud-sx16BAP
[5] https://twitter.com/realdonaldtrump/status/1144056731653169152
[4] https://twitter.com/realDonaldTrump/status/1144056731653169152
[4] https://twitter.com/TimMurtaugh/status/1144027719266648070
[3] https://twitter.com/parscale/status/1144063575067115520
[3] https://twitter.com/TocRadio/status/1144063077375270914
[2] https://twitter.com/marc_lotter/status/1143984911851892736
[2] https://twitter.com/i/events/1141070587634188288

Top URLs in Tweet in G3:
[25] https://trends.google.com/trends/story/US_cu_o_FMW2oBAACFKM_en
[10] https://www.tulsi2020.com/signup
[6] https://vision.firmaction.org/
[4] https://twitter.com/familiatqlm/status/1144061351515631616
[4] https://www.washingtonpost.com/opinions/the-gender-diversity-in-the-debates-will-be-unprecedented-heres-what-itll-tell-us/2019/06/25/7e7ea02a-9387-11e9-aadb-74e6b2b46f6a_story.html
[4] https://twitter.com/MusicReviewer7/status/1144059866883010562
[4] https://twitter.com/betoorourke/status/1144058843623825408
[4] https://twitter.com/voxdotcom/status/1144059770028142592
[4] https://twitter.com/msnbc/status/1144059545989369856
[4] http://m.startribune.com/minnesota-poll-strong-majority-of-minnesotans-support-stricter-gun-control/480461611/

Top URLs in Tweet in G4:
[3] https://medium.com/@teamwarren/congressional-action-to-protect-choice-aaf94ed25fb5
[2] https://twitter.com/kamalaharris/status/1142822299734827009
[2] https://www.miamiherald.com/news/politics-government/national-politics/article231643973.html
[2] https://www.timesupnow.com/2020_debate_content_report
[2] https://twitter.com/blackwomenviews/status/1144063263979835392
[2] https://twitter.com/colbertlateshow/status/1144050272517468163
[1] https://twitter.com/NBCNews/status/1143867229622157312
[1] https://twitter.com/ewarren/status/1143985808468299776
[1] https://twitter.com/MariManoogian/status/1144052717150711809
[1] https://twitter.com/GoogleTrends/status/1144058613276655616

Top URLs in Tweet in G5:
[10] https://giphy.com/msnbc?view=list
[9] https://www.nbcnews.com/politics/2020-election/trump-mention-tracker-democratic-debates-2019-n1022661
[8] https://www.nbcnews.com/politics/2020-election/live-blog/first-democratic-debate-2019-live-updates-night-one-n1021236
[7] https://www.pewresearch.org/fact-tank/2018/12/27/facts-about-guns-in-united-states/
[5] https://www.pscp.tv/w/1dRKZmeoWbbxB
[5] https://nbcnews.trib.al/VRgaLId
[5] https://www.nbcnews.com/politics/elections/fact-checking-first-democratic-debate-night-one-what-s-true-n1022446
[4] https://twitter.com/AndrewYang/status/1144059222151323654
[4] https://twitter.com/BGrueskin/status/1144057132075180032
[3] https://twitter.com/ewarren/status/1144062449005600768

Top URLs in Tweet in G6:
[5] https://twitter.com/stevenoh88/status/1144036707777617925
[5] https://www.politifact.com/truth-o-meter/statements/2018/may/03/bernie-s/amazon-paid-0-federal-income-taxes-2017/
[3] https://twitter.com/realDonaldTrump/status/1144056731653169152
[3] https://twitter.com/colbertlateshow/status/1144050272517468163
[2] https://www.congress.gov/bill/114th-congress/senate-bill/1373/cosponsors
[2] https://twitter.com/newtgingrich/status/1144029574885515264
[2] https://twitter.com/Wisco/status/1144063241007632389
[2] https://www.salon.com/2019/06/22/do-you-actually-like-your-private-health-insurance_partner/
[2] https://app.berniesanders.com/
[1] https://twitter.com/KyleKulinski/status/1144061539009404928

Top URLs in Tweet in G7:
[50] https://thehill.com/homenews/campaign/450565-cory-bookers-face-when-beto-orourke-speaks-spanish-at-debate-goes-viral
[7] https://twitter.com/AndrewYang/status/1144059222151323654
[6] https://www.cnn.com/politics/live-news/democratic-debate-june-26-2019/h_986ed06819b094c56fc8ff525bd17ef3
[4] https://www.cnn.com/politics/live-news/democratic-debate-june-26-2019/h_e2b6bf21108a4333a94c1a1111ab1098
[3] https://thehill.com/homenews/campaign/450565-cory-bookers-face-when-beto-orourke-speaks-spanish-at-debate-goes-viral?__twitter_impression=true
[2] https://trib.al/s6x1N8v
[2] https://www.cnn.com/politics/live-news/democratic-debate-june-26-2019/h_2806cb75711ee4cce8322dafa7049161
[1] https://www.cnn.com/politics/live-news/democratic-debate-june-26-2019/h_13b998b40c58944a02b363178efb2516?utm_medium=social&utm_source=twCNN&utm_content=2019-06-27T02:04:57
[1] https://trib.al/UirYxjg
[1] https://trib.al/myrqfvw

Top URLs in Tweet in G8:
[8] https://www.youtube.com/watch?v=2mhly2KmCIU

[4] https://twitter.com/CarpeDonktum/status/1144060282676883457
[2] https://www.baynews9.com/fl/tampa/politics/2019/06/25/democratic-debate-updates-from-our-reporters
[2] https://www.breitbart.com/2020-election/2019/06/26/fact-check-democrats-launch-primary-debate-by-lying-about-trump-economy/
[1] https://twitter.com/TwitchyTeam/status/1144060278549733379
[1] https://twitter.com/parscale/status/1144063575067115520
[1] https://twitter.com/realdonaldtrump/status/1144056731653169152?s=21

Top URLs in Tweet in G9:
[3] https://www.youtube.com/watch?v=pdE83FX-Mto

[1] https://freebeacon.com/politics/all-2020-senate-dems-absent-for-vote-to-send-humanitarian-relief-to-border/
[1] https://twitter.com/kayleighmcenany/status/1144059452879966208
[1] https://www.breitbart.com/2020-election/2019/06/26/fact-check-democrats-launch-primary-debate-by-lying-about-trump-economy/
[1] https://www.pscp.tv/w/b-QaUDF4ZUtXeEdWcnJhalB8MWt2SnBPV2dld2JHRRoJl1b_V-8tnXjIZD7jTwOtV_KIcMzBfDud-sx16BAP

Top URLs in Tweet in G10:
[4] https://trib.al/XWSySPa
[4] https://trib.al/akhlXym
[4] http://po.st/scms/OrMCe04Lcp0lOFmbYsJaT2727y_OS3Idm08ya04Lcg/5hGE0s
[3] https://trib.al/nIiI1D3
[2] https://trib.al/VKJVqM9
[2] https://trib.al/nAf1hYI
[2] https://trib.al/2MFtqwK
[2] https://trib.al/y5R6NiL
[2] https://www.newyorker.com/news/current/a-new-phase-begins-in-the-democratic-race-for-president?utm_source=twitter&utm_brand=tny&utm_medium=social&utm_social-type=owned&mbid=social_twitter
[2] https://kff.org/

Top Domains
Top Domains in Tweet in Entire Graph:
[952] twitter.com
[72] thehill.com
[67] trib.al
[65] breitbart.com
[62] youtube.com
[53] washingtonpost.com
[29] nbcnews.com
[28] google.com
[27] cnn.com
[17] pscp.tv

Top Domains in Tweet in G1:
[267] twitter.com
[20] youtube.com
[2] instagram.com
[2] dailysignal.com
[2] webuildthewall.us
[2] clownworld.us
[2] pewresearch.org
[2] urlzs.com
[1] thehill.com
[1] change.org

Top Domains in Tweet in G2:
[55] breitbart.com
[40] washingtonpost.com
[36] twitter.com
[9] opensecrets.org
[6] pscp.tv
[3] prageru.com
[2] youtube.com
[2] trib.al
[1] cnbc.com
[1] cnn.com

Top Domains in Tweet in G3:
[111] twitter.com
[25] google.com
[12] tulsi2020.com
[7] washingtonpost.com
[6] betoorourke.com
[6] firmaction.org
[5] trib.al
[5] momsrising.org
[4] startribune.com
[4] nrsc.org

Top Domains in Tweet in G4:
[27] twitter.com
[6] medium.com
[5] kamalaharris.org
[3] timesupnow.com
[2] themarshallproject.org
[2] miamiherald.com
[1] amazon.com
[1] actblue.com
[1] boldprogressives.org
[1] vox.com

Top Domains in Tweet in G5:
[56] twitter.com
[24] nbcnews.com
[11] giphy.com
[8] trib.al
[7] pewresearch.org
[5] pscp.tv
[5] politifact.com
[4] washingtonpost.com
[3] youtube.com
[2] google.com

Top Domains in Tweet in G6:
[29] twitter.com
[5] politifact.com
[5] opensecrets.org
[2] congress.gov
[2] salon.com
[2] berniesanders.com
[1] aninconvenientdouche.com
[1] tyt.com
[1] api.org
[1] breitbart.com

Top Domains in Tweet in G7:
[54] thehill.com
[14] cnn.com
[11] twitter.com
[7] trib.al
[1] npr.org
[1] searchvideo.me

Top Domains in Tweet in G8:
[8] youtube.com
[7] twitter.com
[2] baynews9.com
[2] breitbart.com

Top Domains in Tweet in G9:
[3] youtube.com
[1] freebeacon.com
[1] twitter.com
[1] breitbart.com
[1] pscp.tv

Top Domains in Tweet in G10:
[27] trib.al
[7] twitter.com
[6] po.st
[3] newyorker.com
[2] npr.org
[2] kff.org
[1] cnn.com
[1] texastribune.org
[1] thehill.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[15548] demdebate
[1583] democraticdebate
[185] democraticdebates
[127] beto2020
[87] fubar
[78] demdebates
[73] debatenight
[65] democratdebate
[58] climatedebate
[55] maga



Top Hashtags in Tweet in G1:
[2860] demdebate
[279] democraticdebate
[46] democraticdebates
[44] demdebates
[30] democratdebate
[21] debatenight
[20] maga
[19] msnbc
[17] trump2020
[13] beto2020

Top Hashtags in Tweet in G2:
[1649] demdebate
[210] democraticdebate
[65] fubar
[60] democraticdebates
[16] maga
[15] trump2020
[13] kag
[8] clownshow
[6] corybooker
[6] prochoice

Top Hashtags in Tweet in G3:
[1106] demdebate
[95] beto2020
[61] democraticdebate
[22] teamamy
[18] betoforamerica
[16] tulsi2020
[13] castro2020
[10] equalpay
[10] democraticdebates
[10] iran

Top Hashtags in Tweet in G4:
[780] demdebate
[95] democraticdebate
[32] medicareforall
[30] roevwade
[19] warren2020
[15] debatenight
[13] hydeamendment
[13] titlex
[11] flapol
[8] teamwarren

Top Hashtags in Tweet in G5:
[1155] demdebate
[164] democraticdebate
[12] democraticdebates
[10] democratdebate
[8] maddow
[8] gunviolence
[8] msnbc
[6] debatenight
[5] decision2020
[5] huludown

Top Hashtags in Tweet in G6:
[872] demdebate
[26] democraticdebate
[16] elizabethwarren
[7] bernie
[5] tytlive
[4] medicareforall
[4] democraticdebates
[3] debatenight
[3] medicare4all
[3] aipac

Top Hashtags in Tweet in G7:
[540] demdebate
[58] democraticdebate
[7] 8mile
[2] fubar
[2] damnrussians
[2] yanggang
[1] indivisibledebate
[1] democraticdebates
[1] demdebates
[1] tulsigabbard

Top Hashtags in Tweet in G8:
[505] demdebate
[74] democraticdebate
[6] fubar
[5] democraticdebates
[4] flapol
[4] bingocardwatch
[2] breaking
[2] abortion
[2] demdebates
[1] democratshateamerica

Top Hashtags in Tweet in G9:
[415] demdebate
[60] democraticdebate
[9] children
[7] pocahontas
[6] fubar
[5] democraticdebates
[3] abortion
[3] presidentialdebate
[3] healthcare
[3] nbcdebate

Top Hashtags in Tweet in G10:
[235] demdebate
[8] democraticdebate
[7] debatenight
[6] vote2020
[6] abortionlaws
[5] america
[5] independent
[4] libertarian
[4] greenparty
[3] republican

Top Words
Top Words in Tweet in Entire Graph:
[11304] Words in Sentiment List#1: Positive
[11200] Words in Sentiment List#2: Negative
[120] Words in Sentiment List#3: Angry/Violent
[347299] Non-categorized Words
[369808] Total Words
[15550] demdebate
[2046] s
[1676] debate
[1605] warren
[1583] democraticdebate

Top Words in Tweet in G1:
[2860] demdebate
[279] democraticdebate
[247] debate
[221] s
[180] mic
[163] technical
[161] nbc
[152] t
[146] mics
[142] up

Top Words in Tweet in G2:
[1649] demdebate
[363] trumpwarroom
[358] realdonaldtrump
[298] candidates
[285] warren
[284] s
[279] out
[274] elizabeth
[265] trump
[261] kayleighmcenany

Top Words in Tweet in G3:
[1107] demdebate
[378] juliancastro
[205] immigration
[195] amyklobuchar
[185] women
[172] first
[168] reproductive
[166] t
[157] betoorourke
[152] s

Top Words in Tweet in G4:
[780] demdebate
[671] ewarren
[338] s
[196] president
[190] make
[174] t
[168] 38
[164] m
[160] trump
[142] right

Top Words in Tweet in G5:
[1155] demdebate
[315] msnbc
[247] nbcnews
[164] democraticdebate
[151] chucktodd
[107] maddow
[100] watch
[94] spanish
[92] first
[91] up

Top Words in Tweet in G6:
[872] demdebate
[460] kylekulinski
[255] maddow
[221] russia
[198] back
[194] break
[193] problems
[192] come
[190] chance
[189] tech

Top Words in Tweet in G7:
[540] demdebate
[222] spanish
[135] beto
[125] right
[117] o'rourke
[108] speaks
[106] cory
[106] booker's
[106] face
[86] now

Top Words in Tweet in G8:
[505] demdebate
[293] erictrump
[74] democraticdebate
[63] carpedonktum
[55] someone
[52] people
[51] want
[49] audio
[49] crew
[49] spit

Top Words in Tweet in G9:
[415] demdebate
[224] illegal
[219] american
[200] more
[178] scottpresler
[156] aliens
[142] citizens
[98] concerned
[98] d
[97] amazing

Top Words in Tweet in G10:
[235] demdebate
[166] npr
[130] first
[121] candidate
[107] debate
[106] democratic
[106] s
[94] halfway
[92] presidential
[92] t

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1151] demdebate,democraticdebate
[832] elizabeth,warren
[522] chuck,todd
[433] control,room
[389] don,t
[345] technical,difficulties
[326] julian,castro
[324] ja,ja
[310] break,demdebate
[287] hour,demdebate

Top Word Pairs in Tweet in G1:
[185] demdebate,democraticdebate
[118] chuck,todd
[81] technical,difficulties
[75] control,room
[59] democraticdebate,demdebate
[45] don,t
[42] mics,demdebate
[41] debate,demdebate
[37] rachel,maddow
[35] commercial,break

Top Word Pairs in Tweet in G2:
[273] elizabeth,warren
[152] demdebate,democraticdebate
[126] technical,difficulties
[102] joe,biden
[99] outside,demdebate
[99] teamtrump,trumpwarroom
[98] trumpwarroom,parscale
[98] parscale,kayleighmcenany
[98] kayleighmcenany,timmurtaugh
[97] tonight,s

Top Word Pairs in Tweet in G3:
[114] believe,reproductive
[82] reproductive,freedom
[78] don,t
[73] reproductive,justice
[67] foreign,policy
[57] t,believe
[56] juliancastro,don
[55] freedom,believe
[55] justice,women
[54] women,includes

Top Word Pairs in Tweet in G4:
[108] health,care
[96] make,sure
[91] detention,center
[90] president,make
[90] sure,country
[90] country,gets
[90] gets,back
[90] back,2015
[90] 2015,iran
[90] iran,deal

Top Word Pairs in Tweet in G5:
[122] demdebate,democraticdebate
[55] msnbc,demdebate
[42] msnbc,watch
[41] first,demdebate
[41] nbcnews,msnbc
[35] chuck,todd
[34] control,room
[33] beto,o'rourke
[32] watch,beto
[32] o'rourke,delivers

Top Word Pairs in Tweet in G6:
[189] russia,come
[188] break,demdebate
[187] tech,problems
[187] come,back
[186] 36,chance
[186] chance,maddow
[186] maddow,blames
[186] blames,tech
[186] problems,russia
[186] back,break

Top Word Pairs in Tweet in G7:
[114] beto,o'rourke
[108] o'rourke,speaks
[108] speaks,spanish
[106] cory,booker's
[106] booker's,face
[106] face,beto
[82] control,room
[80] right,now
[58] live,tv
[58] answer,demdebate

Top Word Pairs in Tweet in G8:
[240] erictrump,demdebate
[69] demdebate,democraticdebate
[47] erictrump,spit
[47] spit,bar
[47] bar,people
[47] people,want
[47] want,start
[47] start,gofundme
[47] gofundme,person
[47] person,someone

Top Word Pairs in Tweet in G9:
[156] illegal,aliens
[142] american,citizens
[141] aliens,american
[98] demdebate,more
[97] amazing,demdebate
[97] more,concerned
[97] concerned,help
[97] help,illegal
[96] scottpresler,amazing
[96] citizens,d

Top Word Pairs in Tweet in G10:
[85] halfway,through
[84] each,candidate
[83] through,first
[83] first,debate
[83] debate,2020
[83] 2020,democratic
[83] democratic,presidential
[83] presidential,primary
[83] primary,here's
[83] here's,roughly

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@msnbc
@nbcnews
@ewarren
@betoorourke
@tulsigabbard
@chucktodd
@juliancastro
@maddow
@donaldjtrumpjr

Top Replied-To in G1:
@maytennis

Top Replied-To in G2:
@realdonaldtrump
@donaldjtrumpjr
@parscale
@benshapiro
@mattwalshblog
@loyalmoses
@stclairashley
@michellemalkin
@stormisuponus
@nbcnews

Top Replied-To in G3:
@tulsigabbard
@betoorourke
@juliancastro
@amyklobuchar
@ewarren
@naral
@corybooker
@yamiche
@jheil
@johndelaney

Top Replied-To in G4:
@ewarren
@staceybeeblue
@jordanuhl
@samsandmire
@neginfarsad
@coreywfrate
@rvawonk
@alyssamastro44
@dakotaohara_
@funder

Top Replied-To in G5:
@msnbc
@nbcnews
@chucktodd
@realdonaldtrump
@maddow
@hulu_support
@howardkurtz
@savannahguthrie
@ramiungarwriter
@margaretclancy

Top Replied-To in G6:
@kylekulinski
@anakasparian
@adamparkhomenko
@johniadarola
@ewarren
@berniesanders
@meghanmccain
@briebriejoy
@tomservo10
@michaeljknowles

Top Replied-To in G7:
@cnn
@business
@carlb40
@thehill
@yopasta
@maddow
@charlesppierce

Top Replied-To in G8:
@erictrump
@carpedonktum

Top Replied-To in G9:
@frfrankpavone
@hale_razor
@kurtschlichter

Top Replied-To in G10:
@nprpolitics
@jeffreycook
@goldengateblond
@sonicubed
@npr

Top Mentioned
Top Mentioned in Entire Graph:
@ewarren
@juliancastro
@kylekulinski
@realdonaldtrump
@trumpwarroom
@msnbc
@erictrump
@kayleighmcenany
@nbcnews
@thedailyshow

Top Mentioned in G1:
@bevroley
@misslynnenyc
@eric4themany
@ellerich17
@franmfarber
@jar08550
@onewalleee
@ryanmauro
@drlee4america
@nvrqt

Top Mentioned in G2:
@trumpwarroom
@realdonaldtrump
@kayleighmcenany
@timmurtaugh
@donaldjtrumpjr
@michellemalkin
@teamtrump
@liz_wheeler
@parscale
@waynedupreeshow

Top Mentioned in G3:
@juliancastro
@amyklobuchar
@betoorourke
@corybooker
@tulsigabbard
@nowthisnews
@jayinslee
@ewarren
@billdeblasio
@naral

Top Mentioned in G4:
@ewarren
@davidcorndc
@kamalaharris
@teamwarren
@funder
@juliancastro
@girlsreallyrule
@momsdemand
@bjrich_
@jamesokeefeiii

Top Mentioned in G5:
@msnbc
@nbcnews
@chucktodd
@maddow
@michaeljknowles
@realdonaldtrump
@politifact
@deanobeidallah
@igorvolsky
@lesterholtnbc

Top Mentioned in G6:
@kylekulinski
@berniesanders
@cenkuygur
@johniadarola
@ewarren
@ronplacone
@peterdaou
@bneidhardt
@anakasparian
@kasie

Top Mentioned in G7:
@roywoodjr
@thehill
@zackzack8888
@cnn
@carlb40
@sammunist
@business
@micheleovision
@elifeaz
@ambermruffin

Top Mentioned in G8:
@erictrump
@carpedonktum
@w_terrence
@cameron_gray
@thomasmhern
@michellemalkin
@liz_wheeler
@scottpresler
@donaldjtrumpjr
@scrowder

Top Mentioned in G9:
@scottpresler
@timrunshismouth
@daizyheadmayzie
@actforamerica
@marksimoneny
@texaspancake
@gregabbott_tx
@hale_razor
@michellemalkin
@frfrankpavone

Top Mentioned in G10:
@npr
@abc
@abcpolitics
@goldengateblond
@shakestweetz
@ericswalwell
@hardballchris
@ewarren
@nprpolitics
@amyklobuchar

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@alerttrade
@alllibertynews
@lennaleprena
@edinburghwatch
@mr1738
@slasher48
@richslate
@gottalaff
@jjauthor

Top Tweeters in G1:
@richslate
@mjfinesselover
@darylelockhart
@hardline_stance
@afroinstilettos
@pppatticake
@lindakws1
@firstgentleman
@lostdogs20
@nbcwashington

Top Tweeters in G2:
@alerttrade
@bearingtruth
@k_dubb_80
@shirleycolleen
@chatbycc
@inittowinit007
@vbspurs
@vrwctexan
@ohlaboday
@stips620

Top Tweeters in G3:
@bannerite
@serendipitysays
@textiff
@jodotcom
@3chicspolitico
@hwholcomb
@spryguy
@reagangomez
@amsmadwoman
@deemoney521

Top Tweeters in G4:
@missb62
@lennaleprena
@gottalaff
@ligayaloyola
@leehillerlondon
@alllwftopic
@bmangh
@antipandemonium
@girlzinger
@kingscuprun27

Top Tweeters in G5:
@argojournal
@tradnews_
@backstorymom1
@shoq
@hulu_support
@sws_edu
@bulldoghill
@kharyp
@foxnews
@ninatypewriter

Top Tweeters in G6:
@capatosta122
@joy31608
@redwoodgirl
@ggodlove77
@jonathancohn
@march4progress
@holtarna
@kelownascott
@judithkto
@tomservo10

Top Tweeters in G7:
@thehill
@homerwhite
@trixywh
@business
@antarianrani
@silver472
@maripuerta
@ikateufel
@cnn
@bluthx

Top Tweeters in G8:
@drawandstrike
@rednationrising
@garysteveneaton
@letzbrealistic
@krissy_caster
@rdtbook
@widowfike
@robbo1992x
@untamedinsd
@witchylou02

Top Tweeters in G9:
@biasedgirl
@kurtschlichter
@gardenofthegods
@awhatdafudge
@destinbeach22
@nancy73gg
@chrisloesch
@cookingconquest
@npjules
@lanesadalup

Top Tweeters in G10:
@mchastain81
@only4rm
@thr
@abc13houston
@donnathorson
@barbaramain07
@abc
@beccanalia
@philthepill
@trotdarrow


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