Beto, Twitter, 3/14/2019 8:22:52 PM, 190408


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Beto_2019-03-14_09-27-17.xlsx
Beto_2019-03-14_09-27-17.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
March 14, 2019
Short Description:
Beto via NodeXL http://bit.ly/2TE8SQo
@betoorourke
@charliekirk11
@edkrassen
@tedcruz
@krassenstein
@roseanndemoro
@realdonaldtrump
@proudresister
@betospotify
@realsaavedra

Top hashtags:
#beto
#beto2020
#bernie2020
#betoforamerica
#betoforpresident
#thursdaythoughts

Description:
Description
The graph represents a network of 16,713 Twitter users whose recent tweets contained "Beto", 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, 14 March 2019 at 17:28 UTC.

The tweets in the network were tweeted over the 28-minute period from Thursday, 14 March 2019 at 15:58 UTC to Thursday, 14 March 2019 at 16:27 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 : 16713
Unique Edges : 21185
Edges With Duplicates : 2696
Total Edges : 23881
Self-Loops : 3936
Reciprocated Vertex Pair Ratio : 0.00476064533192277
Reciprocated Edge Ratio : 0.00947617794156357
Connected Components : 2764
Single-Vertex Connected Components : 1871
Maximum Vertices in a Connected Component : 12187
Maximum Edges in a Connected Component : 18800
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.814919
Graph Density : 6.80074448084588E-05
Modularity : 0.741239
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[109] https://twitter.com/betoorourke/status/1106155281845760000
[74] https://twitter.com/i/events/1106138728227958784
[58] https://www.theguardian.com/us-news/2018/dec/20/beto-orourke-congressional-votes-analysis-capital-and-main
[41] https://twitter.com/BetoORourke/status/1106155281845760000
[40] https://nbcnews.trib.al/EwTy0pM
[39] http://www.pastemagazine.com/articles/2019/03/beto-orourke-is-the-candidate-for-vapid-morons.html
[37] https://www.ktsm.com/news/politics/beto-o-rourke-is-running-for-president-in-2020-ktsm-confirms/1846804405
[28] https://www.vanityfair.com/news/2019/03/beto-orourke-cover-story?verso=true
[28] https://www.vanityfair.com/news/2019/03/beto-orourke-cover-story
[28] https://www.dailymail.co.uk/news/article-6808207/Beto-ORourke-announces-running-president-2020.html

Top URLs in Tweet in G1:
[52] https://twitter.com/betoorourke/status/1106155281845760000
[18] https://twitter.com/BetoORourke/status/1106155281845760000
[8] https://www.cnn.com/videos/politics/2019/03/14/trump-beto-orourke-hand-movements-sot-ath-vpx.cnn
[7] https://www.nytimes.com/2019/03/14/us/politics/beto-o-rourke-president.html
[7] https://www.washingtonpost.com/politics/beto-orourke-joins-the-2020-democratic-presidential-contest/2019/03/14/631a7c22-3965-11e9-a2cd-307b06d0257b_story.html
[6] https://www.cnbc.com/2019/03/14/beto-orourke-is-running-for-president-echoes-obama-seeking-middle-ground.html
[6] https://www.dailymail.co.uk/news/article-6808207/Beto-ORourke-announces-running-president-2020.html
[6] https://twitter.com/charliekirk11/status/1106207447734251520
[6] https://www.foxnews.com/politics/beto-orourke-vanity-fair-profile-mocked-for-stories-about-ex-girlfriends-bookshelves-and-his-near-mythical-experience
[5] https://twitter.com/betoorourke/status/1106213144354062342

Top URLs in Tweet in G2:
[24] https://www.ktsm.com/news/politics/beto-o-rourke-is-running-for-president-in-2020-ktsm-confirms/1846804405
[23] https://twitter.com/Slate/status/1106076704915816449
[18] https://www.dailymail.co.uk/news/article-6808207/Beto-ORourke-announces-running-president-2020.html
[15] https://www.vanityfair.com/news/2019/03/beto-orourke-cover-story?verso=true
[13] https://ilovemyfreedom.org/ouch-beto-announces-2020-presidential-bid-and-the-responses-online-are-hilarious/?utm_source=stonewall&utm_medium=twitter
[12] https://twitter.com/thehill/status/1106171630471004161
[10] https://twitter.com/abc/status/1106189210350870529
[9] https://twitter.com/CarpeDonktum/status/1106022573136113664
[9] http://thefederalist.com/2019/03/14/beto-orourke-ultimate-limousine-liberal-gen-xer-announces-prez/#.XIpyTmHbC8M.twitter
[8] https://www.youtube.com/watch?v=o4VLAvnFvug


Top URLs in Tweet in G3:
[25] https://www.theguardian.com/us-news/2018/dec/20/beto-orourke-congressional-votes-analysis-capital-and-main
[17] https://www.vanityfair.com/news/2019/03/beto-orourke-cover-story
[14] https://www.redbubble.com/people/sugarmootz/works/37670699-president-beto-beto-for-president-vote-beto?p=sticker&rbs=&asc=u
[13] https://slate.com/news-and-politics/2019/03/beto-orourke-2020-campaign-president-why.html?via=rss_socialflow_twitter
[10] https://secure.actblue.com/donate/beto-launch?refcode=shareyourstory
[6] https://readsludge.com/2018/12/18/beto-orourke-removed-from-no-fossil-fuel-money-pledge-following-sludge-report/
[6] https://kfoxtv.com/news/local/beto-orourke-announces-2020-white-house-bid
[5] https://twitter.com/BetoORourke/status/1106155281845760000
[5] https://twitter.com/betoorourke/status/1106155281845760000
[4] https://abc13.com/politics/beto-orourke-announces-2020-presidential-run/5191469/

Top URLs in Tweet in G4:
[7] https://twitter.com/betoorourke/status/1106155281845760000
[3] https://twitter.com/DogginTrump/status/1106214460924919808
[2] https://mm4a.org/4BM
[2] https://www.bloomberg.com/news/articles/2019-03-14/trump-mocks-democratic-challenger-beto-o-rourke-hand-movement
[2] https://twitter.com/cnnbrk/status/1106135307240591361
[2] https://secure.actblue.com/donate/beto-sms
[1] https://www.youtube.com/watch?v=i9yvimzejA4&feature=youtu.be

[1] https://twitter.com/EdKrassen/status/1106229342194069504
[1] https://www.nytimes.com/2019/03/14/opinion/beto-orourke-president-2020.html
[1] https://conatusnews.com/propaganda-positivity-media/

Top URLs in Tweet in G5:
[4] https://www.thegatewaypundit.com/2019/03/bobby-beto-orouke-announces-run-for-us-president-wants-to-tear-down-existing-border-wall-effing-nuts-video/
[2] https://ntknetwork.com/msnbcs-first-question-to-orourke-where-is-your-minivan-from/
[2] https://www.usatoday.com/story/news/politics/2019/03/14/beto-2020-orourke-presidential-campaign-challenges-trump-border-wall/3159891002/
[2] https://www.ktsm.com/news/politics/beto-o-rourke-is-running-for-president-in-2020-ktsm-confirms/1846804405
[1] https://www.khou.com/article/news/politics/national-politics/democrat-beto-orourke-announces-2020-white-house-bid/285-d3c413fa-0d53-416e-801c-d6150234f300
[1] https://ntknetwork.com/booker-staff-is-already-taking-shots-at-beto-on-twitter/
[1] https://ntknetwork.com/trump-mocks-betos-excessive-hand-gestures-ive-actually-never-seen-anything-quite-like-it/
[1] https://www.lifenews.com/2019/03/14/beto-orourke-announces-he-is-running-for-president-co-sponsored-bill-for-abortions-up-to-birth/
[1] https://twitter.com/brithume/status/1106219638768263169
[1] https://www.vanityfair.com/news/2019/03/beto-orourke-cover-story

Top URLs in Tweet in G6:
[19] https://www.theguardian.com/us-news/2018/dec/20/beto-orourke-congressional-votes-analysis-capital-and-main
[16] https://twitter.com/splinter_news/status/1105987686718996488
[6] https://twitter.com/PamKeithFL/status/1106184269733474305
[5] https://trib.al/xBNuWjv
[5] https://www.texasobserver.org/why-is-beto-running-for-president-exactly/
[4] https://berniesanders.com/
[4] https://jacobinmag.com/2018/12/beto-orourke-president-2020-senate-race
[4] https://twitter.com/betoorourke/status/1106155281845760000
[3] https://twitter.com/CNNPolitics/status/1106185918107521024
[3] https://www.youtube.com/watch?v=kxxYtC4_NWo&feature=youtu.be


Top URLs in Tweet in G7:
[5] https://www.youtube.com/watch?v=xuGprM5iqlk

[5] https://trib.al/tyj4u5c
[4] https://www.vanityfair.com/news/2019/03/beto-orourke-cover-story?verso=true
[3] https://www.politico.com/story/2019/03/14/beto-orourke-campaign-immigration-1221001
[3] https://trib.al/bFufTjc
[3] https://trib.al/Er6Px0x
[3] https://www.cnn.com/2019/03/14/politics/beto-orourke-announces-2020-campaign/index.html?utm_medium=social&utm_source=twCNN&utm_content=2019-03-14T10:02:02
[3] https://nbcnews.trib.al/R0Gx5tr
[3] https://twitter.com/jeffmason1/status/1106208346862964738
[2] https://elpais.com/internacional/2019/03/14/estados_unidos/1552526321_169391.html?id_externo_rsoc=TW_CC

Top URLs in Tweet in G8:
[5] https://www.usatoday.com/story/news/politics/2019/03/14/beto-2020-orourke-presidential-campaign-challenges-trump-border-wall/3159891002/
[4] https://www.thedailybeast.com/trump-mocks-beto-orourkes-hand-movement-is-he-crazy?source=twitter&via=desktop
[4] https://www.thedailybeast.com/trump-mocks-beto-orourkes-hand-movement-is-he-crazy?via=twitter_page
[3] https://www.cnn.com/2019/03/14/politics/beto-orourke-announces-2020-campaign/index.html
[3] https://www.youtube.com/watch?v=o4VLAvnFvug&feature=youtu.be

[3] https://www.deplorablepartyusa.com/border-wall-bricks.html
[3] https://www.cnn.com/videos/politics/2019/03/14/trump-beto-orourke-hand-movements-sot-ath-vpx.cnn
[2] https://www.youtube.com/watch?v=aZxz5SuUcmE&feature=youtu.be

[2] https://www.ktsm.com/news/politics/beto-o-rourke-is-running-for-president-in-2020-ktsm-confirms/1846804405
[2] https://wonkettebazaar.com/collections/beto-2020

Top URLs in Tweet in G9:
[16] https://trib.al/0TWsa8B
[5] https://www.vox.com/policy-and-politics/2018/12/21/18150359/beto-orourke-voting-record
[2] https://twitter.com/aseitzwald/status/1105952304635752448
[2] https://twitter.com/iansams/status/1105929665695440896
[2] https://www.washingtonpost.com/politics/beto-orourke-joins-the-2020-democratic-presidential-contest/2019/03/14/631a7c22-3965-11e9-a2cd-307b06d0257b_story.html
[1] https://www.youtube.com/watch?v=kzWXdVsHMCM&app=desktop

[1] https://twitter.com/jordanfabian/status/1106200537559715842
[1] https://twitter.com/hershell_bryant/status/1105999561644863490
[1] https://twitter.com/kremainechau/status/1106210064573054978
[1] https://twitter.com/jra81/status/1106206748224905217

Top URLs in Tweet in G10:
[8] https://www.pscp.tv/w/b1p38TM3Mzg2fDFrdkpwRUFtZ1BreEW-rfA0ILcOpPDsQ8KoF5QBFLUa-rgNGMBAcE9eKuIU6g==
[6] https://trib.al/E2WmCTP
[5] https://thehill.com/homenews/administration/434043-trump-mocks-orourkes-crazy-hand-movements
[4] https://thehill.com/homenews/campaign/429872-orourke-enters-2020-race
[3] https://fivethirtyeight.com/?post_type=fte_features&p=203746&ex_cid=story-twitter
[2] https://action.tedcruz.org/beat-beto/
[2] https://trib.al/wjDGX2Q
[2] https://www.pscp.tv/w/b1pQPTM3Mzg2fDFsUEtxZG1tTlBQeGIE9cxr95ai5uAYEX5I7YMtaxloQs1r7_xp2k31ohLwnA==
[2] https://trib.al/zWgtddF
[2] https://thehill.com/homenews/campaign/433978-orourke-to-announce-white-house-run-thursday-morning

Top Domains
Top Domains in Tweet in Entire Graph:
[1085] twitter.com
[146] trib.al
[95] youtube.com
[80] theguardian.com
[62] vanityfair.com
[51] pastemagazine.com
[49] cnn.com
[48] actblue.com
[46] slate.com
[44] rawstory.com

Top Domains in Tweet in G1:
[346] twitter.com
[19] nytimes.com
[19] cnn.com
[16] betoorourke.com
[16] co.uk
[16] foxnews.com
[14] washingtonpost.com
[13] youtube.com
[12] actblue.com
[11] facebook.com

Top Domains in Tweet in G2:
[101] twitter.com
[24] ktsm.com
[19] co.uk
[19] ilovemyfreedom.org
[16] vanityfair.com
[9] youtube.com
[9] thefederalist.com
[7] foxnews.com
[7] magamedia.org
[6] farmersonly.com

Top Domains in Tweet in G3:
[71] twitter.com
[28] theguardian.com
[20] vanityfair.com
[17] slate.com
[16] actblue.com
[15] redbubble.com
[9] newsbusters.org
[8] trib.al
[8] kfoxtv.com
[7] readsludge.com

Top Domains in Tweet in G4:
[20] twitter.com
[3] actblue.com
[2] mm4a.org
[2] bloomberg.com
[1] youtube.com
[1] nytimes.com
[1] conatusnews.com
[1] theatlantic.com
[1] cnbc.com
[1] slate.com

Top Domains in Tweet in G5:
[12] twitter.com
[5] thegatewaypundit.com
[4] ntknetwork.com
[3] mediaite.com
[2] usatoday.com
[2] ktsm.com
[1] khou.com
[1] lifenews.com
[1] vanityfair.com
[1] co.uk

Top Domains in Tweet in G6:
[82] twitter.com
[22] theguardian.com
[7] trib.al
[6] texasobserver.org
[5] actblue.com
[5] youtube.com
[5] berniesanders.com
[4] opensecrets.org
[4] jacobinmag.com
[3] pastemagazine.com

Top Domains in Tweet in G7:
[24] trib.al
[20] twitter.com
[8] cnn.com
[5] politico.com
[5] vanityfair.com
[5] youtube.com
[3] elpais.com
[2] nbcnews.com
[2] yang2020.com
[1] msnbc.com

Top Domains in Tweet in G8:
[31] youtube.com
[14] twitter.com
[10] thedailybeast.com
[7] cnn.com
[6] usatoday.com
[3] wonkettebazaar.com
[3] deplorablepartyusa.com
[2] ktsm.com
[2] rawstory.com
[2] apple.news

Top Domains in Tweet in G9:
[17] trib.al
[9] twitter.com
[5] vox.com
[4] businessinsider.com
[4] washingtonpost.com
[2] youtube.com
[1] mediaite.com
[1] betoorourke.com
[1] nytv.to
[1] cnn.com

Top Domains in Tweet in G10:
[14] thehill.com
[13] trib.al
[10] pscp.tv
[5] twitter.com
[3] fivethirtyeight.com
[2] tedcruz.org
[2] thefederalist.com
[1] go.com
[1] betoorourke.com
[1] pastemagazine.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[482] beto
[340] beto2020
[56] bernie2020
[53] betoforamerica
[50] betoforpresident
[43] thursdaythoughts
[39] maga
[36] betoorourke
[36] piday
[35] trump



Top Hashtags in Tweet in G1:
[123] beto
[42] beto2020
[20] thursdaythoughts
[15] betoforamerica
[13] piday
[12] avengersendgame
[11] outnumbered
[9] trump
[7] betoorourke
[7] betoforpresident

Top Hashtags in Tweet in G2:
[57] beto2020
[43] beto
[31] houseofcards
[17] biden
[17] throwbackthursday
[17] bengarrison
[14] maga
[11] vetobeto
[10] openborders
[9] castro

Top Hashtags in Tweet in G3:
[72] beto2020
[54] beto
[22] betoforamerica
[10] betoorourke
[9] betoforpresident
[9] betodaysarecoming
[7] bernie2020
[7] teambeto
[5] maga
[5] trump

Top Hashtags in Tweet in G4:
[57] beto
[3] trump
[2] thursdaythoughts
[2] bobfrank
[1] takeitback2020
[1] nomorefatcats
[1] harris2020
[1] betoforamerica
[1] neverbernie
[1] votebluenomatterwho2020

Top Hashtags in Tweet in G5:
[31] beto
[6] beto2020
[4] vetobeto
[3] trump2020
[3] houseofcards
[3] president
[3] openborders
[3] rememberinnovember
[2] maga
[1] 2020watch

Top Hashtags in Tweet in G6:
[39] bernie2020
[24] beto2020
[21] beto
[15] piday
[10] feelthebern
[9] greennewdeal
[7] notmeus
[6] wewantbernie
[6] bots4beto
[5] berniemoneybomb

Top Hashtags in Tweet in G7:
[16] beto
[7] beto2020
[4] election2020
[2] betoorourke
[2] yanggang
[2] freedomdividend
[2] yang2020
[2] universalbasicincome
[1] bernout
[1] yanggang2020

Top Hashtags in Tweet in G8:
[13] beto
[9] beto2020
[4] betoforpresident
[4] thursdaythoughts
[3] irishnachos
[3] retweet
[2] maga
[2] crazywall4crazypotus
[2] p2
[2] buildthatwall

Top Hashtags in Tweet in G9:
[4] beto
[1] beto2020
[1] whoyougonnacall
[1] impeachthemf
[1] irish
[1] jfk
[1] election2020
[1] trumpsdonein2020
[1] historic
[1] cancelsouthpark

Top Hashtags in Tweet in G10:
[10] beto
[6] beto2020
[5] betoforpresident
[5] betoforamerica
[3] thursdaythoughts
[2] politicalhypocrisy
[2] hope
[2] beto4noone
[1] beatbeto
[1] democratic

Top Words
Top Words in Tweet in Entire Graph:
[16116] Words in Sentiment List#1: Positive
[13859] Words in Sentiment List#2: Negative
[208] Words in Sentiment List#3: Angry/Violent
[395757] Non-categorized Words
[425738] Total Words
[18189] beto
[3139] o'rourke
[3038] s
[2805] president
[2755] rourke

Top Words in Tweet in G1:
[2079] beto
[328] s
[272] president
[245] 2020
[242] rourke
[231] running
[226] o'rourke
[193] trump
[157] t
[115] presidential

Top Words in Tweet in G2:
[2830] beto
[587] rourke
[524] s
[367] t
[356] name
[349] o'rourke
[308] president
[283] accomplishment
[277] know
[274] thinks

Top Words in Tweet in G3:
[1498] beto
[662] betoorourke
[245] o'rourke
[240] s
[230] running
[202] krassenstein
[192] trump
[175] rourke
[169] more
[167] president

Top Words in Tweet in G4:
[1304] m
[1249] beto
[947] glad
[904] talking
[490] g
[430] kamala
[417] trump
[380] o'rourke
[322] warren
[319] edkrassen

Top Words in Tweet in G5:
[721] charliekirk11
[635] kavanaugh
[634] justice
[634] both
[633] car
[633] driving
[633] drunk
[633] scene
[632] tried
[632] flee

Top Words in Tweet in G6:
[1291] beto
[219] voted
[204] president
[199] s
[192] o'rourke
[171] progressive
[170] bernie
[145] more
[138] running
[134] support

Top Words in Tweet in G7:
[685] beto
[167] o'rourke
[153] running
[142] rourke
[127] president
[123] trump
[101] cnn
[94] people
[93] politico
[91] s

Top Words in Tweet in G8:
[432] beto
[146] realdonaldtrump
[132] hand
[125] trump
[97] crazy
[94] movement
[83] jeffmason1
[79] s
[76] lot
[65] o'rourke

Top Words in Tweet in G9:
[557] beto
[376] trump
[340] hand
[194] movements
[146] s
[143] lot
[123] adamparkhomenko
[123] crazy
[110] movement
[106] same

Top Words in Tweet in G10:
[516] beto
[321] o'rourke
[264] tedcruz
[239] border
[235] want
[231] down
[231] wall
[230] need
[229] beto's
[228] texans

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2957] beto,o'rourke
[2436] beto,rourke
[1368] running,president
[1071] m,glad
[1015] glad,talking
[892] flee,scene
[874] tried,flee
[866] driving,drunk
[848] drunk,tried
[788] crashed,car

Top Word Pairs in Tweet in G1:
[222] beto,rourke
[213] beto,o'rourke
[135] running,president
[87] beto,running
[69] beto,s
[63] beto,beto
[57] don,t
[51] hand,movements
[48] 2020,presidential
[44] ted,cruz

Top Word Pairs in Tweet in G2:
[556] beto,rourke
[318] beto,o'rourke
[255] beto,thinks
[196] crisis,border
[193] beto,beto
[192] vote,beto
[191] year,old
[190] never,vote
[189] scottpresler,never
[189] thinks,crisis

Top Word Pairs in Tweet in G3:
[242] beto,o'rourke
[147] beto,rourke
[131] attacking,beto
[111] find,interesting
[109] krassenstein,find
[109] interesting,right
[109] right,attacking
[109] o'rourke,more
[109] more,democrat
[109] democrat,candidates

Top Word Pairs in Tweet in G4:
[947] m,glad
[900] glad,talking
[380] beto,o'rourke
[303] talking,beto
[302] beto,m
[299] talking,kamala
[299] kamala,m
[299] talking,warren
[299] warren,m
[298] proudresister,m

Top Word Pairs in Tweet in G5:
[632] driving,drunk
[632] drunk,tried
[632] tried,flee
[632] flee,scene
[631] justice,kavanaugh
[631] kavanaugh,crashed
[631] crashed,car
[631] car,teens
[631] teens,driving
[631] scene,crash

Top Word Pairs in Tweet in G6:
[179] beto,o'rourke
[107] beto,rourke
[103] beto,running
[59] running,president
[58] bernie,sanders
[54] beto,wanted
[54] wanted,republican
[54] republican,pretending
[54] pretending,democrat
[54] democrat,pretending

Top Word Pairs in Tweet in G7:
[164] beto,o'rourke
[138] beto,rourke
[54] running,president
[48] rourke,whose
[48] whose,near
[48] near,miss
[48] miss,senate
[48] senate,run
[48] propelled,democratic
[48] democratic,stardom

Top Word Pairs in Tweet in G8:
[91] hand,movement
[68] lot,hand
[64] trump,beto
[60] beto,lot
[60] movement,wonders
[60] wonders,crazy
[59] jeffmason1,trump
[58] beto,o'rourke
[38] beto,rourke
[25] realdonaldtrump,beto

Top Word Pairs in Tweet in G9:
[193] hand,movements
[138] lot,hand
[110] hand,movement
[103] beto,rourke
[101] trump,beto
[97] trump,makes
[95] same,trump
[93] beto,crazy
[93] crazy,used
[93] used,lot

Top Word Pairs in Tweet in G10:
[315] beto,o'rourke
[227] down,wall
[227] want,secure
[227] secure,border
[227] tedcruz,beto
[226] tear,down
[224] o'rourke,tear
[224] wall,texans
[224] texans,want
[224] border,need

Top Replied-To
Top Replied-To in Entire Graph:
@betoorourke
@realdonaldtrump
@realalitweets
@charliekirk11
@tedcruz
@krassenstein
@edkrassen
@politico
@thedemcoalition
@tonyposnanski

Top Replied-To in G2:
@jackposobiec
@realsaavedra
@timrunshismouth
@ingrahamangle
@conservmillen
@brithume
@scottpresler
@markdice
@bosnerdley
@benshapiro

Top Replied-To in G3:
@betoorourke
@realalitweets
@krassenstein
@thedemcoalition
@larrysabato
@aprildryan
@martinomalley
@maydaymindy9
@davidmweissman
@hotlinejosh

Top Replied-To in G4:
@edkrassen
@michaelavenatti
@nightlypolitics
@doggintrump
@thomaskaine5
@b52malmet
@revrrlewis
@joncoopertweets
@realalitweets
@crystalline_02

Top Replied-To in G5:
@charliekirk11
@puremichgirl
@usmc_cpd296
@taxreformexpert
@megbyr
@kilo_favelli
@letfree58226164
@bonespurgenius
@maddyannjones
@hkfoster

Top Replied-To in G6:
@shaunking
@cnnpolitics
@roseanndemoro
@adamjohnsonnyc
@angelabelcamino
@jimmy_dore
@realtimblack
@pamkeithfl
@kylekulinski
@betoorourke

Top Replied-To in G7:
@politico
@msnbc
@cnn
@tomwatson
@bakari_sellers
@yashar
@betoorourke
@dk_stephan
@riotwomennn
@charlesmblow

Top Replied-To in G8:
@realdonaldtrump
@jeffmason1
@chriscuomo
@greta
@thedailybeast
@betoorourke
@david_leavitt
@thom_hartmann
@johnrobertsfox
@alexwagner

Top Replied-To in G9:
@adamparkhomenko
@washingtonpost
@tparti
@jmillstein
@maggienyt
@cmclymer
@notcapnamerica
@angryblacklady
@briancoswald
@vorpality

Top Replied-To in G10:
@tedcruz
@abcpolitics
@thehill
@michellemalkin
@katrinapierson
@betoorourke
@michaeldelauzon
@charliekirk11
@realsaavedra
@dloesch

Top Mentioned
Top Mentioned in Entire Graph:
@charliekirk11
@betoorourke
@edkrassen
@proudresister
@tedcruz
@krassenstein
@betospotify
@realsaavedra
@scottpresler
@taxreformexpert

Top Mentioned in G1:
@onejuam_
@ot_ordinarian
@bucka1847
@awescar
@thenewcryptid
@infobaeloultimo
@lorxra
@flglmn
@ianki
@beyonder200

Top Mentioned in G2:
@realsaavedra
@scottpresler
@gop
@gopchairwoman
@markdice
@brithume
@benshapiro
@conservmillen
@charliekirk11
@kamvtv

Top Mentioned in G3:
@betoorourke
@krassenstein
@vanityfair
@martinomalley
@nathanlerner
@runbeto2020
@larrysabato
@aoc
@edkrassen
@kamalaharris

Top Mentioned in G4:
@proudresister
@edkrassen
@pappiness
@krassenstein
@brycetache
@peterdaou
@revrrlewis
@michaelavenatti
@bettybowers
@perlmutations

Top Mentioned in G5:
@charliekirk11
@taxreformexpert
@ugotgrizzed
@scottpresler
@gop
@gopchairwoman
@betoorourke
@diamondandsilk
@realsaavedra
@lifenewshq

Top Mentioned in G6:
@roseanndemoro
@philosophrob
@adamjohnsonnyc
@berniesanders
@amiraminimd
@sensanders
@daveanthony
@silerabbit
@the_bernie_bro
@realtimblack

Top Mentioned in G7:
@cnn
@politico
@msnbc
@nytimes
@staceyabrams
@andrewgillum
@bakari_sellers
@betoorourke
@vaughnhillyard
@mviser

Top Mentioned in G8:
@realdonaldtrump
@jeffmason1
@youtube
@usatoday
@betoorourke
@jaketapper
@thedailybeast
@beto
@lucyknows1
@nj_2_fl

Top Mentioned in G9:
@adamparkhomenko
@tparti
@parkermolloy
@ericboehlert
@therickydavila
@seinfeld2000
@washingtonpost
@disavowtrump20
@krassenstein
@marcushjohnson

Top Mentioned in G10:
@tedcruz
@charliekirk11
@abcpolitics
@abc
@thehill
@michaeldelauzon
@scottpresler
@therealcornett
@gop

Top Tweeters
Top Tweeters in Entire Graph:
@entornoi
@_mrdavidjones
@jojokejohn
@peter_s_becks1
@phildecarolis
@chris_1791
@tc_ozel_buro
@medicinehelp
@theagood
@eaglestarnet

Top Tweeters in G1:
@tc_ozel_buro
@medicinehelp
@eaglestarnet
@crewislife
@housecracka
@drocktrot
@therussophile
@schestowitz
@barkyboogz
@cafenetamerica

Top Tweeters in G2:
@missyjo79
@sharneal
@mkues65
@blisstabitha
@scribbledpages1
@reneecarrollaz
@toby_dorena
@indecardio
@sweetfreedom29
@clark7950

Top Tweeters in G3:
@chris_1791
@israelnewslinks
@lisakbromley
@stetayen
@rolandsmartin
@dcexaminer
@slate
@kevdgrussing
@vabvox
@abc13houston

Top Tweeters in G4:
@anthonybourque
@kharyp
@johnlundin
@princessbravato
@antarianrani
@pgrandee10
@newsgirl123456
@leocullen4
@spryguy
@davidpsdem

Top Tweeters in G5:
@joefreedomlove
@usalivestrong
@khou
@rodstryker
@ugotgrizzed
@lauriemettier
@dennygirltwo
@maryfass3
@moniquesourdif
@kirchbabe

Top Tweeters in G6:
@drdaveanddee
@libertea2012
@walmart
@brianswiftie13
@politicalant
@capatosta122
@lllwry
@melodijoy
@paulsorrentino3
@jaybluuee

Top Tweeters in G7:
@saragomezaranci
@_santa_barbara
@nhdogmom
@business
@botox_berniebro
@pwm62
@lariskapargitay
@cece_23spalding
@mms5048
@nytimes

Top Tweeters in G8:
@beverly21811568
@paulstewartii
@geoff_deweaver
@enrico056
@reagancbrown
@solusnan1
@metalmushin
@bordinvania
@time
@udnspeak4me

Top Tweeters in G9:
@gottalaff
@phillip92321
@sherrilee7
@diegodelunamx
@davidlance3
@businessinsider
@new_narrative
@b1e56df9ce6549f
@wise_diva
@angryblacklady

Top Tweeters in G10:
@strategicpolicy
@thehill
@rbpundit
@katyinindy
@nooneishere51
@samy45
@karriefleetwood
@1kimsey
@jamierodr14
@abc