Bolton, Twitter, 9/10/2019 10:54:01 PM, 209355


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Bolton_2019-09-10_11-21-32.xlsx
Bolton_2019-09-10_11-21-32.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
September 10, 2019
Short Description:
Bolton via NodeXL http://bit.ly/2A8sO1Q
@realdonaldtrump
@ewarren
@ambjohnbolton
@speakerpelosi
@therickwilson
@costareports
@ilhanmn
@bucksexton
@palmerreport
@chrismurphyct

Top hashtags:
#bolton
#trump
#johnbolton
#breaking
#venezuelasoberaníaypaz

Description:
Description
The graph represents a network of 15,509 Twitter users whose recent tweets contained "Bolton", 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 Tuesday, 10 September 2019 at 20:33 UTC.

The tweets in the network were tweeted over the 16-minute period from Tuesday, 10 September 2019 at 18:05 UTC to Tuesday, 10 September 2019 at 18:21 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 : 15509
Unique Edges : 23003
Edges With Duplicates : 3750
Total Edges : 26753
Self-Loops : 3793
Reciprocated Vertex Pair Ratio : 0.00421348314606742
Reciprocated Edge Ratio : 0.00839160839160839
Connected Components : 2193
Single-Vertex Connected Components : 1331
Maximum Vertices in a Connected Component : 11829
Maximum Edges in a Connected Component : 22907
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.262458
Graph Density : 8.91841563103142E-05
Modularity : 0.6904
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[110] https://twitter.com/realDonaldTrump/status/1171452880055746560
[92] https://politics.theonion.com/john-bolton-consoles-self-that-at-least-he-didn-t-help-1838014961
[72] https://www.nytimes.com/2019/09/10/us/politics/john-bolton-national-security-adviser-trump.html
[62] https://twitter.com/AmbJohnBolton/status/1171455806069305346
[59] https://babylonbee.com/news/john-bolton-hired-as-national-security-advisor-of-the-galactic-empire
[48] https://twitter.com/realdonaldtrump/status/1171452880055746560
[47] https://www.cnn.com/2019/09/10/politics/trump-john-bolton-out/index.html
[46] https://twitter.com/jonathanvswan/status/1171481423057842176
[36] https://www.foxnews.com/politics/trump-fires-national-security-advisor-john-bolton-over-disagreements-on-key-policy-matters
[34] https://www.thedailybeast.com/john-bolton-texted-fox-news-host-to-dispute-trump-in-real-time?via=twitter_page

Top URLs in Tweet in G1:
[20] http://www.psuv.org.ve/temas/noticias/donald-trump-anuncia-dimision-john-bolton/
[16] https://actualidad.rt.com/actualidad/326632-trump-despide-asesor-seguridad-nacional
[13] http://wootva.com/2019/09/10/another-deep-state-bolton-another-neocon-gone-your-fired/
[11] https://twitter.com/realDonaldTrump/status/1171452880055746560
[11] https://mazo4f.com/le-llego-su-cuarto-de-hora-john-bolton-es-despedido-por-trump-drama
[8] https://www.laiguana.tv/articulos/557268-bolton-anuncio-trump-ofrecer-dimitir/
[7] https://twitter.com/realDonaldTrump/status/1171452881729228802
[7] https://www.vtactual.com/es/john-bolton/
[7] https://albaciudad.org/2019/09/donald-trump-bota-a-john-bolton/
[6] https://elpais.com/internacional/2019/09/10/actualidad/1568131500_324699.html

Top URLs in Tweet in G2:
[26] https://www.thedailybeast.com/john-bolton-texted-fox-news-host-to-dispute-trump-in-real-time?via=twitter_page
[22] https://twitter.com/therickwilson/status/1171461386464980992
[14] https://www.nytimes.com/2019/09/10/us/politics/john-bolton-national-security-adviser-trump.html
[10] https://twitter.com/realDonaldTrump/status/1171452880055746560
[10] https://twitter.com/davidnakamura/status/1171477555381071873
[8] https://twitter.com/ambjohnbolton/status/1171455806069305346
[7] https://twitter.com/realdonaldtrump/status/1171452880055746560
[6] https://www.cnn.com/2019/09/10/politics/trump-john-bolton-out/index.html
[6] https://twitter.com/i/events/1171456266813632513
[5] https://twitter.com/costareports/status/1171457513834696704

Top URLs in Tweet in G3:
[11] https://nbcnews.trib.al/sx6lnvh
[10] https://www.foxnews.com/politics/trump-fires-national-security-advisor-john-bolton-over-disagreements-on-key-policy-matters
[10] https://www.nbcnews.com/politics/donald-trump/trump-fires-national-security-adviser-john-bolton-n1051986
[8] https://bongino.com/breaking-trump-fires-national-security-advisor-john-bolton-over-disagreements-on-many-issues/
[8] https://www.oann.com/national-security-adviser-john-bolton-is-out/
[6] https://twitter.com/realDonaldTrump/status/1171452880055746560
[6] https://www.davidharrisjr.com/rich/john-bolton-out-as-national-security-advisor-trump-to-name-replacement-next-week/
[5] https://hannity.com/media-room/breaking-now-trump-removes-john-bolton-from-administration-says-disagreed-with-many-suggestions/
[5] https://thedcpatriot.com/trump-sends-john-bolton-packing-bolton-resigns/
[5] https://davidstockmanscontracorner.com/john-bolton-wakes-from-a-terrifying-nightmare-a-world-at-peace/

Top URLs in Tweet in G4:
[27] https://www.nytimes.com/2019/09/10/us/politics/john-bolton-national-security-adviser-trump.html
[19] https://www.cnn.com/2019/09/10/politics/trump-john-bolton-out/index.html
[13] https://twitter.com/i/events/1171456266813632513
[13] https://twitter.com/realDonaldTrump/status/1171452880055746560
[12] https://twitter.com/AmbJohnBolton/status/1171455806069305346
[11] https://www.foxnews.com/politics/trump-fires-national-security-advisor-john-bolton-over-disagreements-on-key-policy-matters
[9] https://www.huffpost.com/entry/john-bolton-national-security-adviser-trump-out_n_5d1a1477e4b03d61163f566f
[7] https://www.bbc.co.uk/news/world-us-canada-49655279
[7] http://www.msn.com/en-us/news/politics/bolton-out-as-national-security-adviser-after-clashing-with-trump/ar-AAH5ys7?ocid=st
[6] https://www.washingtonpost.com/politics/2019/09/10/something-is-fishy-about-trumps-john-bolton-announcement/

Top URLs in Tweet in G5:
[10] https://www.cnn.com/2019/09/10/politics/trump-john-bolton-out/index.html
[8] https://www.palmerreport.com/analysis/reason-john-bolton-fired-donald-trump-national/20739/
[8] https://twitter.com/jonathanvswan/status/1171481423057842176
[7] https://twitter.com/realDonaldTrump/status/1171452880055746560
[5] https://twitter.com/ggreenwald/status/1171456385311072256
[4] https://twitter.com/NBCNews/status/1171454152108437505
[4] https://www.pscp.tv/w/cEfCrDcyMDY3MDJ8MU1uR25FVlZQYkVLT2af3g-9rnbS9di0S-CCtNft3XnFJAZhKPH9D0SsFvfC
[3] https://twitter.com/AmbJohnBolton/status/1171455806069305346
[3] https://www.washingtonpost.com/news/politics/wp/2019/09/10/trump-fires-john-bolton-as-national-security-adviser-saying-he-disagreed-strongly-with-many-of-his-suggestions/
[3] https://www.nytimes.com/2019/09/10/us/politics/john-bolton-national-security-adviser-trump.html

Top URLs in Tweet in G6:
[5] https://www.politicususa.com/2019/09/10/john-bolton-fired.html
[3] https://www.nytimes.com/2019/09/10/us/politics/john-bolton-national-security-adviser-trump.html?smid=nytcore-ios-share-Another
[3] https://www.dailykos.com/stories/2019/9/9/1884397/-Pence-and-Bolton-thought-meeting-Taliban-over-9-11-anniversary-was-idiotic-Trump-overruled-them
[2] https://www.nbcnews.com
[2] https://www.rawstory.com/2019/09/john-bolton-quickly-fires-back-at-trump-and-denies-he-was-fired-i-offered-to-resign-last-night/
[2] https://www.rawstory.com/2019/09/why-are-they-doing-this-fox-panel-erupts-after-john-bolton-texts-brian-kilmeade-to-dispute-trump/
[2] https://www.youtube.com/watch?v=8a5zL6EA5po&t=22s

[2] https://www.politico.com/amp/story/2019/09/10/trump-ousts-john-bolton-as-national-security-adviser-1488093
[2] https://twitter.com/nytimes/status/1171453886541910019
[2] https://twitter.com/gvalan/status/1171472650910126080

Top URLs in Tweet in G7:
[16] https://www.desmog.co.uk/2019/01/24/meet-john-bolton-mercer-backed-trump-advisor-pushing-post-brexit-deregulation
[10] https://twitter.com/costareports/status/1171457513834696704
[7] https://leave.eu/
[6] https://twitter.com/sykescharlie/status/1171460982616379399
[6] https://twitter.com/realDonaldTrump/status/1171452880055746560
[5] https://twitter.com/karolcummins/status/1134218231743279104?s=21
[5] https://twitter.com/DavidBegnaud/status/1171450782018760708
[5] https://www.thedailybeast.com/trump-fires-john-bolton-as-national-security-adviser
[5] https://twitter.com/therickwilson/status/1171461386464980992
[4] https://twitter.com/ambjohnbolton/status/1171455806069305346?s=21

Top URLs in Tweet in G8:
[8] https://twitter.com/paulsperry_/status/1171487543692447755
[6] https://www.youtube.com/watch?v=9h9bccSk0Gc&feature=youtu.be

[3] https://twitter.com/realDonaldTrump/status/1171452880055746560
[3] https://www.youtube.com/watch?v=Rkzme9MBZqU&feature=youtu.be

[3] https://twitter.com/realdonaldtrump/status/1171452880055746560
[2] https://twitter.com/ChrisMurphyCT/status/1171464637482582020
[2] https://twitter.com/200_zoka/status/1171458655402618891
[2] https://winwithoutwar.org/win-without-war-statement-on-john-bolton/
[2] https://www.monde-diplomatique.fr/2019/03/ALTERMAN/59647
[2] https://www.commondreams.org/news/2019/09/10/progressives-overjoyed-john-bolton-leaves-white-house

Top URLs in Tweet in G9:
[3] https://www.cbsnews.com/news/mike-pompeo-steven-mnuchin-speak-news-conference-live-stream-today-2019-09-10/
[3] https://www.bloomberg.com/news/articles/2019-09-10/trump-fires-bolton-as-top-security-adviser-citing-disagreements
[3] https://trib.al/7kCdXaY
[3] https://www.washingtonpost.com/politics/trump-fires-bolton-as-national-security-adviser-saying-he-disagreed-strongly-with-many-of-his-suggestions/2019/09/10/13409e2c-d3b9-11e9-9610-fb56c5522e1c_story.html
[2] https://www.cnn.com/2019/09/10/politics/trump-john-bolton-out/index.html
[2] https://www.salon.com/2019/09/10/president-trump-fires-john-bolton-as-national-security-adviser/
[2] http://feeds.reuters.com/~r/Reuters/PoliticsNews/~3/WGZGLqXRsvY/trump-fires-hardline-adviser-bolton-over-foreign-policy-disagreements-idUSKCN1VV242
[2] https://www.elmundo.es/internacional/2019/09/10/5d77caf3fc6c8377238b4669.html
[2] https://www.thedailybeast.com/john-bolton-texted-fox-news-host-to-dispute-trump-in-real-time?via=twitter_page
[2] https://www.wsj.com/articles/trump-says-john-bolton-is-leaving-white-house-11568131727

Top URLs in Tweet in G10:
[26] https://twitter.com/jonathanvswan/status/1171481423057842176
[6] https://twitter.com/TheRickWilson/status/1171457958233833473
[6] https://twitter.com/AmbJohnBolton/status/1171455806069305346
[3] https://trib.al/E35hhIu
[2] https://twitter.com/peteralexander/status/1171468005445783553
[2] https://www.washingtonpost.com/politics/trump-fires-bolton-as-national-security-adviser-saying-he-disagreed-strongly-with-many-of-his-suggestions/2019/09/10/13409e2c-d3b9-11e9-9610-fb56c5522e1c_story.html
[2] https://twitter.com/BBCWorld/status/1171481572601548801
[2] https://www.npr.org/2019/09/10/724363700/trump-fires-john-bolton-in-final-break-after-months-of-policy-divisions?utm_campaign=storyshare&utm_source=facebook.com&utm_medium=social
[2] https://www.thedailybeast.com/john-bolton-texted-fox-news-host-to-dispute-trump-in-real-time?via=twitter_page
[2] https://twitter.com/joanwalsh/status/1171471204105850880

Top Domains
Top Domains in Tweet in Entire Graph:
[1118] twitter.com
[139] trib.al
[119] nytimes.com
[118] theonion.com
[79] cnn.com
[62] washingtonpost.com
[60] youtube.com
[59] babylonbee.com
[55] rt.com
[53] co.uk

Top Domains in Tweet in G1:
[89] twitter.com
[25] rt.com
[20] org.ve
[20] laiguana.tv
[13] wootva.com
[11] mazo4f.com
[7] vtactual.com
[7] albaciudad.org
[6] youtube.com
[6] elpais.com

Top Domains in Tweet in G2:
[133] twitter.com
[29] thedailybeast.com
[28] trib.al
[19] nytimes.com
[13] cnn.com
[6] nbcnews.com
[6] washingtonpost.com
[4] wsj.com
[3] aei.org
[3] cnbc.com

Top Domains in Tweet in G3:
[42] twitter.com
[11] foxnews.com
[11] nbcnews.com
[11] trib.al
[9] bongino.com
[8] oann.com
[6] davidharrisjr.com
[5] hannity.com
[5] pscp.tv
[5] thedcpatriot.com

Top Domains in Tweet in G4:
[216] twitter.com
[35] nytimes.com
[30] cnn.com
[26] reuters.com
[21] washingtonpost.com
[17] trib.al
[16] msn.com
[16] youtube.com
[16] foxnews.com
[14] co.uk

Top Domains in Tweet in G5:
[65] twitter.com
[10] cnn.com
[8] palmerreport.com
[4] nytimes.com
[4] washingtonpost.com
[4] pscp.tv
[3] trib.al
[3] co.uk
[2] thenational.ae
[2] dailykos.com

Top Domains in Tweet in G6:
[18] twitter.com
[8] rawstory.com
[5] politicususa.com
[4] nytimes.com
[3] nbcnews.com
[3] washingtonpost.com
[3] dailykos.com
[2] youtube.com
[2] politico.com
[2] trib.al

Top Domains in Tweet in G7:
[63] twitter.com
[17] co.uk
[7] leave.eu
[6] rawstory.com
[6] thedailybeast.com
[3] politico.com
[3] cnn.com
[2] parliament.uk
[2] cbsnews.com
[1] ft.com

Top Domains in Tweet in G8:
[28] twitter.com
[21] youtube.com
[3] monde-diplomatique.fr
[2] nytimes.com
[2] winwithoutwar.org
[2] commondreams.org
[1] washingtonpost.com
[1] wikispooks.com
[1] publicintegrity.org
[1] dailycatholic.org

Top Domains in Tweet in G9:
[9] twitter.com
[4] washingtonpost.com
[3] cbsnews.com
[3] bloomberg.com
[3] trib.al
[2] cnn.com
[2] salon.com
[2] reuters.com
[2] elmundo.es
[2] thedailybeast.com

Top Domains in Tweet in G10:
[61] twitter.com
[24] bloomberg.com
[6] trib.al
[4] rawstory.com
[2] washingtonpost.com
[2] npr.org
[2] thedailybeast.com
[2] huffpost.com
[1] yahoo.com
[1] msnbc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[639] bolton
[230] trump
[158] johnbolton
[125] breaking
[115] venezuelasoberaníaypaz
[69] 9/10/2019 12:00:00 AM
[69] 0.5
[69] AM
[68] 9/10/2019 12:00:00 AM
[66] pabpotus



Top Hashtags in Tweet in G1:
[116] bolton
[106] venezuelasoberaníaypaz
[68] trump
[52] 9/10/2019 12:00:00 AM
[40] venezuelasoberaniaypaz
[40] 0.5
[40] AM
[39] 9/10/2019 12:00:00 AM
[38] ultimomomento
[37] johnbolton

Top Hashtags in Tweet in G2:
[45] bolton
[20] breaking
[17] trump
[14] johnbolton
[12] pabpotus
[7] qanon
[6] resistance
[5] putin
[4] john
[4] clusterfuck

Top Hashtags in Tweet in G3:
[25] bolton
[19] qanon
[14] breaking
[13] trump
[10] maga
[9] wwg1wga
[8] greatawakening
[8] futureprovespast
[8] weareq
[8] oann

Top Hashtags in Tweet in G4:
[91] bolton
[33] johnbolton
[29] trump
[17] appleevent
[10] foxnews
[9] c4news
[7] iphone11
[6] iran
[6] pabpotus
[6] apple

Top Hashtags in Tweet in G5:
[31] bolton
[19] secretaryrapture
[11] tuckfrump
[8] johnbolton
[7] trump
[7] nc09
[6] kakistocracy
[3] tuesdaythoughts
[3] talibantrump
[3] voteblue

Top Hashtags in Tweet in G6:
[10] bolton
[3] tuesdaythoughts
[3] trump
[2] talibantrump
[2] liarinchief
[1] trumptrainwreck
[1] presidentpussyassbitch
[1] impeachtrump
[1] impeachtrumpnow
[1] tuesdaymotivation

Top Hashtags in Tweet in G7:
[10] ettd
[4] bolton
[3] talibantraitortrump
[2] pabpresident
[2] softhandedmanbaby
[2] sharpiegate
[2] nationalsecurityadvisors
[2] flynn
[1] surejan
[1] poisonthepopulace

Top Hashtags in Tweet in G8:
[10] bolton
[5] pabpotus
[5] handsoffvenezuela
[4] handsoffsyria
[3] nowarwithiran
[2] trumplies
[2] bluewave2020
[2] nomorewar
[2] handsoffiran
[2] assad

Top Hashtags in Tweet in G9:
[7] mundo
[7] eeuu
[4] johnbolton
[4] trump2020
[2] termlimits
[2] gatestone
[2] trump
[2] mercer
[2] robertmercer
[2] talibantrump

Top Hashtags in Tweet in G10:
[11] bolton
[4] resistance
[3] talibantrump
[3] secretaryrapture
[2] johnbolton
[1] tuesdaythoughts
[1] madcow

Top Words
Top Words in Tweet in Entire Graph:
[24827] Words in Sentiment List#1: Positive
[17420] Words in Sentiment List#2: Negative
[219] Words in Sentiment List#3: Angry/Violent
[502218] Non-categorized Words
[544469] Total Words
[20987] bolton
[11489] john
[10899] trump
[3752] s
[3581] security

Top Words in Tweet in G1:
[2694] bolton
[1549] john
[1086] trump
[671] realdonaldtrump
[519] white
[518] house
[507] administration
[490] last
[475] needed
[473] night

Top Words in Tweet in G2:
[3185] bolton
[1627] trump
[1186] john
[917] s
[724] national
[714] security
[560] president
[452] fired
[423] last
[378] night

Top Words in Tweet in G3:
[1965] bolton
[1199] john
[1109] trump
[501] security
[500] national
[387] president
[350] fired
[258] advisor
[250] america
[248] t

Top Words in Tweet in G4:
[1321] bolton
[727] trump
[724] john
[264] security
[258] national
[188] fired
[187] adviser
[164] s
[133] fires
[124] out

Top Words in Tweet in G5:
[2309] bolton
[1606] trump
[1313] john
[547] s
[522] fired
[491] pence
[359] security
[355] national
[352] taliban
[297] out

Top Words in Tweet in G6:
[1247] out
[1212] better
[1160] bolton
[785] john
[632] world
[625] house
[623] people
[623] white
[617] american
[608] hired

Top Words in Tweet in G7:
[697] bolton
[361] john
[275] trump
[206] fired
[206] taliban
[171] pro
[151] being
[150] keep
[149] mind
[149] insufficiently

Top Words in Tweet in G8:
[531] bolton
[364] john
[322] trump
[199] world
[196] good
[175] dangerous
[153] place
[146] more
[142] one
[140] riddance

Top Words in Tweet in G9:
[459] trump
[417] john
[345] bolton
[295] s
[285] policy
[279] security
[275] foreign
[275] national
[269] one
[265] administration

Top Words in Tweet in G10:
[445] bolton
[245] john
[214] trump
[134] fired
[120] s
[92] msnbc
[88] security
[85] national
[78] pompeo
[70] bolton's

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[10273] john,bolton
[3480] national,security
[2341] white,house
[1382] bolton,out
[1374] security,adviser
[1185] last,night
[1141] security,advisor
[1120] president,trump
[993] first,place
[978] foreign,policy

Top Word Pairs in Tweet in G1:
[1499] john,bolton
[516] white,house
[472] last,night
[469] services,longer
[469] longer,needed
[467] needed,white
[443] bolton,last
[441] informed,john
[441] night,services
[440] disagreed,strongly

Top Word Pairs in Tweet in G2:
[974] john,bolton
[689] national,security
[376] last,night
[343] white,house
[295] president,trump
[267] security,adviser
[247] ambassador,bolton
[202] bolton,s
[168] trump,fired
[165] camp,david

Top Word Pairs in Tweet in G3:
[1072] john,bolton
[500] national,security
[275] president,trump
[258] security,advisor
[140] security,adviser
[135] foreign,policy
[135] bolton,national
[132] trump,fired
[110] white,house
[101] bolton,resign

Top Word Pairs in Tweet in G4:
[663] john,bolton
[255] national,security
[180] security,adviser
[124] trump,fires
[77] adviser,john
[70] donald,trump
[69] bolton,out
[59] security,advisor
[56] president,trump
[56] trump,fired

Top Word Pairs in Tweet in G5:
[1247] john,bolton
[354] national,security
[260] white,house
[200] taliban,meeting
[164] news,trump
[155] trump,fired
[154] trump,s
[151] meeting,trump
[145] security,adviser
[137] fired,bolton

Top Word Pairs in Tweet in G6:
[769] john,bolton
[632] bolton,out
[623] white,house
[606] first,place
[605] hired,first
[604] american,people
[604] people,better
[604] better,john
[604] out,white
[604] house,world

Top Word Pairs in Tweet in G7:
[333] john,bolton
[163] bolton,fired
[163] pro,taliban
[149] keep,mind
[149] mind,john
[149] fired,being
[149] being,insufficiently
[149] insufficiently,pro
[61] bolton,s
[46] white,house

Top Word Pairs in Tweet in G8:
[357] john,bolton
[140] good,riddance
[131] more,dangerous
[128] bolton,one
[128] place,good
[127] one,leading
[127] leading,proponents
[127] proponents,making
[127] making,world
[127] world,more

Top Word Pairs in Tweet in G9:
[274] foreign,policy
[274] national,security
[248] john,bolton's
[245] steady,leadership
[244] bolton's,sudden
[244] sudden,departure
[244] departure,symbol
[244] s,national
[243] symbol,disarray
[243] disarray,unnerved

Top Word Pairs in Tweet in G10:
[219] john,bolton
[85] national,security
[62] security,adviser
[61] bolton,fired
[44] big,smiles
[44] asked,blindsided
[44] blindsided,bolton
[37] trump,fires
[37] trump,fired
[36] much,better

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@ambjohnbolton
@benshapiro
@lispower1
@ewarren
@speakerpelosi
@costareports
@ezraklein
@msnbc
@chrismurphyct

Top Replied-To in G1:
@realdonaldtrump
@ambjohnbolton
@lindseygrahamsc
@jacktorrance182
@lesleyabravanel
@rickwtyler
@genpenaloza
@saracarterdc
@aynrandpaulryan
@carlaangola

Top Replied-To in G2:
@realdonaldtrump
@ezraklein
@costareports
@maggienyt
@kaitlancollins
@chrismurphyct
@nytimes
@peteralexander
@gtconway3d
@ambjohnbolton

Top Replied-To in G3:
@benshapiro
@natesilver538
@bucksexton
@jessekellydc
@catturd2
@johncardillo
@nbcnews
@carpedonktum
@dbongino
@liltilgerlil

Top Replied-To in G4:

Top Replied-To in G5:
@realdonaldtrump
@angrierwhstaff
@joenbc
@proudresister
@bettemidler
@mysterysolvent
@palmerreport
@gop
@gopchairwoman
@girlsreallyrule

Top Replied-To in G6:
@ewarren
@kylegriffin1
@chrislhayes
@davidcorndc
@realdonaldtrump
@brhodes
@realdonaldtrfan
@eugenegu
@dipshitmick
@lrihendry

Top Replied-To in G7:
@lispower1
@therickwilson
@lincolnsbible
@sykescharlie
@rubyworms
@paul_vandermeer
@vp
@hcullen98
@deb_mcd
@noahcrothman

Top Replied-To in G8:
@ilhanmn
@piersmorgan
@ggreenwald
@ambjohnbolton
@ryliberty
@jewel4trump
@riadelsibai
@pamkeithfl
@bijancbayne
@johncusack

Top Replied-To in G9:
@speakerpelosi
@washingtonpost
@elistokols
@realdonaldtrump
@buddywinston
@mccaffreyr3
@lincolnsbible
@bettemidler
@selectedwisdom
@senschumer

Top Replied-To in G10:
@msnbc
@hansnichols
@willmenaker
@lrozen
@cillizzacnn
@frankfigliuzzi1
@pbump
@s_r_anders
@tparsi
@nicole_cliffe

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@ambjohnbolton
@whitehouse
@potus
@secpompeo
@msnbc
@nytimes
@nicolasmaduro
@kaitlancollins
@stevenmnuchin1

Top Mentioned in G1:
@realdonaldtrump
@ambjohnbolton
@nicolasmaduro
@jguaido
@rhm1947
@ayaharyc
@teleiguana
@conexiontlsur
@saracarterdc
@chrissyteigen

Top Mentioned in G2:
@realdonaldtrump
@whitehouse
@secpompeo
@potus
@nytimes
@kaitlancollins
@stevenmnuchin1
@kevinliptakcnn
@jamiegangel
@kilmeade

Top Mentioned in G3:
@realdonaldtrump
@tuckercarlson
@grecianformula
@nbcnews
@natesilver538
@macgregordoug
@oann
@potus
@us_poll
@dianne1h

Top Mentioned in G4:
@destructive_cap

Top Mentioned in G5:
@realdonaldtrump
@gop
@realtuckfrumper
@ambjohnbolton
@cnn
@briankarem
@joncoopertweets
@traciesharp67
@robreiner
@ryan_bohl

Top Mentioned in G6:
@realdonaldtrump
@ewarren
@politicususa
@googlenews
@niacouncil
@chrislhayes
@ambjohnbolton
@jasonoverstreet
@sharylattkisson

Top Mentioned in G7:
@realdonaldtrump
@therickwilson
@vp
@potus
@file511
@ericgarland
@colbymommy
@dirkschwenk
@cindycrum
@lispower1

Top Mentioned in G8:
@youtube
@realdonaldtrump
@ilhanmn
@ezraklein
@publicintegrity
@commondreams
@potus
@erwinboydens
@ambjohnbolton
@cacau_viralata

Top Mentioned in G9:
@realdonaldtrump
@speakerpelosi
@washingtonpost
@nowthisnews
@maddowblog
@chrismurphyct
@churchlady320
@chrissyteigen
@realtuckfrumper
@phostir

Top Mentioned in G10:
@msnbc
@jonathanvswan
@nicolledwallace
@deadlinewh
@peteralexander
@hansnichols
@realdonaldtrump
@hunterw
@blrshepherd
@bencjacobs

Top Tweeters
Top Tweeters in Entire Graph:
@elnacionalweb
@caraotadigital
@la_patilla
@periodicovzlano
@entornoi
@_mrdavidjones
@sunoticiero
@contrapuntovzla
@extravzla
@lasillarota

Top Tweeters in G1:
@caraotadigital
@lasillarota
@conelmazodando
@yvke_mundial
@hassan_k82
@angelajeong
@vtvcanal8
@anaderodriguez_
@hugosocorro
@russiaconnects

Top Tweeters in G2:
@odio_nao
@thepoliticalcat
@debilu2
@paxnostrum
@yarosisnancy
@gus_802
@bbusa617
@homegypsy
@theresamax
@pollsstar

Top Tweeters in G3:
@souljahsingh
@soniaerasmus
@lauracgilleslil
@votingred1
@tea_party_chris
@ladydshops
@chris11962
@jjmac55
@melissa31920880
@alicia45kag

Top Tweeters in G4:
@entornoi
@titrespresse
@infoitestero
@lextresabogados
@manolhs
@globalissuesweb
@algonfdez
@freiewelteu
@jcsura
@raybae689

Top Tweeters in G5:
@kat4obama
@onahunttoday
@princessbravato
@mtmarilyn2
@24baseballreed
@dawnarickelz
@sylviaz1913
@betzmyboyblue11
@gurrdygirl
@whirledcitizen_

Top Tweeters in G6:
@cherokeesher2
@pamcurtis4210
@sar_oso
@anthropic
@fiyasturm
@bndsnoopy61
@lrihendry
@mrpshropshire
@jagbusanne
@edubesq

Top Tweeters in G7:
@rowast
@waweru
@veniviedivici
@ydanasmithdutra
@fwdcrocblu
@ollieglanvill
@rhonda_harbison
@safiyahnoor1
@bluedillygal
@fj_newman

Top Tweeters in G8:
@billm9
@johnjoechad
@viniciusn1kolod
@juang44
@haloefekti
@quicksilver2723
@tadrow
@shaktilila
@drwavesportcd1
@siaayrom

Top Tweeters in G9:
@telesurtv
@jilevin
@mmjblair
@kalaax008
@washingtonpost
@atmvn
@leighlike1234
@wolfiemouse
@gordsuk
@revmagdalen

Top Tweeters in G10:
@gottalaff
@gpwriter
@tinyboo49
@amyayers16
@lrozen
@jonups_
@everyhumanknows
@thestalwart
@leslielee327
@snw106