Nikki Haley, Twitter, 12/6/2019 11:25:20 PM, 218288


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Nikki Haley_2019-12-06_13-13-59.xlsx
Nikki Haley_2019-12-06_13-13-59.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
December 06, 2019
Short Description:
Nikki Haley via NodeXL http://bit.ly/2RsDpyl
@mikel_jollett
@kragar_lgf
@nikkihaley
@jasonscampbell
@shannonrwatts
@itsjefftiedrich
@unwatch
@palmerreport
@teapainusa
@hoarsewisperer

Top hashtags:
#nikkihaley
#civilwar
#confederateflag
#falseflag

Description:
Description
The graph represents a network of 13,306 Twitter users whose recent tweets contained "Nikki Haley", 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, 06 December 2019 at 22:13 UTC.

The tweets in the network were tweeted over the 2-hour, 2-minute period from Friday, 06 December 2019 at 19:11 UTC to Friday, 06 December 2019 at 21:14 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 : 13306
Unique Edges : 18737
Edges With Duplicates : 973
Total Edges : 19710
Self-Loops : 1415
Reciprocated Vertex Pair Ratio : 0.00134386023853519
Reciprocated Edge Ratio : 0.00268411340379131
Connected Components : 935
Single-Vertex Connected Components : 742
Maximum Vertices in a Connected Component : 12037
Maximum Edges in a Connected Component : 18408
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.163962
Graph Density : 0.000101013164924962
Modularity : 0.683489
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 13,306 Twitter users whose recent tweets contained "Nikki Haley", 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, 06 December 2019 at 22:13 UTC.

The tweets in the network were tweeted over the 2-hour, 2-minute period from Friday, 06 December 2019 at 19:11 UTC to Friday, 06 December 2019 at 21:14 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 : Nikki Haley
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[709] https://twitter.com/jasonscampbell/status/1203002830329712641
[375] https://twitter.com/JasonSCampbell/status/1203002830329712641
[172] http://www.washingtonpost.com/blogs/post-partisan/wp/2013/10/14/ugly-rebel-yell-in-front-of-the-white-house/
[123] https://www.rawstory.com/2019/12/nikki-haley-busted-by-civil-war-historian-after-claiming-the-confederate-flag-was-once-a-symbol-of-heritage/
[102] https://www.huffpost.com/entry/nikki-haley-dylann-roof-confederate-flag_n_5dea8f7fe4b0913e6f8fa2f6
[35] https://www.cnn.com/2015/07/10/politics/nikki-haley-confederate-flag-removal/index.html
[32] https://twitter.com/Mikel_Jollett/status/1203024508220665856
[28] https://www.thedailybeast.com/nikki-haley-confederate-flag-just-meant-sacrifice-and-heritage-until-dylann-roof-hijacked-it
[26] https://twitter.com/shannonrwatts/status/1203030053035995136
[22] https://www.rawstory.com/2019/12/nikki-haley-buried-for-confederate-flag-heritage-defense-pleading-to-trump-to-make-her-the-vp-right-here/

Top URLs in Tweet in G1:
[12] https://twitter.com/JasonSCampbell/status/1203002830329712641
[6] https://www.motherjones.com/politics/2019/12/nikki-haley-says-dylann-roof-ruined-the-confederate-flag-for-everyone-else/
[5] https://twitter.com/jasonscampbell/status/1203002830329712641
[2] https://www.huffpost.com/entry/nikki-haley-dylann-roof-confederate-flag_n_5dea8f7fe4b0913e6f8fa2f6
[1] https://www.axios.com/nikki-haley-dylan-roof-hijacked-confederate-flag-c96a474f-3331-49ed-834d-88e5390ad3ef.html?utm_source=twitter&utm_medium=social&utm_campaign=organic&utm_content=1100
[1] https://twitter.com/WesleyLowery/status/1203012572624109569
[1] https://twitter.com/thehill/status/1203037161622294528
[1] https://twitter.com/wesleylowery/status/1203012572624109569
[1] https://www.rawstory.com/2019/12/nikki-haley-busted-by-civil-war-historian-after-claiming-the-confederate-flag-was-once-a-symbol-of-heritage/
[1] https://www.rawstory.com/2019/12/nikki-haley-buried-for-confederate-flag-heritage-defense-pleading-to-trump-to-make-her-the-vp-right-here/

Top URLs in Tweet in G2:
[145] https://twitter.com/JasonSCampbell/status/1203002830329712641
[112] https://twitter.com/jasonscampbell/status/1203002830329712641
[22] http://www.washingtonpost.com/blogs/post-partisan/wp/2013/10/14/ugly-rebel-yell-in-front-of-the-white-house/
[5] https://www.cnn.com/2015/07/10/politics/nikki-haley-confederate-flag-removal/index.html
[4] https://www.rawstory.com/2019/12/nikki-haley-busted-by-civil-war-historian-after-claiming-the-confederate-flag-was-once-a-symbol-of-heritage/
[4] https://www.wonkette.com/nikki-haleys-so-sad-dylann-roof-made-confederate-flag-all-racist
[3] https://boingboing.net/2019/12/06/nikki-haley-confederate-flag.html
[3] https://www.mediaite.com/a/ldroe
[2] https://www.rawstory.com/2019/12/nikki-haley-buried-for-confederate-flag-heritage-defense-pleading-to-trump-to-make-her-the-vp-right-here/
[2] https://www.theguardian.com/us-news/2019/dec/06/nikki-haley-confederate-flag-dylann-roof-charleston-church-shooting?CMP=share_btn_tw

Top URLs in Tweet in G3:
[11] https://twitter.com/JasonSCampbell/status/1203002830329712641
[4] https://twitter.com/jasonscampbell/status/1203002830329712641
[2] https://boingboing.net/2019/12/06/nikki-haley-confederate-flag.html
[1] https://www.huffpost.com/entry/nikki-haley-dylann-roof-confederate-flag_n_5dea8f7fe4b0913e6f8fa2f6?ncid=engmodushpmg00000004
[1] https://twitter.com/akela_lacy/status/1203017197863546886
[1] https://www.motherjones.com/politics/2011/07/indian-nikki-haley-says-she-is-white/
[1] https://twitter.com/fatumakhaireh/status/1203033333644644354

Top URLs in Tweet in G4:
[85] https://twitter.com/JasonSCampbell/status/1203002830329712641
[80] https://twitter.com/jasonscampbell/status/1203002830329712641
[51] https://www.huffpost.com/entry/nikki-haley-dylann-roof-confederate-flag_n_5dea8f7fe4b0913e6f8fa2f6
[18] https://www.thedailybeast.com/nikki-haley-confederate-flag-just-meant-sacrifice-and-heritage-until-dylann-roof-hijacked-it
[12] https://twitter.com/Mikel_Jollett/status/1203024508220665856
[11] https://twitter.com/shannonrwatts/status/1203030053035995136
[8] https://twitter.com/mikel_jollett/status/1203024508220665856
[7] https://www.rawstory.com/2019/12/nikki-haley-buried-for-confederate-flag-heritage-defense-pleading-to-trump-to-make-her-the-vp-right-here/
[7] https://www.rawstory.com/2019/12/nikki-haley-busted-by-civil-war-historian-after-claiming-the-confederate-flag-was-once-a-symbol-of-heritage/
[4] https://twitter.com/Kragar_LGF/status/1203023832610508804

Top URLs in Tweet in G5:
[16] https://dailycaller.com/2019/12/06/meghan-mccain-south-carolina-nikki-haley-ignorant-confederate-flag-blaze-interview/
[7] https://twitter.com/JasonSCampbell/status/1203002830329712641
[6] https://twitter.com/jasonscampbell/status/1203002830329712641
[5] https://thinkprogress.org/south-carolina-trump-supporters-say-theyll-never-forgive-nikki-haley-for-removing-confederate-flag-8a6cd2c0a83e/
[4] https://www.cnn.com/2015/07/10/politics/nikki-haley-confederate-flag-removal/index.html
[1] https://www.nytimes.com/interactive/2015/06/22/us/Transcript-Gov-Nikki-R-Haley-of-South-Carolina-Addresses-Removing-the-Confederate-Battle-Flag.html
[1] https://thinkprogress.org/breaking-south-carolina-governor-calls-for-removal-of-confederate-flag-7ff626ebff40/
[1] https://theconservativetreehouse.com/?s=nikki+haley
[1] https://twitter.com/Liz_Wheeler/status/1203046836455395328
[1] https://www.thedailybeast.com/nikki-haley-confederate-flag-just-meant-sacrifice-and-heritage-until-dylann-roof-hijacked-it

Top URLs in Tweet in G6:
[15] https://nytv.to/2BnoO
[3] https://twitter.com/JasonSCampbell/status/1203002830329712641
[2] https://www.motherjones.com/politics/2019/12/nikki-haley-says-dylann-roof-ruined-the-confederate-flag-for-everyone-else/
[2] https://twitter.com/jasonscampbell/status/1203002830329712641
[1] https://twitter.com/shannonrwatts/status/1203030053035995136
[1] http://www.washingtonpost.com/blogs/post-partisan/wp/2013/10/14/ugly-rebel-yell-in-front-of-the-white-house/
[1] https://www.cnn.com/2015/07/10/politics/nikki-haley-confederate-flag-removal/index.html
[1] https://twitter.com/abbydphillip/status/1203024475496886272

Top URLs in Tweet in G7:
[15] https://www.huffpost.com/entry/nikki-haley-dylann-roof-confederate-flag_n_5dea8f7fe4b0913e6f8fa2f6?ncid=engmodushpmg00000004
[7] https://twitter.com/JasonSCampbell/status/1203002830329712641
[6] https://twitter.com/jasonscampbell/status/1203002830329712641
[3] https://www.rawstory.com/2019/12/nikki-haley-buried-for-confederate-flag-heritage-defense-pleading-to-trump-to-make-her-the-vp-right-here/
[3] https://www.cnn.com/2015/07/10/politics/nikki-haley-confederate-flag-removal/index.html
[3] https://americanindependent.com/nikki-haley-confederate-flag-south-carolina-service-sacrifice-heritage-dylann-roof-charleston-glenn-beck/
[2] https://www.huffpost.com/entry/nikki-haley-dylann-roof-confederate-flag_n_5dea8f7fe4b0913e6f8fa2f6
[2] https://twitter.com/djrothkopf/status/1203038996709945353
[1] https://www.theguardian.com/us-news/2018/aug/06/pride-and-prejudice-the-americans-who-fly-the-confederate-flag
[1] https://m.huffpost.com/us/entry/us_5dea8f7fe4b0913e6f8fa2f6?section=politics&ncid=tweetlnkushpmg00000016

Top URLs in Tweet in G8:
[14] https://www.huffpost.com/entry/nikki-haley-dylann-roof-confederate-flag_n_5dea8f7fe4b0913e6f8fa2f6
[12] https://twitter.com/jasonscampbell/status/1203002830329712641
[6] https://twitter.com/JasonSCampbell/status/1203002830329712641
[5] https://twitter.com/MuJml2621/status/1203047367865503744
[4] https://twitter.com/Mikel_Jollett/status/1203024508220665856
[3] https://www.cnn.com/2015/07/10/politics/nikki-haley-confederate-flag-removal/index.html
[1] https://www.theguardian.com/us-news/2019/dec/06/nikki-haley-confederate-flag-dylann-roof-charleston-church-shooting
[1] https://www.rawstory.com/2019/12/nikki-haley-busted-by-civil-war-historian-after-claiming-the-confederate-flag-was-once-a-symbol-of-heritage/
[1] https://www.rawstory.com/2019/12/nikki-haley-buried-for-confederate-flag-heritage-defense-pleading-to-trump-to-make-her-the-vp-right-here/
[1] https://twitter.com/Ring_Sheryl/status/1203019257254154241

Top URLs in Tweet in G9:
[2] https://twitter.com/JasonSCampbell/status/1203002830329712641
[2] https://twitter.com/jasonscampbell/status/1203002830329712641
[1] https://twitter.com/SikhFeminist/status/1203018387070365696
[1] https://www.npr.org/2018/06/19/621435225/u-s-announces-its-withdrawal-from-u-n-s-human-rights-council?fbclid=IwAR1M5sV8KodAxmPakqOBYkmRzV-NZXt82Nju41_6BBIrMZ3qO6e7zdAcMhA
[1] http://www.washingtonpost.com/blogs/post-partisan/wp/2013/10/14/ugly-rebel-yell-in-front-of-the-white-house/
[1] https://www.huffpost.com/entry/nikki-haley-dylann-roof-confederate-flag_n_5dea8f7fe4b0913e6f8fa2f6
[1] https://www.linkedin.com/slink?code=gyUbgVq
[1] https://www.linkedin.com/slink?code=g9G4hHe
[1] https://boingboing.net/2019/12/06/nikki-haley-confederate-flag.html

Top URLs in Tweet in G10:
[14] https://www.huffpost.com/entry/nikki-haley-dylann-roof-confederate-flag_n_5dea8f7fe4b0913e6f8fa2f6
[10] https://twitter.com/Mikel_Jollett/status/1203024508220665856
[9] https://twitter.com/JasonSCampbell/status/1203002830329712641
[9] https://twitter.com/jasonscampbell/status/1203002830329712641
[6] https://www.cnn.com/2015/07/10/politics/nikki-haley-confederate-flag-removal/index.html
[5] https://www.cnn.com/2015/06/22/politics/nikki-haley-confederate-flag-south-carolina-press-conference/index.html
[4] https://www.theguardian.com/p/cpe7t/stw
[4] https://twitter.com/mikel_jollett/status/1203024508220665856
[3] https://www.thedailybeast.com/nikki-haley-confederate-flag-just-meant-sacrifice-and-heritage-until-dylann-roof-hijacked-it?source=articles&via=rss
[2] https://www.nytimes.com/interactive/2015/06/22/us/Transcript-Gov-Nikki-R-Haley-of-South-Carolina-Addresses-Removing-the-Confederate-Battle-Flag.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1376] twitter.com
[185] washingtonpost.com
[168] rawstory.com
[127] huffpost.com
[50] cnn.com
[50] thedailybeast.com
[24] theguardian.com
[22] dailycaller.com
[20] yahoo.com
[19] nytv.to

Top Domains in Tweet in G1:
[22] twitter.com
[6] motherjones.com
[2] huffpost.com
[2] rawstory.com
[1] axios.com
[1] aljazeera.com
[1] thedailybeast.com
[1] mediaite.com

Top Domains in Tweet in G2:
[277] twitter.com
[22] washingtonpost.com
[9] cnn.com
[8] rawstory.com
[4] mediaite.com
[4] wonkette.com
[3] boingboing.net
[3] thedailybeast.com
[2] theguardian.com
[2] americanindependent.com

Top Domains in Tweet in G3:
[17] twitter.com
[2] boingboing.net
[1] huffpost.com
[1] motherjones.com

Top Domains in Tweet in G4:
[287] twitter.com
[57] huffpost.com
[20] thedailybeast.com
[19] rawstory.com
[8] yahoo.com
[8] theguardian.com
[6] axios.com
[5] youtube.com
[5] thenewcivilrightsmovement.com
[3] thehill.com

Top Domains in Tweet in G5:
[18] dailycaller.com
[14] twitter.com
[6] thinkprogress.org
[4] cnn.com
[2] thedailybeast.com
[1] nytimes.com
[1] theconservativetreehouse.com
[1] progressivesforimmigrationreform.org
[1] politico.com

Top Domains in Tweet in G6:
[15] nytv.to
[7] twitter.com
[2] motherjones.com
[1] washingtonpost.com
[1] cnn.com

Top Domains in Tweet in G7:
[20] twitter.com
[18] huffpost.com
[5] rawstory.com
[4] cnn.com
[3] americanindependent.com
[2] theguardian.com
[1] theatlantic.com
[1] mediaite.com
[1] nytv.to
[1] gawker.com

Top Domains in Tweet in G8:
[28] twitter.com
[14] huffpost.com
[3] cnn.com
[2] rawstory.com
[1] theguardian.com
[1] youtube.com

Top Domains in Tweet in G9:
[5] twitter.com
[2] linkedin.com
[1] npr.org
[1] washingtonpost.com
[1] huffpost.com
[1] boingboing.net

Top Domains in Tweet in G10:
[49] twitter.com
[14] huffpost.com
[12] cnn.com
[7] rawstory.com
[5] theguardian.com
[5] thedailybeast.com
[4] nytimes.com
[3] yahoo.com
[3] washingtonpost.com
[3] thenewcivilrightsmovement.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[154] nikkihaley
[81] civilwar
[42] confederateflag
[36] falseflag
[26] liampayneisoverparty
[21] whitehelmets
[20] douma
[20] racist
[15] fridayfeeling
[11] trump



Top Hashtags in Tweet in G1:
[2] nikkihaley
[1] fridaythoughts
[1] fridayfeeling
[1] ijs

Top Hashtags in Tweet in G2:
[7] racism
[5] confederateflag
[4] nikkihaley
[3] fridayfeeling
[2] national
[2] civilwar
[1] shutupnikkihaley
[1] blacklivesmatter
[1] takeaknee
[1] charlestonnine

Top Hashtags in Tweet in G3:
[1] fridaythoughts
[1] fridayfeeling
[1] nikkihaley
[1] whitesupremacy
[1] trump

Top Hashtags in Tweet in G4:
[17] nikkihaley
[13] liampayneisoverparty
[9] fbvgb
[8] cashappchillfriday
[6] confederateflag
[6] fridayfeeling
[4] indvswi
[4] interroma
[4] ets2
[3] racism

Top Hashtags in Tweet in G5:
[2] cuckservatives
[1] waitforit
[1] matter
[1] somepeople
[1] potus46
[1] dcexclusivesblurb
[1] confederateflag

Top Hashtags in Tweet in G6:
[1] fridaythoughts
[1] nikkihaley

Top Hashtags in Tweet in G7:
[3] tbt
[2] nikkihaley
[1] i_call_bs
[1] confederateflag
[1] stupidisasstupiddoes
[1] gopcorruptionovercountry
[1] gopgangofputin
[1] impeachdonaldtrumpnow
[1] nikkkihaley

Top Hashtags in Tweet in G8:
[76] nikkihaley
[71] civilwar
[8] whiteprivilege
[3] gopcowards
[1] mog
[1] maga
[1] heritageofhate

Top Hashtags in Tweet in G9:
[1] crimesagainsthumanity
[1] crimesagainstchildren
[1] confederateflag
[1] fridayfeeling

Top Hashtags in Tweet in G10:
[17] racist
[5] confederateflag
[5] nikkihaley
[3] racistinchief
[3] maga
[2] tarheelnation
[2] traitortrump
[2] trump
[2] fridaymotivation
[2] fridaythoughts

Top Words
Top Words in Tweet in Entire Graph:
[13627] Words in Sentiment List#1: Positive
[25083] Words in Sentiment List#2: Negative
[365] Words in Sentiment List#3: Angry/Violent
[546164] Non-categorized Words
[584875] Total Words
[17915] nikki
[17072] haley
[16859] flag
[16043] confederate
[7386] heritage

Top Words in Tweet in G1:
[3641] confederate
[3610] flag
[3331] south
[3327] carolina
[1965] nikki
[1961] haley
[1849] roof
[1834] dylan
[1756] always
[1711] service

Top Words in Tweet in G2:
[2931] nikki
[2860] haley
[2196] confederate
[1980] flag
[1280] roof
[1245] dylan
[949] heritage
[941] sacrifice
[914] service
[785] until

Top Words in Tweet in G3:
[2880] confederate
[2873] flag
[1523] nikki
[1521] haley
[1428] heritage
[1321] supremacy
[1320] white
[1317] t
[1315] man
[1314] william

Top Words in Tweet in G4:
[728] nikki
[710] haley
[294] flag
[250] confederate
[116] roof
[90] heritage
[80] s
[78] dylann
[72] until
[67] trump

Top Words in Tweet in G5:
[879] nikki
[847] haley
[690] flag
[426] confederate
[394] south
[297] carolina
[293] way
[292] viewed
[250] people
[243] lt

Top Words in Tweet in G6:
[1020] shooting
[710] flag
[705] confederate
[704] nikki
[703] haley
[594] heritage
[576] sacrifice
[574] service
[545] white
[522] until

Top Words in Tweet in G7:
[823] flag
[755] confederate
[754] haley
[752] nikki
[554] heritage
[506] service
[502] sacrifice
[345] symbol
[315] lost
[309] side

Top Words in Tweet in G8:
[771] flag
[688] nikki
[681] confederate
[648] haley
[488] white
[321] heritage
[277] symbol
[240] trump
[239] supremacist
[222] ago

Top Words in Tweet in G9:
[1729] very
[680] nikki
[680] haley
[510] roof
[509] dylan
[451] racism
[438] know
[433] hey
[432] guys
[432] angry

Top Words in Tweet in G10:
[434] nikki
[416] haley
[356] flag
[312] confederate
[228] nikkihaley
[156] people
[149] 2015
[137] hate
[121] state
[120] sc

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[16931] nikki,haley
[15423] confederate,flag
[6508] haley,confederate
[5129] dylan,roof
[5110] south,carolina
[5015] service,sacrifice
[4801] sacrifice,heritage
[2435] people,south
[2379] flag,always
[2371] hateful,people

Top Word Pairs in Tweet in G1:
[3600] confederate,flag
[3327] south,carolina
[1957] nikki,haley
[1833] dylan,roof
[1706] service,sacrifice
[1681] haley,confederate
[1681] sacrifice,heritage
[1667] hateful,people
[1666] before,dylan
[1664] people,south

Top Word Pairs in Tweet in G2:
[2852] nikki,haley
[1874] confederate,flag
[1227] dylan,roof
[771] haley,confederate
[707] flag,service
[707] service,sacrifice
[523] roof,hijacked
[500] sacrifice,heritage
[443] until,dylan
[319] heritage,until

Top Word Pairs in Tweet in G3:
[2863] confederate,flag
[1521] nikki,haley
[1418] haley,confederate
[1315] flag,heritage
[1314] william,t
[1313] heritage,william
[1313] t,thompson
[1313] thompson,creator
[1313] creator,confederate
[1313] flag,fighting

Top Word Pairs in Tweet in G4:
[691] nikki,haley
[223] confederate,flag
[77] dylann,roof
[62] haley,confederate
[48] sacrifice,heritage
[46] until,dylann
[41] roof,hijacked
[37] dylan,roof
[33] service,sacrifice
[31] roof,'hijacked'

Top Word Pairs in Tweet in G5:
[844] nikki,haley
[424] confederate,flag
[297] south,carolina
[201] viewed,way
[162] gt,lt
[134] state,house
[118] dylan,roof
[117] mmfa,nikki
[117] until,dylan
[117] roof,hijacked

Top Word Pairs in Tweet in G6:
[698] nikki,haley
[697] confederate,flag
[590] haley,confederate
[572] service,sacrifice
[568] sacrifice,heritage
[521] flag,service
[514] heritage,until
[514] white,supremacist
[510] until,charleston
[510] charleston,church

Top Word Pairs in Tweet in G7:
[743] confederate,flag
[732] nikki,haley
[497] service,sacrifice
[495] sacrifice,heritage
[446] haley,confederate
[328] flag,symbol
[324] symbol,service
[307] heritage,actually
[307] actually,reminder
[307] reminder,side

Top Word Pairs in Tweet in G8:
[678] confederate,flag
[648] nikki,haley
[239] white,supremacist
[206] hard,white
[205] see,anyone
[205] anyone,shocked
[205] shocked,nikki
[205] haley,trying
[205] trying,white
[205] white,wash

Top Word Pairs in Tweet in G9:
[1296] very,very
[680] nikki,haley
[508] dylan,roof
[432] hey,guys
[432] guys,nikki
[432] haley,know
[432] know,very
[432] very,angry
[432] angry,dylan
[432] roof,spoiling

Top Word Pairs in Tweet in G10:
[406] nikki,haley
[292] confederate,flag
[111] removal,confederate
[111] people,sc
[109] 2015,painful
[109] painful,time
[109] time,state
[109] state,pain
[109] pain,still
[109] still,real

Top Replied-To
Top Replied-To in Entire Graph:
@jasonscampbell
@kevinmkruse
@shannonrwatts
@mikel_jollett
@nikkihaley
@abbydphillip
@teapainusa
@soledadobrien
@hoarsewisperer
@kragar_lgf

Top Replied-To in G1:
@mikel_jollett
@gtconway3d
@axios
@lwilliams333
@hoodlumrip
@timothypmurphy
@kevinmkruse
@cmcclinch
@rich_jamal
@jelger_

Top Replied-To in G2:
@jasonscampbell
@lacadri34
@edies
@wkamaubell
@republicanswine
@markhertling
@adamcbest
@ifindkarma
@rawstory
@danpfeiffer

Top Replied-To in G3:
@kragar_lgf

Top Replied-To in G5:
@dailycaller
@liz_wheeler
@jasonscampbell
@reaganbattalion
@jackposobiec
@prageru
@neontaster
@gribbo586
@howleyreporter
@mattdizwhitlock

Top Replied-To in G6:
@shannonrwatts
@mollyjongfast
@marieresists52
@motherjones
@ifindkarma
@elizabethbevrly

Top Replied-To in G7:
@teapainusa
@wesleylowery
@jeffreyguterman
@shannonrwatts
@steinbeckafrica
@mikel_jollett
@travisakers
@abcworldnews
@cnn
@theview

Top Replied-To in G8:
@mmpadellan
@pbump
@rudepundit
@marieresists52
@davids072019
@bridgetsterli19
@billie4short1
@resisterdude

Top Replied-To in G9:
@itsjefftiedrich
@foodaprecianado
@veronicaromm
@lifesafeast
@joenbc
@libertarianblue
@reesetheone1

Top Replied-To in G10:
@nikkihaley
@bakari_sellers
@adamserwer
@briankarem
@jasonscampbell
@elsaramononair
@pattonoswalt
@reaganbattalion
@mikel_jollett
@meghanmccain

Top Mentioned
Top Mentioned in Entire Graph:
@nikkihaley
@mmfa
@jasonscampbell
@gop
@thedailybeast
@huffpostpol
@wtp__2020
@realdonaldtrump
@kevinlevin
@mrstache9

Top Mentioned in G1:
@chrislhayes
@eugenegu
@bevdevwarrior
@nycsouthpaw
@cjane87
@mntschouten
@mikel_jollett
@adamcbest
@susanarendt

Top Mentioned in G2:
@nikkihaley
@jasonscampbell
@rawstory
@gop
@mediaite
@joelockhart
@oufenix
@sonny_scroggins
@bettybowers
@stevekingia

Top Mentioned in G3:
@xphaqtor
@glangendorf01
@jasonscampbell

Top Mentioned in G4:

Top Mentioned in G5:
@mmfa
@nikkihaley
@jasonscampbell
@mattklewis
@prageru
@dailycaller
@reaganbattalion
@ewerickson
@timrunshismouth
@neontaster

Top Mentioned in G6:
@motherjones
@nikkihaley
@mollyjongfast
@beltwaypanda
@mommamia1217
@shannonrwatts
@malinablue

Top Mentioned in G7:
@huffpostpol
@nikkihaley
@guardian
@backstorymom1
@hopecatori
@cahnemily
@davidmackau
@mikel_jollett
@x00010011
@cnn

Top Mentioned in G8:
@nikkihaley
@boston1775
@kathid_d
@heshimuk
@ronhall46
@mollyjongfast

Top Mentioned in G9:
@nikkihaley
@itsjefftiedrich
@joenbc
@billkristol

Top Mentioned in G10:
@nikkihaley
@realdonaldtrump
@meghanmccain
@maxboot
@googlenews
@adamserwer
@jasonscampbell
@potus
@yahoo
@highbrow_nobrow

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@the_news_diva
@dichristine
@chris_1791
@mattmurph24
@joefreedomlove
@ez4u2say_janis
@yusufyuie
@teshawnedmonds
@cherokeesher2

Top Tweeters in G1:
@teshawnedmonds
@akuma_river
@rowast
@pas5974
@actdontreact
@trump_enemy
@benstancliff
@natteramnoslo
@mariayells
@wise_diva

Top Tweeters in G2:
@the_news_diva
@yusufyuie
@argojournal
@yarosisnancy
@bellesapepper37
@grandpooba5440
@katcapps
@gpwriter
@heyjdey
@unlewis

Top Tweeters in G3:
@watermelondriia
@virgoj24
@stetayen
@mtmarilyn2
@castonchris
@drunkunclep
@vg123e
@paulrogers002
@roonie_214
@overunderclover

Top Tweeters in G4:
@cahulaan
@yojudenz
@usrealitycheck
@analyticaglobal
@suma4720
@joanpennnative
@skrbelly1
@carasiks
@andyglockner
@wheatfree32

Top Tweeters in G5:
@chris_1791
@joefreedomlove
@lauracgilleslil
@cssueta
@eph4_15
@schwingcat
@hwholcomb
@_yvonneburton
@willbarrett_1
@maegan_laporte

Top Tweeters in G6:
@mattmurph24
@brontyman
@lacunalingua
@teakinrj
@shasta_otter
@cheryl_marlin
@rockyintx
@rodneyclaeys
@bad_indian_girl
@smita093

Top Tweeters in G7:
@cherokeesher2
@backstorymom1
@guardian
@publicoutcrysy
@loulachat
@blkcarmensdiego
@geegeebythesea
@kingscuprun27
@cotey_mary
@gurrdygirl

Top Tweeters in G8:
@lehimesa
@mog7546
@pollsstar
@anthonybourque
@princessbravato
@joekoffee
@markfromhalsey
@darlene_edw
@billieo2
@teram323tere

Top Tweeters in G9:
@ez4u2say_janis
@bannerite
@vedehimajumdar
@miss_placed_
@mdjacksondallas
@njdoc
@bad_woof
@burnettcynthia
@boris3324
@deemoney521

Top Tweeters in G10:
@davealvord164
@kak089
@just_old_joe
@hijcp
@ken_crichlow
@genghisgalahad2
@jocowboys87
@lindakws1
@freespeak3
@notacquiescing