Koch, Twitter, 8/20/2019 5:49:29 PM, 207432
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Koch_2019-08-20_06-18-20.xlsx
Koch_2019-08-20_06-18-20.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
August 20, 2019
Short Description:
Koch via NodeXL http://bit.ly/2Z51zUF
@kamalaharris
@tentoads4truth
@realdonaldtrump
@cruellaisdevine
@betoorourke
@gretathunberg
@detlef_koch_
@alf52841999
@moderat12041415
@kochindustries

Top hashtags:
#kochbrothers
#koch
#uniter
#endegelände
#kochnetwork
#resist

Description:
Description
The graph represents a network of 19,002 Twitter users whose recent tweets contained "Koch", 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, 20 August 2019 at 14:31 UTC.

The tweets in the network were tweeted over the 1-day, 18-hour, 22-minute period from Sunday, 18 August 2019 at 18:58 UTC to Tuesday, 20 August 2019 at 13:21 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 : 19002
Unique Edges : 27439
Edges With Duplicates : 7015
Total Edges : 34454
Self-Loops : 2998
Reciprocated Vertex Pair Ratio : 0.0147876362019124
Reciprocated Edge Ratio : 0.0291442971403528
Connected Components : 2042
Single-Vertex Connected Components : 964
Maximum Vertices in a Connected Component : 13596
Maximum Edges in a Connected Component : 26789
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.894071
Graph Density : 7.58356709559118E-05
Modularity : 0.727879
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[539] https://www.clarionledger.com/story/news/2019/08/15/ms-ice-raids-breastfeeding-mom-taken-4-month-old-baby-koch-foods-morton-deportation-detainees/2002278001/
[212] https://finance.yahoo.com/video/pence-taxes-skyrocket-dems-win-181110532.html
[79] https://www.newyorker.com/news/daily-comment/kochland-examines-how-the-koch-brothers-made-their-fortune-and-the-influence-it-bought
[58] https://www.breitbart.com/politics/2019/08/13/americans-apply-jobs-koch-foods-after-ice-raid/
[43] https://reason.com/2019/08/19/thinkprogress-panics-over-unlicensed-cosmetologists/
[43] https://jacobinmag.com/2019/08/ice-immigration-customs-enforcement-koch-foods-discrimination-harassment-suit
[40] https://boingboing.net/2019/08/18/kochland.html
[35] https://thinkprogress.org/mercatis-medicare-for-all-study-0a8681353316/amp/?__twitter_impression=true
[26] https://theintercept.com/2019/08/13/koch-brothers-third-way/
[26] https://twitter.com/thinkprogress/status/1162846820894171136

Top URLs in Tweet in G1:
[5] https://www.clarionledger.com/story/news/2019/08/15/ms-ice-raids-breastfeeding-mom-taken-4-month-old-baby-koch-foods-morton-deportation-detainees/2002278001/
[1] https://twitter.com/k_jeanpierre/status/1163448693812551680
[1] https://thinkprogress.org/mercatis-medicare-for-all-study-0a8681353316/amp/?__twitter_impression=true
[1] https://twitter.com/AmyAHarder/status/1163431669946183683
[1] https://www.newyorker.com/magazine/2019/08/26/mike-pompeo-the-secretary-of-trump
[1] https://twitter.com/NellEakin/status/1163487888085884928
[1] https://twitter.com/gtconway3d/status/1163457759494496257
[1] https://twitter.com/akkitwts/status/1163447617478488064
[1] https://twitter.com/mrbenwexler/status/1162832425132519425
[1] https://thinkprogress.org/ice-raids-follow-massive-sexual-harassment-settlement-mississippi-plant-koch-foods-d95eb2720f67/

Top URLs in Tweet in G2:
[25] https://www.clarionledger.com/story/news/2019/08/15/ms-ice-raids-breastfeeding-mom-taken-4-month-old-baby-koch-foods-morton-deportation-detainees/2002278001/
[9] https://www.rawstory.com/2019/08/orange-county-teens-busted-for-singing-obscure-nazi-song-while-giving-hitler-salutes/
[7] https://finance.yahoo.com/video/pence-taxes-skyrocket-dems-win-181110532.html
[7] https://www.democracynow.org/2016/1/20/dark_money_jane_mayer_on_how
[5] https://www.politico.com/story/2019/02/04/former-koch-official-runs-epa-chemical-research-1136230
[5] https://www.breitbart.com/politics/2019/08/13/americans-apply-jobs-koch-foods-after-ice-raid/
[5] https://www.nytimes.com/2018/06/19/climate/koch-brothers-public-transit.html
[5] https://www.yahoo.com/entertainment/hasan-minhaj-calls-koch-brothers-072737878.html?soc_src=community&soc_trk=tw
[4] https://www.salon.com/2019/08/14/koch-brothers-funded-centrist-democratic-group-third-way-according-to-new-book/
[4] https://www.newyorker.com/news/daily-comment/kochland-examines-how-the-koch-brothers-made-their-fortune-and-the-influence-it-bought

Top URLs in Tweet in G3:
[200] https://finance.yahoo.com/video/pence-taxes-skyrocket-dems-win-181110532.html
[14] https://www.prwatch.org/news/2012/10/11819/meet-network-hiding-koch-money-donors-trust-and-donors-capital-fund
[9] https://www.sourcewatch.org/index.php/ALEC_Corporations
[9] https://www.prwatch.org/news/2017/01/13204/marc-short-koch-dark-money-operative-trump-legislative-director
[9] https://north99.org/2018/02/15/7-disturbing-facts-fraser-institute/
[8] https://twitter.com/Tentoads4truth/status/1059504473045790721
[8] https://www.desmog.co.uk/2019/08/07/announcing-desmog-koch-network-database
[7] https://twitter.com/SaysDana/status/1163517594927677440
[6] https://twitter.com/tentoads4truth/status/1162798653192298497
[6] https://checksandbalancesproject.org/wp-content/uploads/2017/06/White-House-70-of-Senior-Level-Officials-Have-Koch-Ties-6.18.17-.pdf

Top URLs in Tweet in G4:
[34] https://www.clarionledger.com/story/news/2019/08/15/ms-ice-raids-breastfeeding-mom-taken-4-month-old-baby-koch-foods-morton-deportation-detainees/2002278001/
[27] https://www.newyorker.com/news/daily-comment/kochland-examines-how-the-koch-brothers-made-their-fortune-and-the-influence-it-bought
[26] https://thinkprogress.org/mercatis-medicare-for-all-study-0a8681353316/amp/?__twitter_impression=true
[21] https://boingboing.net/2019/08/18/kochland.html
[15] https://guns.com/
[12] https://www.ecowatch.com/abolish-epa-bill-pruitt-2267818117.html
[11] https://www.democracynow.org/2016/1/20/dark_money_jane_mayer_on_how
[9] https://www.ecowatch.com/abolish-epa-bill-pruitt-2267818117.html?xrs=RebelMouse_fb&ts=1524750142
[8] https://www.numbersusa.com/news/americans-apply-jobs-koch-foods-after-ice-raid
[7] https://www.forbes.com/sites/clareoconnor/2013/05/14/new-app-lets-you-boycott-koch-brothers-monsanto-and-more-by-scanning-your-shopping-cart/

Top URLs in Tweet in G5:
[41] https://www.breitbart.com/politics/2019/08/13/americans-apply-jobs-koch-foods-after-ice-raid/
[12] https://thepalmierireport.com/beto-claims-that-americans-didnt-want-jobs-at-koch-facility/
[4] https://twitter.com/breathesaltair/status/1163415839124709377
[2] https://trib.al/clUQcsE
[1] https://twitter.com/BreitbartNews/status/1163416173100359680
[1] https://www.breitbart.com/politics/2019/08/18/report-illegal-workers-flee-georgia-food-plants-after-mississippi-ice-raids/
[1] https://twitter.com/TrumpWarRoom/status/1163090997519233024
[1] https://twitter.com/america88948284/status/1163590950272294912

Top URLs in Tweet in G6:
[45] https://www.clarionledger.com/story/news/2019/08/15/ms-ice-raids-breastfeeding-mom-taken-4-month-old-baby-koch-foods-morton-deportation-detainees/2002278001/
[17] https://theintercept.com/2019/08/13/koch-brothers-third-way/
[14] https://www.salon.com/2019/08/14/koch-brothers-funded-centrist-democratic-group-third-way-according-to-new-book/
[9] https://twitter.com/TwitterSafety/status/1163522653136834561
[7] https://www.newyorker.com/news/daily-comment/kochland-examines-how-the-koch-brothers-made-their-fortune-and-the-influence-it-bought
[6] https://twitter.com/yashalevine/status/1163547693563518976
[5] https://boingboing.net/2019/08/18/kochland.html
[5] https://www.washingtonexaminer.com/news/bernie-sanders-commends-koch-groups-for-advocating-criminal-justice-reform-for-some-of-the-right-reasons
[4] https://www.nytimes.com/2018/06/19/climate/koch-brothers-public-transit.html
[3] https://www.desmogblog.com/2019/08/16/christopher-leonard-book-review-kochland-koch-industries

Top URLs in Tweet in G7:
[9] https://trib.al/Mj9QQhm
[5] https://www.newyorker.com/magazine/2019/08/26/mike-pompeo-the-secretary-of-trump
[5] https://www.clarionledger.com/story/news/2019/08/15/ms-ice-raids-breastfeeding-mom-taken-4-month-old-baby-koch-foods-morton-deportation-detainees/2002278001/
[2] https://www.newyorker.com/news/daily-comment/kochland-examines-how-the-koch-brothers-made-their-fortune-and-the-influence-it-bought?utm_source=twitter&utm_social-type=owned&utm_brand=tny&mbid=social_twitter&utm_medium=social
[2] https://www.newyorker.com/news/daily-comment/kochland-examines-how-the-koch-brothers-made-their-fortune-and-the-influence-it-bought
[2] https://trib.al/bnld7RL
[2] https://trib.al/VaXChTC
[1] https://www.newyorker.com/news/daily-comment/kochland-examines-how-the-koch-brothers-made-their-fortune-and-the-influence-it-bought?utm_social-type=owned&mbid=social_twitter&utm_medium=social&utm_brand=tny&utm_source=twitter
[1] https://www.splcenter.org/hatewatch/2016/05/17/council-national-policy-behind-curtain
[1] https://www.thenation.com/article/the-koch-brothers-get-their-very-own-secretary-of-state/

Top URLs in Tweet in G8:
[8] https://taz.de/!5615790/
[2] https://www.youtube.com/watch?v=f2htwWueR1g

[2] https://www.bph-online.de/fallgeschichten/
[1] https://www.bild.de/unterhaltung/tv/tv/grill-den-henssler-sommer-spezial-jan-leyk-verraet-suff-anekdote-ueber-rosin-64049346.bild.html
[1] https://www.spiegel.de/politik/deutschland/sachsen-anhalt-polizei-ermittelt-wegen-versuchten-mordes-von-afd-politiker-a-1279402.html
[1] https://assets.documentcloud.org/documents/1508273/jeffrey-epsteins-little-black-book-redacted.pdf
[1] https://www.welt.de/politik/deutschland/article158049400/Fluechtlinge-machen-Urlaub-wo-sie-angeblich-verfolgt-werden.html
[1] https://www.orientaltours.de/syrien-reise-damaskus/
[1] https://www.amazon.de/Gekaufte-Journalisten-Udo-Ulfkotte/dp/3864451434
[1] https://twitter.com/lawyerberlin/status/1162971505732534273?s=19

Top URLs in Tweet in G9:
[7] https://north99.org/2019/04/26/scheer-oil-execs-trump-koch-brothers/?utm_content=buffer9fa4c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://north99.org/2018/07/05/ame
[5] https://www.newyorker.com/news/daily-comment/kochland-examines-how-the-koch-brothers-made-their-fortune-and-the-influence-it-bought
[3] https://business.financialpost.com/commodities/energy/billionaire-koch-brothers-dump-canadas-oilsands-leases-as-foreign-exodus-continues?utm_content=buffer30b88&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://N.Am
[2] https://twitter.com/kathleenwesterg/status/1163096528572936193
[2] https://nypost.com/2019/08/19/jeffrey-epstein-signed-will-two-days-before-suicide/?utm_medium=SocialFlow&utm_source=NYPTwitter&utm_campaign=SocialFlow
[2] https://twitter.com/wendys/status/1163555101040140288
[1] https://www.timesofisrael.com/number-of-arab-students-in-israeli-universities-grows-78-in-7-years/
[1] https://twitter.com/kinsellawarren/status/1163430918230630400

Top URLs in Tweet in G10:
[42] https://reason.com/2019/08/19/thinkprogress-panics-over-unlicensed-cosmetologists/
[17] https://twitter.com/thinkprogress/status/1162846820894171136
[10] https://thinkprogress.org/koch-brothers-afp-anti-government-group-promotes-allowing-unlicensed-untrained-cosmetologists-fd5d4c51e942/?utm_campaign=trueAnthem%3A+Trending+Content&utm_content=5d5879026f0c9700014b677c&utm_medium=trueAnthem&utm_source=twitter
[8] https://thinkprogress.org/koch-brothers-afp-anti-government-group-promotes-allowing-unlicensed-untrained-cosmetologists-fd5d4c51e942/
[7] https://thinkprogress.org/koch-brothers-afp-anti-government-group-promotes-allowing-unlicensed-untrained-cosmetologists-fd5d4c51e942/?utm_campaign=trueAnthem%3A+Trending+Content&utm_content=5d59c37da341320001ab5b9d&utm_medium=trueAnthem&utm_source=twitter
[6] https://thinkprogress.org/koch-brothers-afp-anti-government-group-promotes-allowing-unlicensed-untrained-cosmetologists-fd5d4c51e942/?utm_campaign=trueAnthem%3A+Trending+Content&utm_content=5d5a7a44a341320001ab676a&utm_medium=trueAnthem&utm_source=twitter
[4] https://thinkprogress.org/koch-brothers-afp-anti-government-group-promotes-allowing-unlicensed-untrained-cosmetologists-fd5d4c51e942/?utm_campaign=trueAnthem%3A+Trending+Content&utm_content=5d59843aa341320001ab578c&utm_medium=trueAnthem&utm_source=twitter
[3] https://reason.com/
[2] https://obamawhitehouse.archives.gov/the-press-office/2016/06/17/fact-sheet-new-steps-reduce-unnecessary-occupation-licenses-are-limiting
[2] https://www.apnews.com/8e9dc744455744c39dbe91c6602f5553

Top Domains
Top Domains in Tweet in Entire Graph:
[640] twitter.com
[571] clarionledger.com
[244] yahoo.com
[113] newyorker.com
[101] thinkprogress.org
[98] youtube.com
[89] breitbart.com
[52] woobox.com
[46] reason.com
[46] jacobinmag.com

Top Domains in Tweet in G1:
[6] twitter.com
[5] clarionledger.com
[2] thinkprogress.org
[1] newyorker.com

Top Domains in Tweet in G2:
[58] twitter.com
[30] wnd.com
[29] clarionledger.com
[21] breitbart.com
[16] yahoo.com
[13] theconservativetreehouse.com
[10] co.uk
[10] rawstory.com
[7] newyorker.com
[7] trib.al

Top Domains in Tweet in G3:
[203] yahoo.com
[106] twitter.com
[37] sourcewatch.org
[25] prwatch.org
[16] co.uk
[13] north99.org
[10] thenation.com
[10] thinkprogress.org
[10] politico.com
[9] clarionledger.com

Top Domains in Tweet in G4:
[123] twitter.com
[41] woobox.com
[37] newyorker.com
[36] clarionledger.com
[32] thinkprogress.org
[22] ecowatch.com
[22] boingboing.net
[18] youtube.com
[15] guns.com
[15] gleam.io

Top Domains in Tweet in G5:
[42] breitbart.com
[12] thepalmierireport.com
[7] twitter.com
[2] trib.al

Top Domains in Tweet in G6:
[47] clarionledger.com
[34] twitter.com
[17] theintercept.com
[14] salon.com
[10] kochdocs.org
[9] newyorker.com
[7] nytimes.com
[5] thenation.com
[5] boingboing.net
[5] washingtonexaminer.com

Top Domains in Tweet in G7:
[13] trib.al
[10] newyorker.com
[6] clarionledger.com
[2] twitter.com
[2] latimes.com
[2] politico.com
[1] splcenter.org
[1] thenation.com
[1] yahoo.com
[1] theintercept.com

Top Domains in Tweet in G8:
[8] taz.de
[3] bph-online.de
[2] welt.de
[2] youtube.com
[2] berlin-brandenburger-homoeopathie.de
[1] bild.de
[1] spiegel.de
[1] documentcloud.org
[1] orientaltours.de
[1] amazon.de

Top Domains in Tweet in G9:
[14] twitter.com
[13] north99.org
[6] newyorker.com
[3] financialpost.com
[2] n.am
[2] nypost.com
[1] timesofisrael.com
[1] prospect.org
[1] theenergymix.com
[1] globalresearch.ca

Top Domains in Tweet in G10:
[45] reason.com
[37] thinkprogress.org
[18] twitter.com
[2] archives.gov
[2] apnews.com
[1] freecapitalists.org
[1] mu.nu
[1] blackenterprise.com
[1] charleskochfoundation.org
[1] brookings.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[193] kochbrothers
[155] koch
[151] uniter
[118] endegelände
[80] kochnetwork
[56] resist
[54] familyseparation
[47] taxscam
[46] spobis19
[44] giveaway



Top Hashtags in Tweet in G1:
[1] modernrepublicanparty
[1] abelincolnweeps

Top Hashtags in Tweet in G2:
[165] kochbrothers
[47] taxscam
[14] fredocuomo
[10] impeachment
[8] adhd
[8] articles
[8] muellerreport
[8] muellertestimony
[8] collusion
[8] obstructionofjustice

Top Hashtags in Tweet in G3:
[71] kochnetwork
[50] resist
[23] koch
[21] moscowmitch
[15] cdnpoli
[15] trumppence
[12] darkmoney
[8] kochbrothers
[5] baghdadbarr
[5] cyberwarfare

Top Hashtags in Tweet in G4:
[45] koch
[39] giveaway
[37] reverendguitars
[37] gregkoch
[36] fishman
[36] entertowin
[9] kochbrothers
[4] climatechange
[4] nowplaying
[4] amazon

Top Hashtags in Tweet in G5:
[1] swampoligarchy
[1] democrats

Top Hashtags in Tweet in G6:
[34] koch
[11] socialsecurity
[11] medicare
[7] climatechange
[7] stopkoch
[6] pence
[5] kochland
[5] bts
[4] fossilfuels
[3] trump

Top Hashtags in Tweet in G7:
[12] pompeo
[12] missilemike
[12] smartnews
[4] koch
[4] boycottaarp
[2] mepolitics
[1] maga
[1] tcot
[1] cult45
[1] iceraids

Top Hashtags in Tweet in G8:
[11] homöopathie
[8] spd
[7] patienten
[3] niemalslinke
[3] klabauterbach
[2] bild
[2] flüchtlinge
[2] homeopathy
[2] tryhomeopathy
[2] medizin

Top Hashtags in Tweet in G9:
[14] cdnpoli
[5] cdnmedia
[4] kenney
[4] koch
[2] environment
[2] primeminister
[2] govtofcanada
[2] kochnetwork
[2] climatechangeisreal
[1] nevertrump

Top Hashtags in Tweet in G10:
[26] reasonroundup
[2] koch
[1] eminentdomain

Top Words
Top Words in Tweet in Entire Graph:
[9393] Words in Sentiment List#1: Positive
[17217] Words in Sentiment List#2: Negative
[264] Words in Sentiment List#3: Angry/Violent
[439660] Non-categorized Words
[466270] Total Words
[9751] koch
[6087] baby
[5711] government
[5669] end
[5643] needs

Top Words in Tweet in G1:
[5186] baby
[5185] rights
[5185] government
[5184] girl
[5184] needs
[5184] mother
[5184] human
[5184] abuses
[5184] continue
[5184] end

Top Words in Tweet in G2:
[1071] koch
[444] trump
[273] bros
[209] #kochbrothers
[195] gop
[189] s
[179] pompeo
[173] mike
[171] brothers
[162] law

Top Words in Tweet in G3:
[2067] koch
[514] s
[491] brothers
[288] climate
[283] 1
[276] pence
[268] trump
[234] vp
[229] more
[224] tentoads4truth

Top Words in Tweet in G4:
[920] koch
[168] brothers
[99] s
[62] 4
[58] new
[57] climate
[55] t
[54] ice
[48] funded
[47] #koch

Top Words in Tweet in G5:
[483] americans
[463] koch
[345] betoorourke
[344] employment
[343] time
[343] ask
[343] racist
[343] mad
[343] black
[343] finding

Top Words in Tweet in G6:
[510] koch
[176] brothers
[146] want
[129] s
[106] climate
[97] end
[95] repeal
[87] new
[81] charles
[73] up

Top Words in Tweet in G7:
[495] koch
[266] s
[250] trump
[242] sbg1
[229] new
[225] pompeo
[206] seeking
[206] ass
[205] profile
[205] heat

Top Words in Tweet in G8:
[501] detlef_koch_
[257] sie
[117] flüchtlinge
[107] sind
[95] alle
[90] urlaub
[79] nur
[75] wenn
[74] machen
[64] sich

Top Words in Tweet in G9:
[256] koch
[154] institute
[149] fraser
[131] brothers
[98] #
[94] #cdnpoli
[85] fact
[82] conservative
[64] right
[59] law

Top Words in Tweet in G10:
[293] koch
[152] brothers
[121] thinkprogress
[93] makeup
[87] artists
[83] licensing
[80] government
[79] occupational
[74] unlicensed
[64] reform

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5451] human,rights
[5434] baby,girl
[5434] girl,needs
[5434] needs,mother
[5434] mother,human
[5434] rights,abuses
[5434] abuses,government
[5434] government,continue
[5434] continue,end
[2419] koch,brothers

Top Word Pairs in Tweet in G1:
[5184] baby,girl
[5184] girl,needs
[5184] needs,mother
[5184] mother,human
[5184] human,rights
[5184] rights,abuses
[5184] abuses,government
[5184] government,continue
[5184] continue,end
[8] koch,bros

Top Word Pairs in Tweet in G2:
[273] koch,bros
[173] mike,pompeo
[165] koch,brothers
[147] pompeo,west
[147] west,point
[147] point,harvard
[147] harvard,law
[147] law,koch
[147] bros,front
[147] front,man

Top Word Pairs in Tweet in G3:
[473] koch,brothers
[204] koch,boy
[202] vp,koch
[200] pence,taxes
[200] taxes,'skyrocket'
[200] 'skyrocket',dems
[200] dems,win
[200] win,vp
[200] boy,protecting
[200] protecting,1

Top Word Pairs in Tweet in G4:
[163] koch,brothers
[46] greg,koch
[42] koch,signature
[42] signature,gristlemaster
[42] gristlemaster,guitar
[41] koch,bros
[39] enter,win
[39] win,reverend
[38] reverend,greg
[38] guitar,red

Top Word Pairs in Tweet in G5:
[343] time,ask
[343] ask,betoorourke
[343] betoorourke,racist
[343] racist,mad
[343] mad,black
[343] black,americans
[343] americans,finding
[343] finding,employment
[230] koch,brothers
[193] pro,mass

Top Word Pairs in Tweet in G6:
[175] koch,brothers
[57] social,security
[52] u,s
[52] charles,koch
[50] koch,industries
[42] mikeelk,scoop
[40] pay,up
[38] family,pay
[36] andrewperezdc,davidsirota
[36] davidsirota,koch

Top Word Pairs in Tweet in G7:
[209] trump,s
[205] heat,seeking
[205] seeking,missile
[205] missile,trump
[205] s,ass
[200] mike,pompeo
[193] revealing,profile
[193] profile,mike
[193] pompeo,sbg1
[193] sbg1,uncovered

Top Word Pairs in Tweet in G8:
[38] alle,flüchtlinge
[30] urlaub,machen
[26] detlef_koch_,wenn
[23] hesika,detlef_koch_
[18] sie,uns
[18] detlef_koch_,nein
[18] sie,sich
[18] urlaub,syrien
[17] eher,anders
[17] detlef_koch_,sie

Top Word Pairs in Tweet in G9:
[149] fraser,institute
[129] koch,brothers
[52] koch,funded
[50] sounds,koch
[49] omg,jwrs
[49] jwrs,father
[49] father,law
[49] law,co
[49] co,founder
[49] founder,fraser

Top Word Pairs in Tweet in G10:
[138] koch,brothers
[87] makeup,artists
[77] occupational,licensing
[54] overhauling,many
[54] many,excessive
[54] excessive,expensive
[54] expensive,nonsensical
[54] nonsensical,occupational
[54] licensing,requirements
[54] requirements,states

Top Replied-To
Top Replied-To in Entire Graph:
@detlef_koch_
@tentoads4truth
@johncornyn
@juddlegum
@billkristol
@realdonaldtrump
@bettemidler
@thinkprogress
@andrewperezdc
@kochdocs

Top Replied-To in G1:
@kamalaharris
@tattybonce
@sallyalbright

Top Replied-To in G2:
@juddlegum
@realdonaldtrump
@bettemidler
@lindseygrahamsc
@kochindustries
@david_j_koch
@charliekirk11
@gop
@justinamash
@tentoads4truth

Top Replied-To in G3:
@tentoads4truth
@billkristol
@bigio_m
@cruellaisdevine
@nytopinion
@thehill
@johnjharwood
@jennycohn1
@chrisinsilico
@boontonkat

Top Replied-To in G5:
@breitbartnews
@trevor_aselton
@larry_patriot
@ingrahamangle
@robertdunlap947
@kalhawl1
@angkemegarah
@willchamberlain
@mattklewis
@betoorourke

Top Replied-To in G6:
@andrewperezdc
@kochdocs
@neeratanden
@johndediepolsci
@geoffmiami
@thirdwaytweet
@euroyankeeblog
@janemayernyer
@lovesthebern
@blackwomenviews

Top Replied-To in G7:
@dandrezner
@john_hudson
@peterbakernyt
@newyorker
@teri_kanefield
@sbg1
@ishapiro
@collinswatch
@adamserwer
@brunoamato_1

Top Replied-To in G8:
@detlef_koch_
@hesika
@jrg26811468
@varguz2
@siggikrey
@riftgood
@karl_lauterbach
@alfredmittelbch
@frazionetoskana
@turkishrose2

Top Replied-To in G9:
@karenbelanger19
@scribulatora
@anthony__koch
@gtlem
@kathleenwesterg
@bruceeleniak
@believethekidz
@rachelnotley
@cbcalerts
@althiaraj

Top Replied-To in G10:
@thinkprogress
@jlo_too
@libertyandecon
@davidcorndc
@senatorshoshana
@reason
@brad_polumbo
@jessesingal
@enbrown
@trumwill

Top Mentioned
Top Mentioned in Entire Graph:
@betoorourke
@sbg1
@vp
@clarionledger
@detlef_koch_
@gop
@rwe_ag
@epa
@realdonaldtrump
@washingtonpost

Top Mentioned in G1:
@t_fisherking

Top Mentioned in G2:
@epa
@icegov
@gop
@realdonaldtrump
@washingtonpost
@foxnews
@speakerryan
@pryan
@ewarren
@kochindustries

Top Mentioned in G3:
@vp
@tentoads4truth
@jennycohn1
@barbetta1
@lovetogive2
@jonathanbuckn13
@cameronkgvi
@drspockets
@kruminsalex
@realdebfarmer

Top Mentioned in G4:

Top Mentioned in G5:
@betoorourke
@breitbartnews
@jakepalmieri
@potus
@superyayadize
@robertdunlap947
@ingrahamangle
@susaniverach
@walshfreedom
@adotsad

Top Mentioned in G6:
@cleonardnews
@davidsirota
@berniesanders
@janemayernyer
@mikeelk
@exposingalec
@yashalevine
@kochdocs
@susansarandon
@nytimes

Top Mentioned in G7:
@sbg1
@newyorker
@bhweingarten
@adamserwer
@daveweigel
@jbouie
@secpompeo
@john_hudson
@politico
@aarpmaine

Top Mentioned in G8:
@detlef_koch_
@titus_pullo55
@mextase
@bild
@hesika
@bmz_bund
@tazgezwitscher
@sauberekleidung
@riftgood
@sawsanchebli

Top Mentioned in G9:
@andrewscheer
@mayoushtak
@cpc_hq
@istoneca
@upcanuck
@venomous_gramma
@janet95326367
@franktremb
@shawningarmor

Top Mentioned in G10:
@thinkprogress
@reason
@joebiden
@proviewsusa
@truthglow
@senatorshoshana
@barackobama
@jerry_jtaylor
@primalpoly
@conorduffy_7

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@geonews_urdu
@missb62
@tomthunkitsmind
@oldlady12345
@harleypartsman7
@yuuji_k1
@alllibertynews
@paoloigna1
@jurylady5

Top Tweeters in G1:
@oldlady12345
@joleonbusby
@kat4obama
@revolution_fr
@thepoliticalcat
@thatmousebish
@onahunttoday
@willseattle
@cheezwitham
@eykis

Top Tweeters in G2:
@marcylauren
@iwd12
@plantflowes
@raybae689
@sherrilee7
@stockguy61
@theresamax
@ronthornton
@windmillcharger
@sws_edu

Top Tweeters in G3:
@lennaleprena
@independent
@1denmadrid
@washumom
@sddphoto
@alizardx
@pattyolimerick
@debi129
@thehill
@normanbuffong

Top Tweeters in G4:
@occuworld
@studio26radio
@animesh1977
@moonbootica
@wtul_playlist
@rocketnews1
@cahulaan
@nicanws
@jbswhatson
@enjeuxenergies

Top Tweeters in G5:
@souljahsingh
@lovtoridemytrek
@yojudenz
@mkues65
@jstines3
@ambinc1
@scribbledpages1
@dianabialkowski
@mscontrariansci
@tea_party_chris

Top Tweeters in G6:
@dichristine
@cook_robert_l
@dgendvil
@damonbethea1
@b1e56df9ce6549f
@homegypsy
@senseof_outrage
@dcexaminer
@amyayers16
@nytimes

Top Tweeters in G7:
@missb62
@cagney1991
@dancas2
@pas5974
@lisakbromley
@business
@euethnic
@sandi_childs
@mms5048
@cmarpa

Top Tweeters in G8:
@bild
@anneschnuppi
@tagesspiegel
@renft1964
@btkrth
@binberlinerin
@geromanat
@walter29340877
@rudisagmal
@swingtanz

Top Tweeters in G9:
@susaniverach
@billieo2
@lillylyle
@suepeac
@emgfind
@nypost
@bergg69
@cbcnews
@pepperfire
@judithkto

Top Tweeters in G10:
@truthglow
@madanabhat
@phendricks71
@ami_tvdfan
@godandthebear
@thestalwart
@tamaraw68415067
@anthonyabides
@chasrmartin
@serpentine202


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