NATO spending, Twitter, 8/23/2019 6:31:29 AM, 207573


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NATO spending_2019-08-22_14-30-44.xlsx
NATO spending_2019-08-22_14-30-44.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
August 23, 2019
Short Description:
NATO spending via NodeXL http://bit.ly/2ZbVohU
@realdonaldtrump
@hayesbrown
@cyrustoulabi
@marijodeleon
@dianeeugenio
@cabird6
@nato
@paulwilson27529
@maswartz226
@orangebabybird1

Top hashtags:
#factcheck
#nato
#foxnews
#greenland
#denmark
#uk
#trump
#rt
#defence

Description:
Description
The graph represents a network of 18,004 Twitter users whose recent tweets contained "NATO spending", 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, 23 August 2019 at 04:28 UTC.

The tweets in the network were tweeted over the 1-day, 3-hour, 49-minute period from Wednesday, 21 August 2019 at 17:53 UTC to Thursday, 22 August 2019 at 21:43 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 : 18004
Unique Edges : 19736
Edges With Duplicates : 817
Total Edges : 20553
Self-Loops : 258
Reciprocated Vertex Pair Ratio : 0.00156431346823434
Reciprocated Edge Ratio : 0.00312374042724708
Connected Components : 259
Single-Vertex Connected Components : 166
Maximum Vertices in a Connected Component : 17507
Maximum Edges in a Connected Component : 20067
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 2.316095
Graph Density : 6.12354432078102E-05
Modularity : 0.333113
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[43] https://www.zerohedge.com/news/2019-08-21/trump-hammers-nasty-greenland-pm-knocks-nato-spending
[31] https://www.foxnews.com/politics/trump-turns-up-heat-on-denmark-over-nato-spending-after-greenland-offer-spurned
[29] https://twitter.com/realDonaldTrump/status/1164228805562552326
[22] https://twitter.com/realDonaldTrump/status/1164231651351617536
[21] https://www.infowars.com/trump-hammers-nasty-greenland-pm-knocks-nato-spending/
[13] https://twitter.com/realdonaldtrump/status/1164231651351617536
[8] https://www.politico.eu/article/polish-pm-mateusz-morawiecki-on-defense-i-wouldnt-say-germany-is-a-freeloader-but/
[8] https://www.nato.int/nato_static_fl2014/assets/pdf/pdf_2019_06/20190625_PR2019-069-EN.pdf
[8] http://worldpopulationreview.com/countries/nato-spending-by-country/
[7] https://twitter.com/realdonaldtrump/status/1164228805562552326

Top URLs in Tweet in G1:
[6] https://www.foxnews.com/politics/trump-turns-up-heat-on-denmark-over-nato-spending-after-greenland-offer-spurned
[3] https://www.infowars.com/trump-hammers-nasty-greenland-pm-knocks-nato-spending/
[3] https://www.npr.org/2018/07/11/628137185/fact-check-trumps-claims-on-nato-spending
[2] https://www.politifact.com/truth-o-meter/statements/2018/jul/12/donald-trump/donald-trump-misleads-us-defense-spending-nato-bud/
[1] https://twitter.com/realDonaldTrump/status/1164228805562552326
[1] https://www.usnews.com/news/world/articles/2019-04-03/natos-increases-in-defense-spending-have-little-to-do-with-trump?context=amp
[1] https://m.washingtontimes.com/news/2019/aug/21/buying-greenland-trump-haters-mock-the-idea-but-ch/
[1] https://www.defensenews.com/global/europe/2018/02/05/special-forces-allies-to-benefit-from-denmarks-defense-spending-deal/
[1] https://twitter.com/realdonaldtrump/status/1164231651351617536?s=21
[1] https://threadreaderapp.com/thread/1164228805562552326.html

Top URLs in Tweet in G2:
[8] https://www.nato.int/nato_static_fl2014/assets/pdf/pdf_2019_06/20190625_PR2019-069-EN.pdf
[7] https://www.politico.eu/article/polish-pm-mateusz-morawiecki-on-defense-i-wouldnt-say-germany-is-a-freeloader-but/
[7] http://worldpopulationreview.com/countries/nato-spending-by-country/
[4] https://twitter.com/realdonaldtrump/status/1164231651351617536
[3] https://twitter.com/realDonaldTrump/status/1164228805562552326
[3] https://twitter.com/realDonaldTrump/status/1164231651351617536
[2] https://www.politifact.com/truth-o-meter/statements/2018/jul/12/donald-trump/donald-trump-misleads-us-defense-spending-nato-bud/
[2] https://www.nytimes.com/2017/05/26/world/europe/nato-trump-spending.html
[2] https://www.globalresearch.ca/us-has-killed-more-than-20-million-people-in-37-victim-nations-since-world-war-ii/5492051/amp
[1] https://www.npr.org/2018/07/09/627417425/greece-is-one-of-few-nato-members-to-have-met-defense-spending-goal

Top URLs in Tweet in G3:
[1] https://twitter.com/realDonaldTrump/status/1164228810310426624
[1] https://www.politifact.com/truth-o-meter/statements/2018/jul/12/donald-trump/donald-trump-misleads-us-defense-spending-nato-bud/
[1] https://www.vox.com/2019/8/21/20826436/trump-denmark-state-visit-greenland-frederiksen?utm_campaign=vox.social&utm_content=1566412245&utm_medium=social&utm_source=twitter
[1] https://www.foxnews.com/politics/trump-turns-up-heat-on-denmark-over-nato-spending-after-greenland-offer-spurned

Top URLs in Tweet in G4:
[1] https://www.nato.int/cps/ic/natohq/official_texts_112964.htm
[1] https://twitter.com/realDonaldTrump/status/1164228810310426624
[1] https://twitter.com/franklangfitt/status/1162321044985831425
[1] https://time.com/5335111/donald-trump-nato-spending-facts/

Top URLs in Tweet in G5:
[19] https://www.zerohedge.com/news/2019-08-21/trump-hammers-nasty-greenland-pm-knocks-nato-spending
[16] https://twitter.com/realDonaldTrump/status/1164228805562552326
[13] https://www.foxnews.com/politics/trump-turns-up-heat-on-denmark-over-nato-spending-after-greenland-offer-spurned
[12] https://twitter.com/realDonaldTrump/status/1164231651351617536
[12] https://www.infowars.com/trump-hammers-nasty-greenland-pm-knocks-nato-spending/
[7] https://twitter.com/realdonaldtrump/status/1164231651351617536
[5] https://www.newswars.com/trump-hammers-nasty-greenland-pm-knocks-nato-spending/
[4] https://twitter.com/realdonaldtrump/status/1164228805562552326
[1] https://foxbusiness.com/politics/trump-criticizes-denmark-european-allies-nato-spending-money
[1] https://www.facebook.com/1758622983/posts/10206623353980056/

Top URLs in Tweet in G6:
[1] https://www.theepochtimes.com/trump-notes-denmark-isnt-meeting-nato-commitment-as-spat-over-greenland-intensifies_3051050.html
[1] https://twitter.com/realdonaldtrump/status/1164228805562552326

Top URLs in Tweet in G8:
[3] https://www.nytimes.com/2017/05/26/world/europe/nato-trump-spending.html
[2] https://twitter.com/larsloekke/status/1164320449221799937

Top URLs in Tweet in G9:
[1] https://www.cnbc.com/2018/07/11/trumps-nato-criticism-is-valid-europe-isnt-spending-enough-on-def.html
[1] https://www.nytimes.com/2018/07/09/us/politics/fact-check-donald-trump-nato-spending.html

Top URLs in Tweet in G10:
[1] https://twitter.com/realDonaldTrump/status/1164231651351617536
[1] https://twitter.com/realdonaldtrump/status/1164228805562552326

Top Domains
Top Domains in Tweet in Entire Graph:
[102] twitter.com
[43] zerohedge.com
[35] foxnews.com
[21] infowars.com
[11] nytimes.com
[10] npr.org
[10] politifact.com
[9] nato.int
[8] politico.eu
[8] worldpopulationreview.com

Top Domains in Tweet in G1:
[6] twitter.com
[6] foxnews.com
[3] infowars.com
[3] npr.org
[2] politifact.com
[2] nytimes.com
[1] usnews.com
[1] washingtontimes.com
[1] defensenews.com
[1] threadreaderapp.com

Top Domains in Tweet in G2:
[16] twitter.com
[8] nato.int
[7] politico.eu
[7] worldpopulationreview.com
[4] nytimes.com
[3] npr.org
[3] bloomberg.com
[2] politifact.com
[2] globalresearch.ca
[2] cnbc.com

Top Domains in Tweet in G3:
[1] twitter.com
[1] politifact.com
[1] vox.com
[1] foxnews.com

Top Domains in Tweet in G4:
[2] twitter.com
[1] nato.int
[1] time.com

Top Domains in Tweet in G5:
[48] twitter.com
[19] zerohedge.com
[13] foxnews.com
[12] infowars.com
[5] newswars.com
[3] facebook.com
[3] trendolizer.com
[2] foxbusiness.com
[2] google.com
[2] factba.se

Top Domains in Tweet in G6:
[1] theepochtimes.com
[1] twitter.com

Top Domains in Tweet in G8:
[3] nytimes.com
[2] twitter.com

Top Domains in Tweet in G9:
[1] cnbc.com
[1] nytimes.com

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[298] factcheck
[65] nato
[16] foxnews
[10] greenland
[9] denmark
[9] uk
[8] trump
[7] rt
[5] defence
[5] usa



Top Hashtags in Tweet in G1:
[7] rt
[4] nato
[3] foxnews
[2] denmark
[2] unfair
[2] demz_corrupt
[2] jklive
[2] jkraw
[2] trump2020
[2] fuckingmoron

Top Hashtags in Tweet in G2:
[8] nato
[4] unitedstates
[3] us
[3] factcheck
[2] spending
[2] uk
[2] france
[2] poland
[2] moron
[2] dumptrump2020

Top Hashtags in Tweet in G4:
[293] factcheck

Top Hashtags in Tweet in G5:
[9] nato
[7] foxnews
[4] trump
[3] denmark
[2] greenland
[2] potus
[2] trumplies
[2] pkb
[1] säkpol
[1] cnn

Top Hashtags in Tweet in G6:
[1] denmark
[1] nato
[1] danish

Top Hashtags in Tweet in G7:
[2] factcheck
[1] factsmatter

Top Hashtags in Tweet in G8:
[1] nato

Top Hashtags in Tweet in G10:
[30] nato

Top Words
Top Words in Tweet in Entire Graph:
[32725] Words in Sentiment List#1: Positive
[2109] Words in Sentiment List#2: Negative
[12] Words in Sentiment List#3: Angry/Violent
[862146] Non-categorized Words
[896980] Total Words
[33335] nato
[30504] 2
[29748] much
[18482] spending
[16182] gdp

Top Words in Tweet in G1:
[29318] nato
[29227] 2
[29211] much
[14717] spending
[14626] denmark
[14625] countries
[14624] gdp
[14608] country
[14607] 1
[14605] europe

Top Words in Tweet in G2:
[1658] nato
[1315] spending
[1107] realdonaldtrump
[557] defense
[351] countries
[343] military
[284] 2
[273] money
[257] cut
[253] much

Top Words in Tweet in G3:
[748] nato
[698] spending
[645] countries
[644] country
[642] gdp
[641] getting
[640] money
[639] dues
[639] pays
[639] two

Top Words in Tweet in G4:
[675] spending
[590] obama
[587] agreed
[586] increases
[387] nato
[356] gdp
[341] 2
[338] trump
[326] 2024
[322] increase

Top Words in Tweet in G5:
[184] nato
[161] spending
[83] 2
[80] trump
[60] denmark
[59] greenland
[57] much
[45] gdp
[42] countries
[40] nasty

Top Words in Tweet in G6:
[165] nato
[145] 2
[129] spending
[109] record
[109] denmark
[109] 1
[109] 35
[109] gdp
[109] wealthy
[109] country

Top Words in Tweet in G7:
[75] nato
[68] spending
[59] realdonaldtrump
[56] 2
[53] defense
[46] domestic
[43] agreement
[43] 2014
[43] allies
[43] gross

Top Words in Tweet in G8:
[71] nato
[67] 2
[67] goal
[58] spending
[42] larsloekke
[34] 2024
[34] wales
[33] dear
[33] formally
[33] codified

Top Words in Tweet in G9:
[47] year
[38] nato
[38] spending
[36] 2
[32] gtconway3d
[28] agreed
[28] 2024
[27] pct
[25] last
[24] chart

Top Words in Tweet in G10:
[45] spending
[45] nato
[44] defense
[38] countries
[30] many
[30] #nato
[30] increase
[30] someone
[30] tell
[30] realdonaldtrump

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[15197] nato,spending
[14888] gdp,nato
[14868] nato,countries
[14861] 1,35
[14855] 35,gdp
[14849] denmark,1
[14849] wealthy,country
[14847] spending,wealthy
[14847] country,2
[14845] record,denmark

Top Word Pairs in Tweet in G1:
[14645] nato,spending
[14608] nato,countries
[14605] gdp,nato
[14603] denmark,1
[14603] 1,35
[14603] 35,gdp
[14603] wealthy,country
[14602] record,denmark
[14602] spending,wealthy
[14601] country,2

Top Word Pairs in Tweet in G2:
[1033] realdonaldtrump,nato
[405] defense,spending
[158] very,unfair
[147] cut,defense
[144] military,spending
[119] need,cut
[117] nato,let's
[117] money,weapons
[116] graph,president
[116] really,need

Top Word Pairs in Tweet in G3:
[639] dues,country
[639] country,pays
[639] pays,nato
[639] nato,two
[639] two,percent
[639] percent,thing
[639] thing,spending
[639] spending,target
[639] target,relative
[639] relative,gdp

Top Word Pairs in Tweet in G4:
[330] 2,gdp
[322] 2024,trump
[301] defense,spending
[296] until,2024
[296] under,obama
[294] allies,agreed
[294] spending,2
[293] #factcheck,thanks
[293] thanks,president
[293] president,obama

Top Word Pairs in Tweet in G5:
[94] nato,spending
[35] hammers,nasty
[34] pm,knocks
[34] knocks,nato
[33] trump,hammers
[33] nasty,greenland
[33] greenland,pm
[32] gdp,nato
[32] nato,countries
[30] 1,35

Top Word Pairs in Tweet in G6:
[129] nato,spending
[109] record,denmark
[109] denmark,1
[109] 1,35
[109] 35,gdp
[109] gdp,nato
[109] spending,wealthy
[109] wealthy,country
[109] country,2
[73] 2,president

Top Word Pairs in Tweet in G7:
[45] spending,2
[43] gross,domestic
[41] realdonaldtrump,talking
[41] talking,agreement
[41] agreement,signed
[41] signed,barackobama
[41] barackobama,nato
[41] nato,wales
[41] wales,summit
[41] summit,2014

Top Word Pairs in Tweet in G8:
[33] dear,larsloekke
[33] larsloekke,nato
[33] nato,formally
[33] formally,codified
[33] codified,goal
[33] goal,spending
[33] spending,2
[33] 2,2024
[33] 2024,during
[33] during,summit

Top Word Pairs in Tweet in G9:
[27] 2,pct
[24] last,year
[23] gtconway3d,important
[23] important,fact
[23] fact,missing
[23] missing,chart
[23] chart,nato
[23] nato,allies
[23] allies,agreed
[23] agreed,spending

Top Word Pairs in Tweet in G10:
[44] defense,spending
[30] many,#nato
[30] #nato,countries
[30] countries,increase
[30] increase,defense
[30] spending,someone
[30] someone,tell
[30] tell,realdonaldtrump
[30] realdonaldtrump,1000
[30] 1000,nato

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@chatbycc
@resistersiano
@gtconway3d
@real_defender
@malcolmnance
@hthjones
@inspirationeer
@michaelcoudrey
@trumpstudents

Top Replied-To in G1:
@realdonaldtrump

Top Replied-To in G2:
@realdonaldtrump
@chatbycc
@resistersiano
@real_defender
@inspirationeer
@trumpstudents
@verda_777
@lrihendry
@luiszamora_nica
@stewardshipamer

Top Replied-To in G3:
@yiannisbab
@realdonaldtrump
@gottalaff
@hayesbrown
@new_chanakya
@stop_groupthink

Top Replied-To in G4:
@realdonaldtrump
@jordanschachtel
@barrelcreator
@drshannonscott

Top Replied-To in G7:
@realdonaldtrump
@michaelcoudrey
@grgiclene
@davidlarter
@johnnytk23
@ronkolainen

Top Replied-To in G8:
@kaitlancollins
@jessicadangsays
@alphasierra774
@stud_von
@chelliecook1
@larsloekke
@patricksrense10

Top Replied-To in G9:
@gtconway3d
@kddid15
@mprice14
@geaugajoe
@vegastechhead
@sm96105994
@realdonaldtrump

Top Mentioned
Top Mentioned in Entire Graph:
@nato
@realdonaldtrump
@barackobama
@larsloekke
@real_defender
@potus
@resistersiano
@chatbycc
@matthewjshow
@stewardshipamer

Top Mentioned in G1:
@realdonaldtrump

Top Mentioned in G2:
@nato
@realdonaldtrump
@real_defender
@potus
@resistersiano
@chatbycc
@matthewjshow
@stewardshipamer
@inspirationeer
@barackobama

Top Mentioned in G3:
@mathieuvonrohr
@voxdotcom

Top Mentioned in G4:
@barbb39
@nato
@realdonaldtrump

Top Mentioned in G7:
@barackobama
@realdonaldtrump
@michaelcoudrey
@nato
@grgiclene
@raymondbendall
@_summerhead

Top Mentioned in G8:
@larsloekke
@realdonaldtrump
@emilykholcomb
@kaitlancollins
@chuckrossdc

Top Mentioned in G9:
@gtconway3d
@sorenpind
@cubfan1324
@mprice14
@maisygrace
@peepths1
@thomaswright08
@joyannreid

Top Mentioned in G10:
@realdonaldtrump

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@rashidaldosari
@phildecarolis
@lindaleeking
@jim_peoples_
@commonpatriot
@hrblock_21
@heelleclech
@cloudwanderer3
@cagney1991

Top Tweeters in G1:
@rashidaldosari
@lindaleeking
@jim_peoples_
@hrblock_21
@heelleclech
@housecracka
@souljahsingh
@missyjo79
@sharneal
@insdatainter

Top Tweeters in G2:
@lechatnoire4
@bbusa617
@erhiskobi
@winegirl73
@chholte
@lalojimjuarez
@chatbycc
@allan_wrestle
@thestalwart
@capatosta122

Top Tweeters in G3:
@cloudwanderer3
@gottalaff
@manmet80
@lehimesa
@debilu2
@metaquest
@heyjdey
@riskyliberal
@windmillcharger
@jhamby

Top Tweeters in G4:
@cagney1991
@rhiles2760
@pollsstar
@syr829
@bistycsross
@amyayers16
@suzanneinlgb
@trumpwatchnews
@teckiegirl
@ethomas3915

Top Tweeters in G5:
@billm9
@alenkarabegovic
@therussophile
@jackiemcreath1
@tallyannae
@ussanews
@fxbooklttg
@dubvnow
@politiciandirec
@digitalwater888

Top Tweeters in G6:
@kassandratroy
@melissa31920880
@rockie_springer
@grannygethealth
@miltonespinozaf
@hmmngbrd508
@waywordknight
@novaculus
@cigar_hoe
@garywil16118163

Top Tweeters in G7:
@billyspride
@marijodeleon
@jenijenicat
@boston1775
@bennythesnitch
@ginger7730w
@ldubblu
@bethpatriot
@april_kellinger
@justjo2

Top Tweeters in G8:
@davealvord164
@_yvonneburton
@awhatdafudge
@au_bebe
@adudefromnowere
@boriquagoddess
@staythecourse7
@valorof1776
@idawhannadoyou
@cb55uic

Top Tweeters in G9:
@phillip92321
@mjohnso27
@anoldlefty
@joyannreid
@davidisaksen
@realjonshark
@mikalvision
@tumultuous
@metsfanheatherb
@tommyhotpockets

Top Tweeters in G10:
@darlene_edw
@stefan_laurell
@jenscorpio83
@eloiseat6
@drpatois
@greekanalyst
@themusekill
@ronsmallenburg
@cecilykeating
@gedachtegoed