mattis, Twitter, 6/20/2019 1:05:03 AM, 200527


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mattis_2019-06-19_13-53-53.xlsx
mattis_2019-06-19_13-53-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 20, 2019
Short Description:
mattis via NodeXL http://bit.ly/2IshD9l
@kylegriffin1
@charliekirk11
@amandionair
@younicks
@realsaavedra
@realdonaldtrump
@maxboot
@mcfaul
@mattis_david
@wen0179

Top hashtags:
#mattis
#india
#pakistan
#maga
#iran
#trump
#chambana
#fathersday
#wetheusglc
#bacphilo

Description:
Description
The graph represents a network of 5,408 Twitter users whose tweets in the requested range contained "mattis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 19 June 2019 at 20:55 UTC.

The requested start date was Tuesday, 18 June 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 4-day, 0-hour, 49-minute period from Thursday, 13 June 2019 at 23:11 UTC to Tuesday, 18 June 2019 at 00:01 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 : 5408
Unique Edges : 5559
Edges With Duplicates : 822
Total Edges : 6381
Number of Edge Types : 3
Tweet : 508
Mentions : 5222
Replies to : 651
Self-Loops : 508
Reciprocated Vertex Pair Ratio : 0.0105496946141033
Reciprocated Edge Ratio : 0.0208791208791209
Connected Components : 473
Single-Vertex Connected Components : 235
Maximum Vertices in a Connected Component : 4031
Maximum Edges in a Connected Component : 4659
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.251687
Graph Density : 0.000186723762643866
Modularity : 0.780347
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[291] https://twitter.com/brhodes/status/1139898251551870976
[40] send
[40] homemade
[40] cards,
[40] letters
[40] to
[40] Mattis
[40] on
[40] first
[40] Father's

Top URLs in Tweet in G2:
[1] https://rightwingfolks.com/james-mattis-had-secret-dinner-with-amazon-official-before-10-billion-contract-announced/
[1] https://www.dailywire.com/news/48463/defense-secretary-mattis-had-secret-dinner-amazon-ryan-saavedra?%3Futm_source=twitter&utm_medium=social&utm_campaign=dwtwitter
[1] https://twitter.com/brhodes/status/1139898251551870976
[1] https://www.bloomberg.com/graphics/trump-administration-conflicts/
[1] http://full.it
[1] http://ends.how
[1] https://www.dailywire.com/news/48463/defense-secretary-mattis-had-secret-dinner-amazon-ryan-saavedra?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[2] https://www.theguardian.com/us-news/2018/dec/21/james-mattis-resignation-trump-erdogan-phone-call
[1] https://www.patreon.com/posts/23757178

Top URLs in Tweet in G4:
[3] https://www.dailywire.com/news/48463/defense-secretary-mattis-had-secret-dinner-amazon-ryan-saavedra
[2] https://twitter.com/RealSaavedra/status/1140277192338763777

Top URLs in Tweet in G5:
[2] https://www.dailymail.co.uk/news/article-7143291/Trump-plans-outdoor-carnival-food-trucks-party-band-announces-election-bid.html
[1] https://www.buzzdialy.com/secretary-of-state-mike-pompeo-we-will-continue-to-fight-until-the-rapture/
[1] https://buzzdialy.com/secretary-of-s
[1] https://www.businessinsider.com/mattis-held-trump-admin-back-on-iran-but-now-hes-gone-2019-1
[1] https://twitter.com/justanavywife/status/804531983456014336
[1] https://dispatchesfrompinehurst.com/2016/12/03/fear-not-the-generals/
[1] https://www.pbs.org/newshour/politics/read-james-mattis-full-resignation-letter
[1] https://thehill.com/hilltv/what-americas-thinking/448585-poll-most-americans-say-celebrity-political-endorsements-have
[1] https://www.dailymail.co.uk/news/article-7133021/Grinning-Don-Jr-arrives-Senate-Intelligence-Committee-subpoena-spat.html
[1] https://twitter.com/40_head/status/1140325713389580288

Top URLs in Tweet in G6:
[187] https://twitter.com/brhodes/status/1139898251551870976
[1] https://www.politico.com/story/2019/06/14/shanahan-defense-trump-pentagon-1365843
[1] https://twitter.com/thehill/status/1139734802985365505
[1] https://twitter.com/MindOfMo/status/1139741404551249923

Top URLs in Tweet in G7:
[28] https://www.dailywire.com/news/48463/defense-secretary-mattis-had-secret-dinner-amazon-ryan-saavedra
[15] https://www.duffelblog.com/2019/06/mattis-fathers-day/?utm_campaign=coschedule&utm_source=facebook_page&utm_medium=Duffel
[15] Blog&utm_content=Marines
[15] send
[15] homemade
[15] cards,
[15] letters
[15] to
[15] Mattis
[15] on

Top URLs in Tweet in G8:
[98] https://twitter.com/brhodes/status/1139898251551870976
[1] https://twitter.com/dailycollegian/status/1140261072055820288
[1] https://www.politico.com/story/2019/06/14/shanahan-defense-trump-pentagon-1365843
[1] https://www.dailywire.com/news/48463/defense-secretary-mattis-had-secret-dinner-amazon-ryan-saavedra
[1] https://d3i6fh83elv35t.cloudfront.net/static/2018/12/mattis-letter2.pdf
[1] https://twitter.com/rgoodlaw/status/1139945314754990081
[1] https://www.youtube.com/watch?v=VABXUbrooD4


Top URLs in Tweet in G9:
[6] https://www.chicksonright.com/blog/2019/06/16/tucker-reveals-why-mattis-secret-dinner-guest-has-some-unfortunate-implications/
[5] https://truepundit.com/defense-secretary-mattis-had-secret-dinner-with-amazon-official-before-10-billion-contract-announced-tucker-carlson-reports-video/

Top URLs in Tweet in G10:
[1] https://twitter.com/BillKristol/status/1139515536176492545

Top Domains
Top Domains in Tweet in Entire Graph:
[379] twitter.com
[61] duffelblog.com
[45] dailywire.com
[25] washingtonpost.com
[18] truepundit.com
[10] blogspot.com
[10] instagram.com
[10] chicksonright.com
[9] politico.com
[9] haba.tv

Top Domains in Tweet in G2:
[2] dailywire.com
[1] rightwingfolks.com
[1] twitter.com
[1] bloomberg.com
[1] full.it
[1] ends.how

Top Domains in Tweet in G3:
[2] theguardian.com
[1] patreon.com

Top Domains in Tweet in G4:
[3] dailywire.com
[2] twitter.com

Top Domains in Tweet in G5:
[4] twitter.com
[3] co.uk
[2] buzzdialy.com
[1] businessinsider.com
[1] dispatchesfrompinehurst.com
[1] pbs.org
[1] thehill.com
[1] washingtonexaminer.com
[1] zerohedge.com
[1] squarespace.com

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

Top Domains in Tweet in G7:
[41] twitter.com
[34] dailywire.com
[23] duffelblog.com
[10] truepundit.com
[6] blogspot.com
[6] rightwingfolks.com
[5] instagram.com
[5] adoptiondoctors.com
[5] politico.com
[4] hideoutnow.com

Top Domains in Tweet in G8:
[100] twitter.com
[1] politico.com
[1] dailywire.com
[1] cloudfront.net
[1] youtube.com

Top Domains in Tweet in G9:
[6] chicksonright.com
[5] truepundit.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[26] mattis
[18] india
[18] pakistan
[11] maga
[9] iran
[9] trump
[5] chambana
[4] fathersday
[4] wetheusglc
[4] bacphilo



Top Hashtags in Tweet in G2:
[1] maga
[1] mattis
[1] impeach

Top Hashtags in Tweet in G4:
[1] impeach

Top Hashtags in Tweet in G5:
[4] maga
[3] trump
[3] generals
[3] leadership
[3] trumpcabinet
[3] marshall
[3] flynn
[3] mattis
[3] fakenews
[2] armybday

Top Hashtags in Tweet in G6:
[2] mattis
[1] pentagon
[1] boeing
[1] patrickshanahan

Top Hashtags in Tweet in G7:
[6] mattis
[5] maga
[3] prolife
[3] veteran
[3] chambana
[3] woodensurfboard
[2] jimmattis
[2] deplorables
[2] patriot
[2] kag

Top Hashtags in Tweet in G8:
[2] amjoy
[1] foxnews
[1] tuckercarlsontonight
[1] billbarr

Top Hashtags in Tweet in G9:
[2] aag

Top Hashtags in Tweet in G10:
[1] hypocrisy
[1] gop
[1] johnkelly

Top Words
Top Words in Tweet in Entire Graph:
[5073] Words in Sentiment List#1: Positive
[2296] Words in Sentiment List#2: Negative
[29] Words in Sentiment List#3: Angry/Violent
[105147] Non-categorized Words
[112519] Total Words
[1886] mattis
[1756] trump
[1430] comey
[1423] 2017
[1405] priebus

Top Words in Tweet in G1:
[1345] trump
[1345] kylegriffin1
[1343] comey
[1342] top
[1342] departures
[1342] flynn
[1342] walsh
[1342] dubke
[1342] mcfarland
[1342] spicer

Top Words in Tweet in G2:
[750] charliekirk11
[746] amazon
[745] announced
[745] 10
[745] billion
[745] contract
[745] before
[745] secretary
[738] 2017
[738] right

Top Words in Tweet in G3:
[614] still
[327] mattis
[323] amandionair
[309] one
[309] jim
[308] perplexed
[308] word
[307] utter
[307] public
[307] felt

Top Words in Tweet in G4:
[622] 2017
[333] announced
[333] contract
[332] 10
[332] billion
[332] before
[313] realsaavedra
[300] tucker
[296] cloud
[295] computing

Top Words in Tweet in G5:
[80] realdonaldtrump
[62] mattis
[60] trump
[37] s
[24] charliekirk11
[18] president
[17] people
[17] fault
[15] one
[15] out

Top Words in Tweet in G6:
[242] mattis
[187] yes
[187] correlation
[187] between
[187] departure
[187] escalation
[187] iran
[187] seems
[187] more
[187] spurious

Top Words in Tweet in G7:
[227] mattis
[68] defense
[68] secretary
[63] dinner
[62] amazon
[62] secret
[61] before
[60] contract
[57] 10
[57] billion

Top Words in Tweet in G8:
[135] mattis
[102] maxboot
[100] jim
[94] sorely
[94] missed
[23] amazon
[18] loross26
[13] tucker
[13] report
[12] s

Top Words in Tweet in G9:
[106] before
[106] 10
[106] billion
[106] contract
[106] announced
[104] secretary
[104] amazon
[101] tucker
[98] defense
[98] mattis

Top Words in Tweet in G10:
[51] mattis
[37] trump
[21] marcorubio
[20] think
[20] ninaandtito
[19] few
[19] sign
[18] save
[18] select
[18] decision

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1380] top,trump
[1380] trump,departures
[1380] departures,flynn
[1380] flynn,walsh
[1380] walsh,comey
[1380] comey,dubke
[1380] dubke,mcfarland
[1380] mcfarland,spicer
[1380] spicer,priebus
[1380] priebus,mooch

Top Word Pairs in Tweet in G1:
[1342] top,trump
[1342] trump,departures
[1342] departures,flynn
[1342] flynn,walsh
[1342] walsh,comey
[1342] comey,dubke
[1342] dubke,mcfarland
[1342] mcfarland,spicer
[1342] spicer,priebus
[1342] priebus,mooch

Top Word Pairs in Tweet in G2:
[745] 10,billion
[737] 2017,announced
[737] announced,amazon
[737] amazon,receive
[737] receive,10
[737] billion,taxpayer
[737] taxpayer,contract
[737] contract,right
[737] right,before
[737] before,secretary

Top Word Pairs in Tweet in G3:
[309] jim,mattis
[307] one,still
[307] still,perplexed
[307] perplexed,jim
[307] mattis,still
[307] still,utter
[307] utter,word
[307] word,public
[307] public,felt
[307] felt,compelled

Top Word Pairs in Tweet in G4:
[332] 10,billion
[295] cloud,computing
[295] computing,contract
[294] tucker,carson
[294] carson,2017
[294] 2017,pentagon
[294] pentagon,announced
[294] announced,10
[294] billion,cloud
[294] contract,march

Top Word Pairs in Tweet in G5:
[12] charliekirk11,realdonaldtrump
[10] james,mattis
[10] president,trump
[9] general,mattis
[8] teamtrump,realdonaldtrump
[5] john,kelly
[5] trump,s
[5] gen,mattis
[4] realcandaceo,always
[4] always,liked

Top Word Pairs in Tweet in G6:
[187] yes,correlation
[187] correlation,between
[187] between,mattis
[187] mattis,departure
[187] departure,escalation
[187] escalation,iran
[187] iran,seems
[187] seems,more
[187] more,spurious
[186] mcfaul,yes

Top Word Pairs in Tweet in G7:
[59] secret,dinner
[58] mattis,secret
[57] defense,secretary
[57] 10,billion
[57] dinner,amazon
[54] amazon,official
[54] official,before
[53] before,10
[53] billion,contract
[49] secretary,mattis

Top Word Pairs in Tweet in G8:
[100] jim,mattis
[94] mattis,sorely
[94] sorely,missed
[93] maxboot,jim
[9] general,mattis
[9] huge,report
[9] report,tucker
[9] tucker,carlson
[9] carlson,yuge
[9] yuge,q

Top Word Pairs in Tweet in G9:
[106] 10,billion
[98] secret,dinner
[97] defense,secretary
[96] secretary,mattis
[96] mattis,secret
[96] dinner,amazon
[96] amazon,official
[96] official,before
[96] before,10
[96] billion,contract

Top Word Pairs in Tweet in G10:
[18] think,save
[18] save,select
[18] select,few
[18] few,decision
[18] decision,serve
[18] serve,trump
[18] trump,admin
[18] admin,sign
[18] sign,deficiency
[18] deficiency,character

Top Replied-To
Top Replied-To in Entire Graph:
@charliekirk11
@mm_mattis
@marcorubio
@estonianxavi
@realdonaldtrump
@mattis_msn
@realsaavedra
@amandionair
@brhodes
@speakervos

Top Replied-To in G1:
@kylegriffin1

Top Replied-To in G2:
@charliekirk11
@xjrh20x
@zachsuxatgames

Top Replied-To in G3:
@amandionair
@carlinbob

Top Replied-To in G4:
@realsaavedra
@cortessteve
@jwc1263
@aebrown5558
@charliekirk11
@lonewanderer131
@dcexaminer

Top Replied-To in G5:
@realdonaldtrump
@mattis_david
@charliekirk11
@kamalaharris
@whitehouse
@pattiscozz
@lindseygrahamsc
@lamarthewriter
@teamtrump
@chatbycc

Top Replied-To in G8:
@maxboot
@itselementary__
@jasnikki_
@acosta
@2032president
@rileycompton1
@calebjhull
@aidan_mattis
@phillehman5
@sci_teacher117

Top Replied-To in G9:
@thomas1774paine

Top Replied-To in G10:
@marcorubio
@thespybrief
@radiofreetom
@urocklive1
@911corlebra777
@emmablu1974
@hope_persists
@dark_falcon7
@amcfarla
@ashleyrparker

Top Mentioned
Top Mentioned in Entire Graph:
@kylegriffin1
@charliekirk11
@amandionair
@realsaavedra
@mcfaul
@drawandstrike
@maxboot
@thomas1774paine
@realdonaldtrump
@40_head

Top Mentioned in G1:
@kylegriffin1
@terriwh109

Top Mentioned in G2:
@charliekirk11
@realdailywire
@realdonaldtrump
@maxboot
@younicks
@fjshirazi
@mark_kawada
@brhodes
@amandionair

Top Mentioned in G3:
@amandionair
@kylegriffin1
@sarahkendzior
@gaslitnation
@dianesvoice
@megoconnor13
@sanpaku1970
@thepopcornreel

Top Mentioned in G4:
@realsaavedra
@charliekirk11
@techsneakers
@jackposobiec
@vaiv71738794
@susan_z_kat
@dcexaminer
@joeynocollusion
@herbert_mann_1
@joefreedomlove

Top Mentioned in G5:
@realdonaldtrump
@charliekirk11
@potus
@kamalaharris
@secpompeo
@teamtrump
@seanhannity
@usarmy
@realcandaceo
@bgsulady

Top Mentioned in G6:
@mcfaul
@riotwomennn
@ngrossman81
@kylegriffin1
@amandionair
@kingstonareif

Top Mentioned in G7:
@ayei_eloheichem
@corley_kurt
@diariodecaracas
@donmgreen
@parrishpoint_s

Top Mentioned in G8:
@maxboot
@loross26
@tuckercarlson
@connorobriennh
@mcfaul
@glennkirschner2
@debmacp1
@markmeadows
@kylegriffin1
@lrozen

Top Mentioned in G9:
@thomas1774paine
@true_pundit
@charliekirk11
@chicksonright
@realsaavedra
@aiiamericangiri
@jerome_corsi

Top Mentioned in G10:
@ninaandtito
@thespybrief
@marcorubio
@javelinablue
@radiofreetom
@urocklive1
@counterchekist
@dry_observer
@felisdave
@chrizap

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@enigmanetxx
@commonpatriot
@koltovskoyyakov
@joefreedomlove
@globalissuesweb
@talkintou
@diariodecaracas
@israelnewslinks
@sherrilee7

Top Tweeters in G1:
@britonanddane
@theresamax
@sheiladecker19
@wildwillow65
@miss_placed_
@newyorker2212
@girlzinger
@24baseballreed
@barbaraward235
@amycrocker76amy

Top Tweeters in G2:
@commonpatriot
@petefrt
@riggyqueen
@inittowinit007
@scrufey21me
@wetfeathers
@misstree18
@cmg_48
@mark_kawada
@tullyframe

Top Tweeters in G3:
@talkintou
@willseattle
@sueleugers
@mildredmud
@geostompx
@coton_luver
@semanadrea
@maehamilton1
@evcoc54
@dazyjane410

Top Tweeters in G4:
@joefreedomlove
@michaelbarger1
@dcexaminer
@awhatdafudge
@ldiamond39
@mathewsjw
@calling12001
@donaldpirl
@hamadahamada133
@k1er

Top Tweeters in G5:
@foxnews
@chatbycc
@dwinfrey72
@foxbusiness
@doug69
@foreverlogical
@laureldavilacpa
@lowcountry1girl
@tammyredmond
@bennythesnitch

Top Tweeters in G6:
@leehillerlondon
@monalisazelf
@visionaryck
@joy31608
@kostian_v
@dj_lena
@thenurse75
@tckalways
@socratic1
@akimcampbell

Top Tweeters in G7:
@koltovskoyyakov
@globalissuesweb
@diariodecaracas
@israelnewslinks
@trendolizer
@edourdoo
@gormogons
@theurbannewz
@infopronetwork
@deenie7940

Top Tweeters in G8:
@missb62
@lrozen
@amb0306
@jailingtrump
@michelle9647
@deansherrys
@cocothepatriot
@bobsarmymom
@ayawill
@zeena4kids

Top Tweeters in G9:
@frlarousse2
@stand4free
@gaannielonden
@thomas1774paine
@1chordwonder
@aiiamericangiri
@bnlieb
@true_pundit
@lolli55
@carolruss65

Top Tweeters in G10:
@bethsinniresist
@caffreyej
@melissajpeltier
@granny_st
@tamaraciocci
@radiofreetom
@20committee
@givengrace1986
@diamond6771
@saysdana