mattis, Twitter, 6/18/2019 10:54:49 PM, 200398


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mattis_2019-06-18_13-53-52.xlsx
mattis_2019-06-18_13-53-52.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 18, 2019
Short Description:
mattis via NodeXL http://bit.ly/2IpXH6O
@kylegriffin1
@charliekirk11
@amandionair
@younicks
@maxboot
@realsaavedra
@realdonaldtrump
@mcfaul
@wen0179
@ms_patton_

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

Description:
Description
The graph represents a network of 5,333 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 Tuesday, 18 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 3-day, 21-hour, 57-minute period from Thursday, 13 June 2019 at 22:54 UTC to Monday, 17 June 2019 at 20:51 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 : 5333
Unique Edges : 5461
Edges With Duplicates : 792
Total Edges : 6253
Number of Edge Types : 3
Replies to : 605
Mentions : 5164
Tweet : 484
Self-Loops : 484
Reciprocated Vertex Pair Ratio : 0.00959007145543437
Reciprocated Edge Ratio : 0.018997951201341
Connected Components : 452
Single-Vertex Connected Components : 221
Maximum Vertices in a Connected Component : 3993
Maximum Edges in a Connected Component : 4531
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.143524
Graph Density : 0.00018881290733334
Modularity : 0.773267
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:
[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 G6:
[3] https://www.vox.com/policy-and-politics/2019/1/15/18183759/trump-pull-out-of-nato-nyt-mattis
[2] https://www.dailymail.co.uk/news/article-7143291/Trump-plans-outdoor-carnival-food-trucks-party-band-announces-election-bid.html
[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://www.washingtonexaminer.com/policy/defense-national-security/europe-warns-iran-sanctions-threaten-us-dollar-dominance
[1] https://twitter.com/RealSaavedra/status/1140277192338763777
[1] https://www.zerohedge.com/news/2019-06-17/will-false-flag-iran-war-cause-financial-crisis
[1] https://static1.squarespace.com/static/568f2ee8cbced686e2f4683a/t/57748c9f3e00be33b76bb4ba/1467255993131/Surviving+The+Narcissist+Epidemic.pdf
[1] http://www.hideoutnow.com/2019/06/defense-secretary-mattis-had-secret.html

Top URLs in Tweet in G7:
[25] 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:
[99] https://twitter.com/brhodes/status/1139898251551870976
[1] https://www.politico.com/story/2019/06/14/shanahan-defense-trump-pentagon-1365843
[1] https://twitter.com/dailycollegian/status/1140261072055820288
[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:
[1] https://twitter.com/BillKristol/status/1139515536176492545

Top URLs in Tweet in G10:
[22] http://www.washingtonpost.com/world/national-security/former-trump-chief-of-staff-reince-priebus-selected-to-join-navy-with-backing-from-mattis/2018/12/14/b12c269e-ffb4-11e8-83c0-b06139e540e5_story.html?tid=ss_tw&utm_term=.1eca8ccf4aba
[1] https://twitter.com/RealSaavedra/status/1140277192338763777
[1] https://threadreaders.com/thread/1140325713389580288

Top Domains
Top Domains in Tweet in Entire Graph:
[376] twitter.com
[61] duffelblog.com
[42] dailywire.com
[25] washingtonpost.com
[15] truepundit.com
[10] instagram.com
[10] chicksonright.com
[9] blogspot.com
[9] haba.tv
[9] ilovemyfreedom.org

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:
[189] twitter.com
[1] politico.com

Top Domains in Tweet in G6:
[3] vox.com
[3] co.uk
[3] twitter.com
[1] pbs.org
[1] thehill.com
[1] washingtonexaminer.com
[1] zerohedge.com
[1] squarespace.com
[1] hideoutnow.com
[1] washingtonpost.com

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

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

Top Domains in Tweet in G9:
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[25] mattis
[18] india
[18] pakistan
[8] maga
[8] trump
[7] iran
[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:
[2] mattis
[1] pentagon
[1] boeing
[1] patrickshanahan

Top Hashtags in Tweet in G6:
[2] armybday
[2] irandeal
[2] whitehats
[2] fakenews
[2] iran
[1] idiot
[1] demvoterfraud
[1] trumplies
[1] qanon
[1] maga

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:
[1] gop
[1] johnkelly

Top Hashtags in Tweet in G10:
[1] wwg1wga
[1] maga
[1] kag

Top Words
Top Words in Tweet in Entire Graph:
[5242] Words in Sentiment List#1: Positive
[2191] Words in Sentiment List#2: Negative
[24] Words in Sentiment List#3: Angry/Violent
[104497] Non-categorized Words
[111933] Total Words
[1870] trump
[1808] mattis
[1564] comey
[1539] priebus
[1533] top

Top Words in Tweet in G1:
[1479] trump
[1479] kylegriffin1
[1477] comey
[1476] top
[1476] departures
[1476] flynn
[1476] walsh
[1476] dubke
[1476] mcfarland
[1476] spicer

Top Words in Tweet in G2:
[733] charliekirk11
[731] amazon
[730] announced
[730] 10
[730] billion
[730] contract
[730] before
[730] secretary
[723] 2017
[723] 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:
[613] 2017
[329] announced
[329] contract
[328] 10
[328] billion
[328] before
[308] realsaavedra
[295] tucker
[291] cloud
[290] computing

Top Words in Tweet in G5:
[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 G6:
[70] realdonaldtrump
[56] trump
[53] mattis
[39] s
[24] charliekirk11
[17] president
[17] fault
[15] potus
[14] people
[13] one

Top Words in Tweet in G7:
[215] mattis
[60] secretary
[59] defense
[55] dinner
[54] amazon
[54] secret
[53] before
[52] contract
[49] 10
[49] billion

Top Words in Tweet in G8:
[137] mattis
[104] maxboot
[101] jim
[95] sorely
[95] missed
[23] amazon
[18] loross26
[13] tucker
[13] report
[12] s

Top Words in Tweet in G9:
[48] mattis
[35] trump
[20] think
[20] ninaandtito
[19] few
[19] sign
[18] marcorubio
[18] save
[18] select
[18] decision

Top Words in Tweet in G10:
[80] mattis
[76] amazon
[73] 40_head
[65] 10
[57] contract
[56] billion
[54] dod
[53] end
[53] now
[52] 1

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1514] top,trump
[1514] trump,departures
[1514] departures,flynn
[1514] flynn,walsh
[1514] walsh,comey
[1514] comey,dubke
[1514] dubke,mcfarland
[1514] mcfarland,spicer
[1514] spicer,priebus
[1514] priebus,mooch

Top Word Pairs in Tweet in G1:
[1476] top,trump
[1476] trump,departures
[1476] departures,flynn
[1476] flynn,walsh
[1476] walsh,comey
[1476] comey,dubke
[1476] dubke,mcfarland
[1476] mcfarland,spicer
[1476] spicer,priebus
[1476] priebus,mooch

Top Word Pairs in Tweet in G2:
[730] 10,billion
[722] 2017,announced
[722] announced,amazon
[722] amazon,receive
[722] receive,10
[722] billion,taxpayer
[722] taxpayer,contract
[722] contract,right
[722] right,before
[722] 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:
[328] 10,billion
[290] cloud,computing
[290] computing,contract
[289] tucker,carson
[289] carson,2017
[289] 2017,pentagon
[289] pentagon,announced
[289] announced,10
[289] billion,cloud
[289] contract,march

Top Word Pairs in Tweet in G5:
[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 G6:
[12] charliekirk11,realdonaldtrump
[9] james,mattis
[9] president,trump
[8] teamtrump,realdonaldtrump
[7] gen,mattis
[6] general,mattis
[5] trump,s
[4] realdonaldtrump,s
[4] congress,never
[4] kamalaharris,people

Top Word Pairs in Tweet in G7:
[51] secret,dinner
[50] mattis,secret
[49] defense,secretary
[49] 10,billion
[49] dinner,amazon
[46] amazon,official
[46] official,before
[45] before,10
[45] billion,contract
[42] contract,announced

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

Top Word Pairs in Tweet in G9:
[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 Word Pairs in Tweet in G10:
[56] 10,billion
[52] 1,troubling
[52] troubling,general
[52] general,maddog
[52] maddog,mattis
[52] mattis,corrupt
[52] corrupt,amazon
[52] amazon,now
[52] now,dod
[52] dod,asset

Top Replied-To
Top Replied-To in Entire Graph:
@mm_mattis
@charliekirk11
@estonianxavi
@realsaavedra
@marcorubio
@realdonaldtrump
@mattis_msn
@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 G6:
@realdonaldtrump
@mattis_david
@charliekirk11
@kamalaharris
@whitehouse
@lindseygrahamsc
@lamarthewriter
@teamtrump
@chatbycc
@potus

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

Top Replied-To in G9:
@marcorubio
@thespybrief
@radiofreetom
@urocklive1
@911corlebra777
@emmablu1974
@hope_persists
@dark_falcon7
@amcfarla
@ashleyrparker

Top Replied-To in G10:
@40_head
@klinger_shawna
@saclaur

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

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:
@mcfaul
@riotwomennn
@ngrossman81
@kylegriffin1
@amandionair
@kingstonareif

Top Mentioned in G6:
@realdonaldtrump
@charliekirk11
@potus
@kamalaharris
@secpompeo
@teamtrump
@deptofdefense
@seanhannity
@diamondandsilk
@presssec

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

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

Top Mentioned in G9:
@ninaandtito
@thespybrief
@marcorubio
@javelinablue
@radiofreetom
@urocklive1
@counterchekist
@dry_observer
@felisdave
@chrizap

Top Mentioned in G10:
@40_head
@redpill78
@realsaavedra
@charliekirk11

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

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

Top Tweeters in G2:
@commonpatriot
@petefrt
@riggyqueen
@scrufey21me
@misstree18
@wetfeathers
@cmg_48
@mark_kawada
@tullyframe
@tanya10049407

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:
@leehillerlondon
@monalisazelf
@visionaryck
@joy31608
@kostian_v
@dj_lena
@thenurse75
@tckalways
@socratic1
@akimcampbell

Top Tweeters in G6:
@foxnews
@chatbycc
@dwinfrey72
@cbsnews
@foxbusiness
@doug69
@foreverlogical
@lowcountry1girl
@benshapiro
@dollymad1812

Top Tweeters in G7:
@koltovskoyyakov
@diariodecaracas
@israelnewslinks
@trendolizer
@edourdoo
@gormogons
@infopronetwork
@deenie7940
@bigdru
@smsaideman

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

Top Tweeters in G9:
@bethsinniresist
@caffreyej
@melissajpeltier
@granny_st
@radiofreetom
@20committee
@givengrace1986
@diamond6771
@saysdana
@mattklewis

Top Tweeters in G10:
@danojano
@ziembadenise
@anna12061
@andrefrato
@mlemiller1151
@ccchichester13
@deniseann410
@auwareaglegirl
@rebeccawatter10
@kentuckipatriot


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