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mattis_2019-07-17_13-53-52.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
July 18, 2019
Short Description:
mattis via NodeXL http://bit.ly/2O41mfB
@kylegriffin1
@sirajahashmi
@timobrien
@realdonaldtrump
@bryandawsonusa
@moeoilver
@amy_siskind
@billkristol
@billybaldwin
@keithboykin

Top hashtags:
#defendmattis
#mattis
#maga
#trump
#14juillet
#pokitto
#smartnews

Description:
Description
The graph represents a network of 5,229 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, 17 July 2019 at 20:54 UTC.

The requested start date was Tuesday, 16 July 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, 7-hour, 42-minute period from Friday, 12 July 2019 at 16:18 UTC to Tuesday, 16 July 2019 at 00:00 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 : 5229
Unique Edges : 5714
Edges With Duplicates : 552
Total Edges : 6266
Number of Edge Types : 3
Mentions : 5428
Replies to : 430
Tweet : 408
Self-Loops : 408
Reciprocated Vertex Pair Ratio : 0.00782957028404953
Reciprocated Edge Ratio : 0.0155374887082204
Connected Components : 374
Single-Vertex Connected Components : 167
Maximum Vertices in a Connected Component : 3934
Maximum Edges in a Connected Component : 4448
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.368878
Graph Density : 0.00020247126883312
Modularity : 0.7882
NodeXL Version : 1.0.1.416

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[18] https://www.huffpost.com/entry/no-defense-secretary-trump-mattis_n_5d2887d5e4b0060b11eaffb2
[6] https://m.huffpost.com/us/entry/us_5d2887d5e4b0060b11eaffb2?utm_campaign=hp_fb_pages§ion=politics&utm_medium=facebook&ncid=fcbklnkushpmg00000013&utm_source=politics_fb
[6] https://dailycaller.com/2019/07/08/amazon-dod-james-mattis/
[4] https://www.pbs.org/newshour/world/u-s-has-no-evidence-of-syrian-use-of-sarin-gas-mattis-says
[4] https://www.apnews.com/ce5a27679ec7442283a372d7f3b67e92?utm_source=newsletter&utm_medium=email&utm_campaign=newsletter_axiosam&stream=top
[3] https://www.pbs.org/newshour/politics/trump-nominates-esper-to-be-defense-chief-succeeding-mattis
[3] https://twitter.com/julienodoul/status/1150117079045066752
[3] http://www.wmal.com/2019/07/15/trump-nominates-esper-to-be-defense-chief-succeeding-mattis/
[3] https://twitter.com/MarcusReports/status/1150848339635843073
[3] https://www.dispatch.com/news/20190713/ohio-missing-persons-day-aims-to-ensure-loved-ones-arent-forgotten

Top URLs in Tweet in G2:
[3] https://m.huffpost.com/us/entry/us_5d2887d5e4b0060b11eaffb2

Top URLs in Tweet in G3:
[1] https://www.apnews.com/ce5a27679ec7442283a372d7f3b67e92?utm_source=newsletter&utm_medium=email&utm_campaign=newsletter_axiosam&stream=top

Top URLs in Tweet in G5:
[10] https://www.huffpost.com/entry/no-defense-secretary-trump-mattis_n_5d2887d5e4b0060b11eaffb2
[6] https://m.huffpost.com/us/entry/us_5d2887d5e4b0060b11eaffb2?utm_campaign=hp_fb_pages§ion=politics&utm_medium=facebook&ncid=fcbklnkushpmg00000013&utm_source=politics_fb
[2] https://www.bloomberg.com/news/articles/2018-12-26/trump-visits-troops-in-iraq-after-dismissing-pentagon-s-mattis
[2] https://www.entornointeligente.com/nstor-mattis-se-esfuma-antes-de-allanamiento
[2] https://jellybtn.onelink.me/1794307332?pid=JELLY&c=Community_TwitterShoutout
[2] https://www.stripes.com/news/us/pentagon-in-longest-ever-stretch-of-leadership-limbo-1.590011
[2] https://adoptiondoctors.com/all-courses-2/
[2] https://www.wsj.com/articles/generals-fall-out-of-favor-as-trump-advisers-11563200329
[2] https://www.pbs.org/newshour/politics/trump-nominates-esper-to-be-defense-chief-succeeding-mattis
[1] https://twitter.com/Allan78727186/status/1149720671762538496

Top URLs in Tweet in G6:
[1] https://www.nytimes.com/2018/12/22/world/brett-mcgurk-isis-resign.html

Top URLs in Tweet in G7:
[1] http://fox6now.com/2019/07/15/president-trump-nominates-esper-to-be-defense-chief-succeeding-mattis/
[1] https://twitter.com/VincentCrypt46/status/1150553157245841410
[1] https://twitter.com/justanavywife/status/804531983456014336
[1] https://dispatchesfrompinehurst.com/2016/12/03/fear-not-the-generals/
[1] https://www.dailysabah.com/war-on-terror/2019/07/12/turkeys-huge-deployment-signals-extensive-offensive-east-of-euphrates
[1] https://twitter.com/msnbc/status/1150693299403010048
[1] https://trib.al/QK1ix00
[1] https://downloads.frc.org/EF/EF19B09.pdf
[1] https://thehill.com/policy/defense/452691-joint-chiefs-nominee-trumps-transgender-policy-about-standards
[1] https://www.militarytimes.com/news/your-military/2018/05/03/naturalizations-drop-65-percent-for-service-members-seeking-citizenship-after-mattis-memo/

Top URLs in Tweet in G8:
[1] https://twitter.com/marcusreports/status/1150848339635843073
[1] https://www.nbcnews.com/politics/white-house/acting-defense-secretary-patrick-shanahan-will-step-down-acting-post-n1018921

Top URLs in Tweet in G9:
[1] https://www.washingtonpost.com/world/europe/british-ambassador-to-the-us-kim-darroch-resigns-after-trump-criticism/2019/07/10/bf9be976-a301-11e9-bd56-eac6bb02d01d_story.html?utm_term=.c2d204d1d37c
[1] https://www.apnews.com/ce5a27679ec7442283a372d7f3b67e92?utm_source=newsletter&utm_medium=email&utm_campaign=newsletter_axiosam&stream=top

Top URLs in Tweet in G10:
[1] https://twitter.com/vmsalama/status/1150790868531580928
[1] https://www.apnews.com/ce5a27679ec7442283a372d7f3b67e92?utm_source=newsletter&utm_medium=email&utm_campaign=newsletter_axiosam&stream=top

Top Domains
Top Domains in Tweet in Entire Graph:
[66] twitter.com
[32] huffpost.com
[11] wsj.com
[8] pbs.org
[7] instagram.com
[7] apnews.com
[6] youtube.com
[6] handball-world.news
[6] dailycaller.com
[5] facebook.com

Top Domains in Tweet in G2:
[3] huffpost.com

Top Domains in Tweet in G3:
[1] apnews.com

Top Domains in Tweet in G5:
[18] huffpost.com
[15] twitter.com
[6] handball-world.news
[5] instagram.com
[3] gracemorphoto.com
[3] facebook.com
[3] paction.us
[3] wsj.com
[3] pbs.org
[3] news12.com

Top Domains in Tweet in G6:
[1] nytimes.com

Top Domains in Tweet in G7:
[3] twitter.com
[1] fox6now.com
[1] dispatchesfrompinehurst.com
[1] dailysabah.com
[1] trib.al
[1] frc.org
[1] thehill.com
[1] militarytimes.com

Top Domains in Tweet in G8:
[1] twitter.com
[1] nbcnews.com

Top Domains in Tweet in G9:
[1] washingtonpost.com
[1] apnews.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[37] defendmattis
[16] mattis
[9] maga
[8] trump
[7] 14juillet
[5] pokitto
[4] smartnews
[4] jetsetwilly
[4] marinecorps
[4] saudi



Top Hashtags in Tweet in G2:
[1] joncoopertweets

Top Hashtags in Tweet in G4:
[1] maga

Top Hashtags in Tweet in G5:
[6] mattis
[3] maga
[2] smartnews
[2] deplorables
[2] kag
[2] trump
[2] tcot
[2] usmc
[2] acting
[1] bsg

Top Hashtags in Tweet in G7:
[3] maga
[3] military
[2] trump
[2] generals
[2] leadership
[2] trumpcabinet
[2] marshall
[2] flynn
[2] mattis
[1] forgettysburgaddress

Top Hashtags in Tweet in G9:
[1] mattis

Top Words
Top Words in Tweet in Entire Graph:
[5492] Words in Sentiment List#1: Positive
[1823] Words in Sentiment List#2: Negative
[167] Words in Sentiment List#3: Angry/Violent
[107958] Non-categorized Words
[115342] Total Words
[2921] trump
[2341] price
[2141] priebus
[1850] flynn
[1831] mattis

Top Words in Tweet in G1:
[1453] comey
[1453] kylegriffin1
[1451] top
[1451] trump
[1451] departures
[1451] flynn
[1451] walsh
[1451] dubke
[1451] mcfarland
[1451] spicer

Top Words in Tweet in G2:
[636] trump
[635] price
[547] cabinet
[546] alex
[546] acosta
[546] now
[546] member
[546] resign
[546] fired
[546] office

Top Words in Tweet in G3:
[346] mattis
[342] timobrien
[341] jim
[340] seven
[340] months
[340] resigned
[340] u
[340] s
[340] still
[340] confirmed

Top Words in Tweet in G4:
[236] trump
[234] longest
[234] stretch
[234] secretary
[234] defense
[234] months
[228] sets
[228] new
[228] record
[228] pentagon

Top Words in Tweet in G5:
[180] mattis
[62] defense
[55] trump
[41] secretary
[32] months
[28] s
[27] resignation
[26] 7
[25] still
[25] u

Top Words in Tweet in G6:
[163] mattis
[147] mcmaster
[147] billkristol
[147] world
[146] rationalizers
[146] third
[146] coats
[145] early
[145] trump's
[145] reckless

Top Words in Tweet in G7:
[93] mattis
[56] realdonaldtrump
[53] trump
[43] tillerson
[43] sessions
[40] price
[35] nielsen
[34] cabinet
[34] tom
[32] jeff

Top Words in Tweet in G8:
[155] defense
[155] secretary
[152] mattis
[152] resigned
[150] acting
[150] december
[148] amy_siskind
[117] confirmed
[116] still
[114] fast

Top Words in Tweet in G9:
[147] mattis
[143] trump
[138] flynn
[136] kelly
[136] tillerson
[135] acosta
[134] keithboykin
[133] shanahan
[132] nielsen
[132] zinke

Top Words in Tweet in G10:
[114] mattis
[105] verambergen
[90] resigned
[89] confirmed
[89] defense
[88] seven
[88] months
[88] still
[88] longest
[88] such

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1700] flynn,walsh
[1700] walsh,comey
[1700] comey,dubke
[1700] dubke,mcfarland
[1700] spicer,priebus
[1700] priebus,mooch
[1700] mooch,bannon
[1700] bannon,gorka
[1700] gorka,icahn
[1700] icahn,price

Top Word Pairs in Tweet in G1:
[1451] top,trump
[1451] trump,departures
[1451] departures,flynn
[1451] flynn,walsh
[1451] walsh,comey
[1451] comey,dubke
[1451] dubke,mcfarland
[1451] spicer,priebus
[1451] priebus,mooch
[1451] mooch,bannon

Top Word Pairs in Tweet in G2:
[546] alex,acosta
[546] acosta,now
[546] cabinet,member
[546] member,resign
[546] resign,fired
[546] fired,trump
[546] office,tom
[546] tom,price
[546] price,reince
[544] sirajahashmi,alex

Top Word Pairs in Tweet in G3:
[341] jim,mattis
[340] seven,months
[340] months,jim
[340] mattis,resigned
[340] resigned,u
[340] u,s
[340] s,still
[340] still,confirmed
[340] confirmed,defense
[340] defense,secretary

Top Word Pairs in Tweet in G4:
[228] trump,sets
[228] sets,new
[228] new,record
[228] record,longest
[228] longest,stretch
[228] stretch,pentagon
[228] pentagon,history
[228] history,without
[228] without,permanent
[228] permanent,secretary

Top Word Pairs in Tweet in G5:
[33] defense,secretary
[25] u,s
[24] s,still
[23] still,permanent
[23] 7,months
[23] months,mattis
[23] mattis,resignation
[22] permanent,defense
[22] secretary,7
[21] jim,mattis

Top Word Pairs in Tweet in G6:
[147] mattis,mcmaster
[146] third,world
[145] early,rationalizers
[145] rationalizers,trump's
[145] trump's,reckless
[145] reckless,third
[145] world,type
[145] type,demagogue
[145] demagogue,mattis
[145] mcmaster,coats

Top Word Pairs in Tweet in G7:
[34] tom,price
[31] rex,tillerson
[30] jeff,sessions
[28] kirstjen,nielsen
[19] eight,prior
[19] prior,trump
[19] trump,cabinet
[19] cabinet,officials
[19] officials,left
[19] left,office

Top Word Pairs in Tweet in G8:
[153] defense,secretary
[152] mattis,resigned
[150] secretary,mattis
[150] resigned,december
[117] confirmed,defense
[116] still,confirmed
[114] fast,still
[114] december,patrick
[114] patrick,shanahan
[114] shanahan,acting

Top Word Pairs in Tweet in G9:
[132] acosta,shanahan
[132] shanahan,nielsen
[132] nielsen,mattis
[132] mattis,zinke
[132] zinke,kelly
[132] kelly,sessions
[132] sessions,haley
[132] haley,pruitt
[132] pruitt,tillerson
[132] tillerson,flynn

Top Word Pairs in Tweet in G10:
[88] seven,months
[88] mattis,resigned
[88] still,confirmed
[88] confirmed,defense
[88] longest,such
[88] such,stretch
[84] months,mattis
[84] resigned,still
[84] defense,chief
[84] chief,longest

Top Replied-To
Top Replied-To in Entire Graph:
@mattis_msn
@stephan0523
@mattis_om
@realdonaldtrump
@jayjaybrown97
@rileycompton1
@aidan_mattis
@rafay_nasir
@vincentcrypt46
@azy_ote

Top Replied-To in G1:
@kylegriffin1

Top Replied-To in G3:
@timobrien
@ballerinax
@marty_lederman
@zathras3

Top Replied-To in G4:
@joncoopertweets

Top Replied-To in G6:
@therickwilson
@billkristol
@nikkihaley
@gannon_donna

Top Replied-To in G7:
@realdonaldtrump
@lindseygrahamsc
@anthonyasaro2
@mahsuni__
@trustnbtc
@solusnan1
@romancatholica
@randy_renner
@stevedaines
@maganificently

Top Replied-To in G10:
@verambergen
@patrickiber

Top Mentioned
Top Mentioned in Entire Graph:
@kylegriffin1
@sirajahashmi
@timobrien
@bryandawsonusa
@amy_siskind
@billkristol
@keithboykin
@verambergen
@billybaldwin
@timkennedymma

Top Mentioned in G1:
@kylegriffin1
@mschmitt9

Top Mentioned in G2:
@sirajahashmi
@kylegriffin1
@antigopmvmt

Top Mentioned in G3:
@timobrien
@kylegriffin1
@sirajahashmi
@maxboot
@mjgerson
@jacklgoldsmith
@bjoycollins

Top Mentioned in G4:
@bryandawsonusa
@kylegriffin1
@timobrien

Top Mentioned in G5:
@internaldevhost
@ivbaoshi
@corley_kurt
@ekremorenyol
@yagchri
@roxann_minerals

Top Mentioned in G6:
@billkristol
@timobrien
@kylegriffin1
@sirajahashmi
@therickwilson
@gtconway3d
@nikkihaley
@johnbrennan
@bryandawsonusa
@_580303462788

Top Mentioned in G7:
@realdonaldtrump
@acnewsitics
@potus
@majic12anon
@cnn
@jim_jordan
@leeholly81
@robbystarbuck
@genflynn
@sirajahashmi

Top Mentioned in G8:
@amy_siskind
@sirajahashmi
@kylegriffin1
@timobrien
@bryandawsonusa

Top Mentioned in G9:
@keithboykin
@evan_rosenfeld
@kylegriffin1
@sirajahashmi
@timobrien
@bryandawsonusa
@amy_siskind
@robertburnsap
@billkristol

Top Mentioned in G10:
@verambergen
@timobrien
@iamthewarax
@sirajahashmi
@kylegriffin1
@adamweinstein
@katechief
@billkristol
@mrdanzak

Top Tweeters
Top Tweeters in Entire Graph:
@entornoi
@robinsnewswire
@jurylady5
@cloudwanderer3
@gottalaff
@rocketnews1
@cherokeesher2
@manmet80
@bannerite
@phillip92321

Top Tweeters in G1:
@robinsnewswire
@sws_edu
@sullyanne1
@saintwalker98
@teetweetshere
@beverlynotmypre
@jcr914
@copperbird7
@morr_1980
@jmhamiltonblog

Top Tweeters in G2:
@manmet80
@mms5048
@shipa123
@spryguy
@fj_newman
@rebellegrrl
@semanadrea
@jonathanjewel
@margo94
@mjanemarshall

Top Tweeters in G3:
@cherokeesher2
@debilu2
@jeffersonobama
@princessbravato
@cblazblaz
@barbaraward235
@coton_luver
@redboybroken
@rabidbadger
@ballerinax

Top Tweeters in G4:
@bannerite
@inspiteoftrump
@sueleugers
@1chefdiva
@castonchris
@margaritateresa
@jailingtrump
@deansherrys
@lllwry
@annh1958

Top Tweeters in G5:
@entornoi
@rocketnews1
@cahulaan
@expansionmx
@venmedios
@filterednews
@edourdoo
@jcomm_newsfeeds
@quorumcall
@pdp00000001

Top Tweeters in G6:
@cheezwitham
@givemepie360
@antipandemonium
@madamend
@therickwilson
@kat223
@joshpainter2154
@bigforkgirl
@m1chellemor3no
@paolo_sf

Top Tweeters in G7:
@thehill
@solusnan1
@foxnews
@limeylizzie
@vabvox
@resistancenow77
@fox6now
@abc
@cnn
@usafmedic21

Top Tweeters in G8:
@phillip92321
@jodotcom
@reggiebub
@pameladubsky49
@dprnesq
@janattheocean
@cos2mwiz2
@_reaalamerican_
@michelleking66
@sisterwriter

Top Tweeters in G9:
@begiiigiles
@gracels
@writer6
@adjordan
@jimmy_jarkarta
@middleamericams
@monctonscout
@evilmoments
@dgrassmuck
@trgdyann

Top Tweeters in G10:
@metaquest
@pecunium
@raypride
@kw1979
@faraiwe
@quick13
@loubjohnson
@daniellegembala
@politics_nyy
@crowmogh


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