Mnuchin, Twitter, 6/19/2019 8:32:35 PM, 200506


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Mnuchin_2019-06-19_10-37-41.xlsx
Mnuchin_2019-06-19_10-37-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 19, 2019
Short Description:
Mnuchin via NodeXL http://bit.ly/2Y2FBgA
@stevenmnuchin1
@jonathanweisman
@b52malmet
@waltshaub
@realdonaldtrump
@arappeport
@crewcrew
@cmclymer
@cindralaluna
@lovesdogs01

Top hashtags:
#tubman20
#trump
#breaking
#taxreturns
#mnuchin
#handmarkedpaperballots

Description:
Description
The graph represents a network of 5,273 Twitter users whose tweets in the requested range contained "Mnuchin", 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 17:39 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, 5-hour, 29-minute period from Friday, 14 June 2019 at 18:29 UTC to Monday, 17 June 2019 at 23:59 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 : 5273
Unique Edges : 6357
Edges With Duplicates : 1074
Total Edges : 7431
Number of Edge Types : 3
Tweet : 786
Mentions : 6216
Replies to : 429
Self-Loops : 786
Reciprocated Vertex Pair Ratio : 0.00398604882909816
Reciprocated Edge Ratio : 0.00794044665012407
Connected Components : 744
Single-Vertex Connected Components : 467
Maximum Vertices in a Connected Component : 3654
Maximum Edges in a Connected Component : 5599
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.360554
Graph Density : 0.000217451862740499
Modularity : 0.770236
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[251] https://www.nytimes.com/2019/06/14/us/politics/harriet-tubman-bill.html
[139] https://about.bgov.com/news/republican-looks-into-how-often-mnuchins-team-flies-first-class/
[124] https://www.newsweek.com/trump-tax-returns-steven-mnuchin-contempt-congress-1443626
[70] https://truepundit.com/doj-defends-mnuchins-refusal-to-hand-over-trumps-tax-returns/
[46] https://www.lamag.com/citythinkblog/louise-linton-steve-mnuchin-trump/
[30] https://thehill.com/homenews/administration/448566-design-leaks-for-harriet-tubman-20-bill-after-mnuchin-announces-delay
[21] https://livestream.com/accounts/1990801/events/8719501/edit?t=1560696612195
[20] https://www.theepochtimes.com/mnuchins-withholding-of-trump-tax-returns-does-not-violate-law-doj_2964192.html
[19] https://livestream.com/accounts/1990801/events/8717383?t=1560531229340
[17] https://saraacarter.com/doj-says-mnuchin-was-right-to-defy-dems-request-for-trumps-tax-return/

Top URLs in Tweet in G1:
[6] https://saraacarter.com/doj-says-mnuchin-was-right-to-defy-dems-request-for-trumps-tax-return/?utm_source=twitter&utm_medium=social&utm_campaign=social-pug
[5] https://www.inquisitr.com/5482555/louise-linton-steve-mnuchin-uncomfortable-donald-trump-jr/
[5] https://www.inquisitr.com/5482555/louise-linton-steve-mnuchin-uncomfortable-donald-trump-jr/#.XQP6CtbJ5sk.twitter
[3] https://www.lamag.com/citythinkblog/louise-linton-steve-mnuchin-trump/
[2] https://twitter.com/ninaandtito/status/900094771724783616
[2] https://twitter.com/ninaandtito/status/1007660079284449280
[2] https://www.cnbc.com/2019/06/14/justice-department-backs-steven-mnuchin-in-trump-tax-return-fight.html
[2] https://talkingpointsmemo.com/news/louise-linton-mnuchin-umcomfortable-don-jr
[2] https://www.nytimes.com/2019/06/14/us/politics/harriet-tubman-bill.html
[2] https://www.aznude.com/view/movie/i/intruder-30627.html

Top URLs in Tweet in G2:
[149] https://www.nytimes.com/2019/06/14/us/politics/harriet-tubman-bill.html
[11] http://tweetedtimes.com/#!/media/nytimes/all
[10] https://www.washingtonpost.com/world/national-security/justice-dept-issues-memo-backing-mnuchins-refusal-to-provide-trumps-tax-returns-to-congress/2019/06/14/3c8b3376-8ee7-11e9-b08e-cfd89bd36d4e_story.html?utm_term=.73ebc0ede169
[9] https://www.lamag.com/citythinkblog/louise-linton-steve-mnuchin-trump/
[9] https://www.nytimes.com/2019/06/14/us/politics/harriet-tubman-bill.html?utm_source=ifttt
[8] https://www.nytimes.com/2019/06/14/us/politics/harriet-tubman-bill.html?partner=IFTTT
[7] https://www.dailykos.com/stories/2019/6/14/1864805/-NYT-Mnunchin-misled-Congress-on-why-Harriet-Tubman-s-image-won-t-appear-on-20-bill-any-time-soon
[7] https://www.nationalmemo.com/report-mnuchin-delayed-harriet-tubman-20-bill-to-avoid-offending-trump/
[6] https://www.newsweek.com/racism-misogyny-rep-ayanna-pressley-blasts-steve-mnuchin-postponing-tubmans-placement-20-1444176
[6] https://www.dailywire.com/news/48466/top-official-debunks-new-york-times-hit-piece-ryan-saavedra

Top URLs in Tweet in G3:
[1] https://www.nytimes.com/2019/04/04/us/politics/steven-mnuchin-ethics-office.html
[1] https://money.cnn.com/2017/10/10/news/economy/treasury-inspector-general-mnuchin-travel/index.html
[1] https://www.politico.com/story/2018/03/15/steven-mnuchin-plane-travel-cost-421176
[1] https://www.lamag.com/citythinkblog/louise-linton-steve-mnuchin-trump/
[1] https://twitter.com/waltshaub/status/1139882814621585408
[1] https://twitter.com/waltshaub/status/1139881378970050560

Top URLs in Tweet in G4:
[6] https://twitter.com/lcars_24/status/1140044679200722944
[2] https://twitter.com/waltshaub/status/1139881389707411457
[2] https://twitter.com/rbreich/status/1140047349651136513
[1] https://www.washingtonpost.com/news/politics/wp/2019/06/14/justice-dept-issues-legal-opinion-backing-mnuchins-refusal-to-turn-over-trumps-tax-returns-to-congress/
[1] https://about.bgov.com/news/republican-looks-into-how-often-mnuchins-team-flies-first-class/
[1] https://twitter.com/bettemidler/status/1140072752050843650
[1] https://www.huffpost.com/entry/louise-linton-steve-mnuchin-sucks-to-be-hated_n_5d035e86e4b0dc17ef07a333

Top URLs in Tweet in G5:
[19] https://www.nytimes.com/2019/06/14/us/politics/harriet-tubman-bill.html
[1] https://about.bgov.com/news/republican-looks-into-how-often-mnuchins-team-flies-first-class/
[1] https://twitter.com/lisaabramowicz1/status/1139525167498108928
[1] https://nyti.ms/2IgS5f6
[1] https://thehill.com/homenews/administration/448566-design-leaks-for-harriet-tubman-20-bill-after-mnuchin-announces-delay

Top URLs in Tweet in G6:
[10] https://www.nytimes.com/2019/06/14/us/politics/harriet-tubman-bill.html

Top URLs in Tweet in G7:
[132] https://about.bgov.com/news/republican-looks-into-how-often-mnuchins-team-flies-first-class/
[13] https://trib.al/zNc0bIK
[1] https://www.politico.com/story/2019/06/11/trump-treasury-department-diversity-mnuchin-1359089
[1] https://twitter.com/costareports/status/1135947163404554241
[1] https://twitter.com/politicsnations/status/1140206655570763776
[1] https://www.lamag.com/citythinkblog/louise-linton-steve-mnuchin-trump/

Top URLs in Tweet in G8:
[3] https://www.lamag.com/citythinkblog/louise-linton-steve-mnuchin-trump/
[2] https://www.nytimes.com/2019/06/14/us/politics/harriet-tubman-bill.html?emc=rss&partner=rss&utm_source=dlvr.it&utm_medium=twitter
[1] https://about.bgov.com/news/republican-looks-into-how-often-mnuchins-team-flies-first-class/

Top URLs in Tweet in G9:
[2] https://www.nytimes.com/2019/06/14/us/politics/harriet-tubman-bill.html?partner=IFTTT
[2] https://www.nytimes.com/2019/06/14/us/politics/harriet-tubman-bill.html
[1] https://t.e2ma.net/message/r00wnc/31tdhp
[1] https://twitter.com/i/events/1131315659999105024
[1] https://twitter.com/i/events/1139510284144349185
[1] https://www.pbs.org/newshour/nation/harriet-tubman-20-bill-design-delayed-past-2020
[1] https://www.dailywire.com/news/48466/top-official-debunks-new-york-times-hit-piece-ryan-saavedra
[1] https://www.nytimes.com/2019/06/14/us/politics/trump-tax-returns-justice-department.html

Top URLs in Tweet in G10:
[120] https://www.newsweek.com/trump-tax-returns-steven-mnuchin-contempt-congress-1443626
[1] https://about.bgov.com/news/republican-looks-into-how-often-mnuchins-team-flies-first-class/

Top Domains
Top Domains in Tweet in Entire Graph:
[307] nytimes.com
[158] twitter.com
[140] newsweek.com
[139] bgov.com
[103] tweetedtimes.com
[70] truepundit.com
[62] trib.al
[49] lamag.com
[41] thehill.com
[40] livestream.com

Top Domains in Tweet in G1:
[13] twitter.com
[11] inquisitr.com
[7] saraacarter.com
[3] lamag.com
[2] washingtonpost.com
[2] cnbc.com
[2] talkingpointsmemo.com
[2] nytimes.com
[2] aznude.com
[1] grassrootsdempolitics.com

Top Domains in Tweet in G2:
[185] nytimes.com
[98] tweetedtimes.com
[66] twitter.com
[11] newsweek.com
[11] washingtonpost.com
[10] lamag.com
[9] nationalmemo.com
[9] dailywire.com
[7] dailykos.com
[6] huffpost.com

Top Domains in Tweet in G3:
[2] twitter.com
[1] nytimes.com
[1] cnn.com
[1] politico.com
[1] lamag.com

Top Domains in Tweet in G4:
[11] twitter.com
[1] washingtonpost.com
[1] bgov.com
[1] huffpost.com

Top Domains in Tweet in G5:
[19] nytimes.com
[1] bgov.com
[1] twitter.com
[1] nyti.ms
[1] thehill.com

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

Top Domains in Tweet in G7:
[132] bgov.com
[13] trib.al
[2] twitter.com
[1] politico.com
[1] lamag.com

Top Domains in Tweet in G8:
[3] lamag.com
[2] nytimes.com
[1] bgov.com

Top Domains in Tweet in G9:
[5] nytimes.com
[2] twitter.com
[1] e2ma.net
[1] pbs.org
[1] dailywire.com

Top Domains in Tweet in G10:
[120] newsweek.com
[1] bgov.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[91] tubman20
[68] trump
[50] breaking
[48] taxreturns
[47] mnuchin
[35] handmarkedpaperballots
[21] harriettubman
[14] flagday
[13] johnmccainday
[12] currency



Top Hashtags in Tweet in G1:
[46] trump
[44] taxreturns
[5] constitutional
[5] experts
[5] ag
[5] williambarr
[5] louiselinton
[3] justicedepartment
[2] mnuchin
[2] maga

Top Hashtags in Tweet in G2:
[15] mnuchin
[6] trump
[5] news
[4] harriettubman
[3] trumptaxreturns
[2] foxnews
[2] doj
[2] politics
[2] barr
[2] criminals

Top Hashtags in Tweet in G4:
[6] devoss
[6] trump
[6] kushner
[6] mulvaney
[6] mnuchin
[1] trumpclass
[1] ditchmitch

Top Hashtags in Tweet in G5:
[4] tubman20

Top Hashtags in Tweet in G7:
[4] mnuchin
[4] condon
[3] alexacosta
[2] putinspuppet
[2] williambarr
[1] epstein
[1] derangeddonald
[1] trumpstockmarket
[1] trumponomics

Top Hashtags in Tweet in G9:
[84] tubman20
[13] flagday
[13] johnmccainday
[1] foreclosureking
[1] fakenews
[1] trending
[1] news

Top Words
Top Words in Tweet in Entire Graph:
[2645] Words in Sentiment List#1: Positive
[4648] Words in Sentiment List#2: Negative
[17] Words in Sentiment List#3: Angry/Violent
[109110] Non-categorized Words
[116403] Total Words
[3294] mnuchin
[1510] 20
[1419] s
[1416] harriet
[1406] tubman

Top Words in Tweet in G1:
[580] stevenmnuchin1
[556] congress
[528] law
[520] doj
[516] over
[516] returns
[514] saracarterdc
[513] turn
[510] use
[509] following

Top Words in Tweet in G2:
[439] mnuchin
[274] see
[252] bill
[246] 20
[231] tubman
[229] harriet
[197] delayed
[186] design
[120] trump
[110] s

Top Words in Tweet in G3:
[450] waltshaub
[401] government
[399] official
[278] asset
[278] help
[278] office
[277] agrees
[277] divest
[277] fiancée
[277] fool

Top Words in Tweet in G4:
[531] never
[530] see
[309] mnuchin
[298] b52malmet
[287] tax
[273] s
[272] returns
[269] jail
[263] inside
[263] cell

Top Words in Tweet in G5:
[321] harriet
[321] tubman
[311] mnuchin
[298] 20
[269] delayed
[253] steve
[252] years
[252] technical
[252] reasons
[251] remember

Top Words in Tweet in G6:
[229] mnuchin
[190] 20
[182] tubman
[181] harriet
[180] arappeport
[169] bill
[168] design
[163] s
[163] steven
[161] here

Top Words in Tweet in G7:
[160] mnuchin
[138] crewcrew
[136] steve
[133] s
[132] congress
[132] know
[132] team
[132] flies
[132] first
[132] class

Top Words in Tweet in G8:
[152] harriet
[150] mnuchin
[150] tubman
[148] 20
[144] bill
[140] let's
[140] absolutely
[140] clear
[140] trump
[140] pence

Top Words in Tweet in G9:
[182] design
[117] nytimes
[92] treasury
[92] s
[89] before
[85] far
[84] twittermoments
[84] #tubman20
[84] preliminary
[84] obtained

Top Words in Tweet in G10:
[122] tax
[122] returns
[121] congress
[121] alyssa_milano
[120] 160
[120] days
[120] democratic
[120] majority
[120] trump's
[8] mnuchin

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1356] harriet,tubman
[1164] tubman,20
[1020] 20,bill
[720] steve,mnuchin
[684] tax,returns
[613] returns,congress
[592] turn,over
[576] law,refusing
[550] never,see
[524] refusing,turn

Top Word Pairs in Tweet in G1:
[513] turn,over
[511] returns,congress
[509] doj,stevenmnuchin1
[509] stevenmnuchin1,following
[509] following,law
[509] law,refusing
[509] refusing,turn
[509] over,returns
[509] congress,use
[508] saracarterdc,doj

Top Word Pairs in Tweet in G2:
[229] 20,bill
[221] harriet,tubman
[206] tubman,20
[190] mnuchin,delayed
[173] bill,mnuchin
[171] see,design
[170] design,harriet
[98] delayed,see
[98] see,more
[79] story,see

Top Word Pairs in Tweet in G3:
[395] waltshaub,official
[277] official,agrees
[277] agrees,divest
[277] divest,asset
[277] asset,fiancée
[277] fiancée,help
[277] help,fool
[277] fool,office
[277] office,government
[277] government,ethics

Top Word Pairs in Tweet in G4:
[527] never,see
[270] tax,returns
[265] s,tax
[263] mnuchin,never
[263] see,inside
[263] inside,jail
[263] jail,cell
[261] raise,hand
[261] hand,think
[261] think,never

Top Word Pairs in Tweet in G5:
[320] harriet,tubman
[294] tubman,20
[253] steve,mnuchin
[252] technical,reasons
[251] remember,steve
[251] mnuchin,told
[251] told,harriet
[251] 20,delayed
[251] delayed,6
[251] 6,years

Top Word Pairs in Tweet in G6:
[181] harriet,tubman
[178] tubman,20
[168] 20,bill
[167] design,harriet
[163] steven,mnuchin
[161] here,s
[161] s,early
[161] early,design
[161] bill,created
[161] created,bureau

Top Word Pairs in Tweet in G7:
[136] steve,mnuchin
[132] congress,know
[132] know,steve
[132] mnuchin,s
[132] s,team
[132] team,flies
[132] flies,first
[132] first,class
[131] crewcrew,congress
[13] craig,phillips

Top Word Pairs in Tweet in G8:
[150] harriet,tubman
[148] tubman,20
[144] 20,bill
[140] let's,absolutely
[140] absolutely,clear
[140] clear,trump
[140] trump,pence
[140] pence,ordering
[140] ordering,mnuchin
[140] mnuchin,delay

Top Word Pairs in Tweet in G9:
[84] #tubman20,preliminary
[84] preliminary,design
[84] design,obtained
[84] obtained,nytimes
[84] nytimes,demonstrates
[84] demonstrates,bill's
[84] bill's,design
[84] design,far
[84] far,along
[84] along,before

Top Word Pairs in Tweet in G10:
[122] tax,returns
[120] 160,days
[120] days,democratic
[120] democratic,majority
[120] majority,congress
[120] congress,trump's
[120] trump's,tax
[119] alyssa_milano,160
[4] never,see
[3] steve,mnuchin

Top Replied-To
Top Replied-To in Entire Graph:
@b52malmet
@realdonaldtrump
@speakerpelosi
@tribelaw
@stevenmnuchin1
@charliekirk11
@tapestryofpeace
@bettemidler
@drjasonjohnson
@sengillibrand

Top Replied-To in G1:
@realdonaldtrump
@stevenmnuchin1
@b_ofrights
@tjayjt
@ninaandtito
@saysdana
@jamesfourm
@bobmarsdale
@davidaxelrod
@whitehouse

Top Replied-To in G2:

Top Replied-To in G3:
@waltshaub

Top Replied-To in G4:
@b52malmet
@villagecrone36
@pippercat
@resistancenow77

Top Replied-To in G5:
@parkse
@yashar
@jonathanweisman

Top Replied-To in G6:
@arappeport

Top Replied-To in G7:
@crewcrew
@business
@macinca19

Top Replied-To in G8:
@cmclymer

Top Replied-To in G9:
@nytimes
@howodd69
@ponokyo
@larsp2740
@astoraaron
@donaldjtrumpjr
@osxanalyst

Top Replied-To in G10:
@alyssa_milano

Top Mentioned
Top Mentioned in Entire Graph:
@stevenmnuchin1
@saracarterdc
@waltshaub
@b52malmet
@jonathanweisman
@arappeport
@cmclymer
@crewcrew
@nytimes
@alyssa_milano

Top Mentioned in G1:
@stevenmnuchin1
@saracarterdc
@ninaandtito
@realdonaldtrump
@emolclause
@tomiahonen
@dark_wisdom_
@foxnews
@jamesfourm
@macfinn44

Top Mentioned in G2:
@notcomey
@simtranauthor
@peteggriffin
@mcdermottmike1
@joanneh48055804
@quxluper
@debbidelicious
@jstaskin

Top Mentioned in G3:
@waltshaub
@alamoontherise
@rhonda_harbison
@b52malmet
@normornstein
@lynnepena75
@ddm4zebradebra

Top Mentioned in G4:
@b52malmet
@sbrndll
@patricialeapens
@waltshaub
@danascottlo
@fingregg
@williamclarke59
@crewcrew
@repjayapal
@rebeccastrong16

Top Mentioned in G5:
@jonathanweisman
@sapinker
@yashar
@adamcbest
@kfile
@twittermoments
@nytimes
@arappeport
@nycsouthpaw
@jaketapper

Top Mentioned in G6:
@arappeport
@scottbix
@jonathanweisman
@ericliptonnyt
@maddowblog
@waltshaub
@twittermoments
@melissa89431446
@mjsmith_94
@yashar

Top Mentioned in G7:
@crewcrew
@business
@jonlemire
@jonathanweisman
@waltshaub
@deborah09659147
@ninaandtito
@naomifrances1
@karla_handley
@cmclymer

Top Mentioned in G8:
@cmclymer
@jonathanweisman
@rosiegray
@tomiahonen
@crewcrew
@ninaandtito
@arappeport
@thecyanpost
@sapinker

Top Mentioned in G9:
@nytimes
@twittermoments
@jmcjohnson
@larsp2740
@osxanalyst
@arappeport
@thebeatdc
@retronewsnow
@cmclymer
@sh00pz

Top Mentioned in G10:
@alyssa_milano
@b52malmet
@crewcrew
@newsweek
@cmclymer
@jonathanweisman

Top Tweeters
Top Tweeters in Entire Graph:
@soldier_777
@juanmuriango
@tomthunkitsmind
@the_news_diva
@rashidaldosari
@lopezgovlaw
@commonpatriot
@mattmurph24
@joefreedomlove
@manmet80

Top Tweeters in G1:
@juanmuriango
@homerwhite
@huffpost
@harrietbaldwin
@foxnews
@kentpg
@caffreyej
@dawalf
@summer7570
@sissywillis

Top Tweeters in G2:
@lopezgovlaw
@israelnewslinks
@kaijuking23
@esif22
@shankargallery
@drpatfarrell
@hedgebz
@edaccessible
@12news
@drwilda

Top Tweeters in G3:
@rhonda_harbison
@victory1261
@dwntwndave
@liskaaz
@100concerned
@aprilstearns
@wildwestpie
@kimpy123
@patty_hawthorne
@pamelafbrockman

Top Tweeters in G4:
@tinyboo49
@iamforeverblue2
@netdog713
@jacquelinehine1
@safiyahnoor1
@resistancenow77
@b52malmet
@schenck
@rileyruson
@smokeyvera

Top Tweeters in G5:
@mattmurph24
@akuma_river
@gpwriter
@robinmcouch
@gurrdygirl
@srauer20
@geegeebythesea
@irhystay
@nycsouthpaw
@younicks

Top Tweeters in G6:
@rashidaldosari
@laprofe63
@cabird6
@dardar1126
@sanacardi
@bts_quaking
@terry_mcfly
@dodi70
@jesusnarrowway
@erupton

Top Tweeters in G7:
@phillip92321
@tradnews_
@netminnow
@business
@castonchris
@grannynannynews
@penneyewart
@shellitweetz
@oteachjohn
@jhcpw

Top Tweeters in G8:
@manchuriandevil
@weskusgogga
@mampdx
@_ben_franklin1
@enidlogan
@cmclymer
@foundin77
@papacandelaria
@giantponygp
@ktwolf

Top Tweeters in G9:
@newc88
@nytimes
@prehab212
@citizenwonk
@texasinafrica
@lmjb
@disney_worldd
@kellismith15
@lesliemarshall
@simpsonn019

Top Tweeters in G10:
@sherrilee7
@anchorsend1
@djradar
@feinberg_linda
@piranhadinsdale
@annemarieflynn2
@davequast
@doglovingfool
@tmcuseocuseo
@jylaven