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Wilbur Ross_2019-06-19_12-48-28.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 19, 2019
Short Description:
Wilbur Ross via NodeXL http://bit.ly/2Y2Zm7K
@markmagnier
@realsaavedra
@actbrigitte
@tomperez
@carlosv59568481
@canadiensfan
@realdonaldtrump
@funder
@secretaryross
@palmerreport

Top hashtags:
#2020census
#aerospace
#parisairshow
#wilburross
#indiaideassummit
#china

Description:
Description
The graph represents a network of 5,084 Twitter users whose tweets in the requested range contained "Wilbur Ross", 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 19:50 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, 13-hour, 9-minute period from Thursday, 13 June 2019 at 10:50 UTC to Tuesday, 18 June 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 : 5084
Unique Edges : 5471
Edges With Duplicates : 462
Total Edges : 5933
Number of Edge Types : 3
Mentions : 4934
Replies to : 281
Tweet : 718
Self-Loops : 718
Reciprocated Vertex Pair Ratio : 0.00218427323272438
Reciprocated Edge Ratio : 0.00435902516346344
Connected Components : 587
Single-Vertex Connected Components : 379
Maximum Vertices in a Connected Component : 3962
Maximum Edges in a Connected Component : 4799
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.479652
Graph Density : 0.000195302432801955
Modularity : 0.829252
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[46] https://www.cnbc.com/2019/06/17/trump-perfectly-happy-to-slap-further-tariffs-on-china-wilbur-ross.html
[44] https://www.zerohedge.com/news/2019-06-16/wilbur-ross-warns-not-expect-us-china-deal-g-20-meeting
[43] https://crooksandliars.com/2019/06/wilbur-ross-promotes-ivankas-businesses
[42] https://www.thedailybeast.com/dead-republican-is-more-forthcoming-than-william-barr-and-wilbur-ross?source=twitter&via=desktop
[28] https://trib.al/uIoDZvd
[24] https://www.cbsnews.com/news/house-oversight-committee-votes-on-holding-william-barr-and-wilbur-ross-in-contempt/
[24] https://www.cnbc.com/2019/06/17/trump-perfectly-happy-to-slap-further-tariffs-on-china-wilbur-ross.html?__source=sharebar|twitter&par=sharebar
[20] https://www.wsj.com/articles/wilbur-ross-tempers-expectations-of-u-s-china-trade-deal-at-g-20-11560701918
[20] https://www.youtube.com/watch?v=RbTH22q8fi8&feature=youtu.be

[19] https://www.businessinsider.com/house-oversight-william-barr-wilbur-ross-contempt-of-congress-2019-6

Top URLs in Tweet in G1:
[3] https://thehill.com/blogs/blog-briefing-room/news/321742-new-commerce-chief-wears-525-slipper-to-trumps-address
[1] https://www.bloomberg.com/news/articles/2019-06-16/ross-downplays-prospect-of-major-trade-deal-at-trump-xi-meeting
[1] https://trib.al/5yM2Xpt
[1] https://twitter.com/thehill/status/1138931496541184000
[1] http://www.topbuzz.com/article/i6701750455396991494?app_id=1106&gid=6701750455396991494&impr_id=6701753447853787398&language=en®ion=us&user_id=6685786949003297798&c=tw
[1] https://www.cnn.com/2019/06/12/politics/house-oversight-contempt-vote-barr-ross/index.html

Top URLs in Tweet in G2:
[1] https://www.zerohedge.com/
[1] https://www.patriotnewsalerts.com/barr-held-in-contempt/
[1] https://www.breitbart.com/politics/2019/06/12/house-oversight-committee-votes-to-hold-william-barr-and-wilbur-ross-in-contempt/

Top URLs in Tweet in G3:
[3] https://nypost.com/2019/06/12/house-committee-votes-to-hold-william-barr-and-wilbur-ross-in-contempt/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons

Top URLs in Tweet in G4:
[33] https://www.cnbc.com/2019/06/17/trump-perfectly-happy-to-slap-further-tariffs-on-china-wilbur-ross.html
[14] https://crooksandliars.com/2019/06/wilbur-ross-promotes-ivankas-businesses
[14] https://www.cnbc.com/2019/06/17/trump-perfectly-happy-to-slap-further-tariffs-on-china-wilbur-ross.html?__source=sharebar|twitter&par=sharebar
[12] https://www.zerohedge.com/news/2019-06-16/wilbur-ross-warns-not-expect-us-china-deal-g-20-meeting
[11] https://www.businessinsider.com/house-oversight-william-barr-wilbur-ross-contempt-of-congress-2019-6
[5] https://www.foxbusiness.com/politics/wilbur-ross-house-oversight-committee-wants-more-power-than-supreme-court-executive-branch-combined
[5] https://www.wsj.com/articles/wilbur-ross-tempers-expectations-of-u-s-china-trade-deal-at-g-20-11560701918
[5] https://www.cnbc.com/2019/06/17/its-complicated-to-negotiate-with-the-eu-wilbur-ross-says.html?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.cbsnews.com/news/house-oversight-committee-votes-on-holding-william-barr-and-wilbur-ross-in-contempt/
[4] https://time.com/5605944/house-contempt-vote-william-barr-wilbur-ross/?xid=tcoshare

Top URLs in Tweet in G5:
[1] https://twitter.com/CongressmanRaja/status/1139163134449598464
[1] https://www.businessinsider.com/house-oversight-william-barr-wilbur-ross-contempt-of-congress-2019-6

Top URLs in Tweet in G7:
[5] https://trib.al/BrpPLYy
[5] https://www.cnn.com/videos/politics/2019/06/12/house-oversight-committee-contempt-vote-william-barr-wilbur-ross-raju-tsr-vpx.cnn
[3] https://www.presstv.com/Detail/2019/06/17/598748/US-Commerce-Secretary-Wilbur-Ross-Trump-tariffs-China
[3] https://www.forbes.com/sites/chasewithorn/2016/12/08/trump-and-his-commerce-secretary-wilbur-ross-a-look-at-25-years-of-connections/
[3] https://www.veteranstoday.com/2019/02/20/trumps-rothschild-bribe-deutsche-bank-weighed-extending-trump-loans-on-default-risk/
[2] https://www.youtube.com/watch?v=qL9nXM5A-DQ&feature=youtu.be

[2] https://www.vox.com/2019/6/12/18663121/oversight-committee-barr-wilbur-ross-contempt-of-congress-census?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[2] https://www.cbsnews.com/news/house-oversight-committee-votes-on-holding-william-barr-and-wilbur-ross-in-contempt/
[1] https://www.zerohedge.com/news/2019-06-16/wilbur-ross-warns-not-expect-us-china-deal-g-20-meeting
[1] https://trib.al/uIoDZvd

Top URLs in Tweet in G8:
[13] https://www.commerce.gov/news/press-releases/2019/06/secretary-commerce-wilbur-ross-concludes-selectusa-investment-summit
[8] https://www.documentcloud.org/documents/4616785-May-2-2017-Email-From-Earl-Comstock.html#document/p1/a507126
[8] https://www.documentcloud.org/documents/4616784-May-2-2017-Email-From-Wilbur-Ross.html#document/p1/a507127
[5] https://www.documentcloud.org/documents/6152628-Administrative-Record-4004.html#document/p1/a507128
[4] https://apps.npr.org/documents/document.html?id=4872562-2018-09-11-Letter-Response#document/p40/a507129
[3] https://www.documentcloud.org/documents/6153037-Administrative-Record-2519-2520.html#document/p1/a507132
[2] https://bit.ly/2WjVZYn
[2] https://www.cnbc.com/2019/06/17/its-complicated-to-negotiate-with-the-eu-wilbur-ross-says.html
[2] https://www.documentcloud.org/documents/6152631-Administrative-Record-2424.html#document/p1/a507131
[2] https://www.bostonglobe.com/opinion/2018/08/10/the-biggest-creature-swamp-wilbur-ross/3eSXV5LA1VRrM9VHatXmFM/story.html

Top URLs in Tweet in G9:
[1] https://cnn.it/2R8XZBU
[1] https://nyti.ms/2IdSTBx
[1] https://crooksandliars.com/2019/06/wilbur-ross-promotes-ivankas-businesses

Top URLs in Tweet in G10:
[22] https://trib.al/uIoDZvd
[10] https://trib.al/m2JO1eL
[10] https://trib.al/Bm8t3vB
[6] https://www.cnbc.com/2019/06/17/its-complicated-to-negotiate-with-the-eu-wilbur-ross-says.html?__source=sharebar|twitter&par=sharebar
[4] https://www.cnbc.com/2019/06/17/trump-perfectly-happy-to-slap-further-tariffs-on-china-wilbur-ross.html?__source=sharebar|twitter&par=sharebar
[3] https://www.cnbc.com/2019/06/17/trump-perfectly-happy-to-slap-further-tariffs-on-china-wilbur-ross.html
[3] https://www.cnbc.com/video/2019/06/17/trump-totally-comfortable-imposing-europe-auto-tariffs-wilbur-ross.html
[1] https://trib.al/VAoUNdW
[1] https://www.cnbc.com/2019/06/17/trump-perfectly-happy-to-slap-further-tariffs-on-china-wilbur-ross.html?__source=iosappshare%7Ccom.apple.UIKit.activity.PostToTwitter
[1] https://www.zerohedge.com/news/2019-06-16/wilbur-ross-warns-not-expect-us-china-deal-g-20-meeting

Top Domains
Top Domains in Tweet in Entire Graph:
[118] cnbc.com
[84] trib.al
[70] crooksandliars.com
[56] thedailybeast.com
[56] twitter.com
[48] zerohedge.com
[33] wsj.com
[31] youtube.com
[28] documentcloud.org
[27] co.uk

Top Domains in Tweet in G1:
[3] thehill.com
[1] bloomberg.com
[1] trib.al
[1] twitter.com
[1] topbuzz.com
[1] cnn.com

Top Domains in Tweet in G2:
[1] zerohedge.com
[1] patriotnewsalerts.com
[1] breitbart.com

Top Domains in Tweet in G3:
[3] nypost.com

Top Domains in Tweet in G4:
[63] cnbc.com
[22] twitter.com
[19] crooksandliars.com
[13] zerohedge.com
[12] businessinsider.com
[11] co.uk
[9] dailykos.com
[9] wsj.com
[8] breitbart.com
[7] lnkd.in

Top Domains in Tweet in G5:
[1] twitter.com
[1] businessinsider.com

Top Domains in Tweet in G7:
[7] trib.al
[5] cnn.com
[3] presstv.com
[3] cnbc.com
[3] youtube.com
[3] forbes.com
[3] veteranstoday.com
[2] latimes.com
[2] vox.com
[2] cbsnews.com

Top Domains in Tweet in G8:
[28] documentcloud.org
[14] commerce.gov
[6] npr.org
[5] twitter.com
[3] bit.ly
[3] cnbc.com
[2] bostonglobe.com
[1] thedailybeast.com
[1] vettingroom.org
[1] nih.gov

Top Domains in Tweet in G9:
[1] cnn.it
[1] nyti.ms
[1] crooksandliars.com

Top Domains in Tweet in G10:
[43] trib.al
[18] cnbc.com
[1] zerohedge.com
[1] wsj.com
[1] marketwatch.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[66] 2020census
[28] aerospace
[27] parisairshow
[18] wilburross
[16] indiaideassummit
[15] china
[14] tariffs
[14] smartnews
[14] selectusasummit
[12] us



Top Hashtags in Tweet in G1:
[2] topbuzz
[2] followthefacts
[1] forthepeople

Top Hashtags in Tweet in G4:
[13] smartnews
[6] wilburross
[6] trump
[5] ross
[5] china
[4] 2020census
[4] us
[4] trade
[3] barr
[3] topbuzz

Top Hashtags in Tweet in G5:
[3] trump
[3] russia
[3] trumpleaks
[3] russian
[3] putin
[1] russianhacking

Top Hashtags in Tweet in G6:
[1] trumpcrimesyndicate
[1] trumpsaninternationaldisgrace
[1] impeachmentnow

Top Hashtags in Tweet in G7:
[3] china
[3] unitedstates
[1] jobs
[1] nc
[1] climatecrisis
[1] trade
[1] gogreen
[1] forthepeople
[1] conspiracy
[1] citizenshipquestion

Top Hashtags in Tweet in G8:
[28] aerospace
[27] parisairshow
[14] selectusasummit
[12] indiaideassummit
[4] usa
[3] handel
[3] eu
[3] investment
[3] breaking
[3] executiveprivilege

Top Hashtags in Tweet in G10:
[1] deal
[1] tariff
[1] china
[1] maga
[1] kag
[1] trump2020
[1] trump
[1] patriot
[1] conservative
[1] tradewars

Top Words
Top Words in Tweet in Entire Graph:
[3330] Words in Sentiment List#1: Positive
[5843] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[103530] Non-categorized Words
[112705] Total Words
[3642] ross
[3552] wilbur
[1817] barr
[1637] contempt
[1311] commerce

Top Words in Tweet in G1:
[528] wilbur
[527] ross
[515] commerce
[515] secretary
[509] markmagnier
[509] washington
[508] morning's
[508] selectusa
[508] conference
[508] introduced

Top Words in Tweet in G2:
[503] wilbur
[503] ross
[501] william
[501] barr
[501] contempt
[499] justin
[499] amash
[499] voted
[499] census
[498] congressman

Top Words in Tweet in G3:
[506] justin
[506] amash
[506] favor
[506] holding
[473] rep
[473] r
[473] breaks
[473] republicans
[473] joins
[473] democrats

Top Words in Tweet in G4:
[385] ross
[357] wilbur
[174] trump
[115] china
[104] deal
[103] contempt
[93] commerce
[93] tariffs
[90] secretary
[89] barr

Top Words in Tweet in G5:
[308] wilbur
[308] ross
[295] funder
[293] congress
[292] bill
[292] barr
[292] contempt
[291] breaking
[291] house
[291] oversight

Top Words in Tweet in G6:
[224] trump
[212] prison
[207] donald
[207] s
[207] top
[207] people
[207] george
[207] nader
[207] arrested
[207] roger

Top Words in Tweet in G7:
[98] realdonaldtrump
[96] ross
[89] wilbur
[63] trump
[51] roger
[51] stone
[50] people
[49] george
[49] nader
[49] arrested

Top Words in Tweet in G8:
[98] ross
[83] commerce
[77] secretary
[73] wilbur
[62] secretaryross
[59] s
[40] 2017
[39] email
[38] sent
[36] u

Top Words in Tweet in G9:
[140] getting
[112] alexandria
[112] ocasio
[112] cortez
[109] reuters
[71] need
[70] obstruction
[70] lack
[70] answers'
[70] rep

Top Words in Tweet in G10:
[113] wilbur
[113] ross
[59] trump
[51] deal
[51] cnbc
[45] tariffs
[44] over
[41] house
[41] oversight
[41] hold

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3510] wilbur,ross
[1422] ross,contempt
[1145] commerce,secretary
[1101] justin,amash
[1098] secretary,wilbur
[1084] william,barr
[1073] barr,wilbur
[1059] favor,holding
[919] house,oversight
[576] census,documents

Top Word Pairs in Tweet in G1:
[527] wilbur,ross
[515] commerce,secretary
[515] secretary,wilbur
[508] morning's,selectusa
[508] selectusa,conference
[508] conference,washington
[508] washington,commerce
[508] ross,introduced
[508] introduced,ivanka
[508] ivanka,mentioning

Top Word Pairs in Tweet in G2:
[503] wilbur,ross
[501] william,barr
[501] ross,contempt
[500] barr,wilbur
[499] justin,amash
[498] congressman,justin
[498] amash,voted
[498] voted,favor
[498] favor,holding
[498] holding,william

Top Word Pairs in Tweet in G3:
[506] justin,amash
[506] favor,holding
[473] rep,justin
[473] amash,r
[473] r,breaks
[473] breaks,republicans
[473] republicans,joins
[473] joins,democrats
[473] democrats,voting
[473] voting,favor

Top Word Pairs in Tweet in G4:
[350] wilbur,ross
[76] commerce,secretary
[71] tariffs,china
[68] slap,further
[67] further,tariffs
[66] ross,contempt
[64] china,deal
[59] secretary,wilbur
[57] 'perfectly,happy'
[56] trump,'perfectly

Top Word Pairs in Tweet in G5:
[308] wilbur,ross
[292] bill,barr
[292] barr,wilbur
[291] breaking,house
[291] house,oversight
[291] oversight,cmte
[291] cmte,voted
[291] voted,hold
[291] hold,bill
[291] ross,contempt

Top Word Pairs in Tweet in G6:
[207] donald,trump
[207] trump,s
[207] s,top
[207] top,people
[207] people,george
[207] george,nader
[207] nader,arrested
[207] arrested,roger
[207] roger,stone
[207] stone,awaiting

Top Word Pairs in Tweet in G7:
[89] wilbur,ross
[51] roger,stone
[49] george,nader
[49] nader,arrested
[49] arrested,roger
[49] stone,awaiting
[49] awaiting,trial
[49] trial,paul
[48] people,george
[35] best,people

Top Word Pairs in Tweet in G8:
[72] wilbur,ross
[49] secretary,wilbur
[48] commerce,secretary
[36] u,s
[34] 2017,email
[30] sent,commerce
[28] s,largest
[28] largest,competitive
[28] competitive,#aerospace
[28] #aerospace,outer

Top Word Pairs in Tweet in G9:
[112] alexandria,ocasio
[112] ocasio,cortez
[70] getting,obstruction
[70] obstruction,getting
[70] getting,lack
[70] lack,answers'
[70] answers',rep
[70] rep,alexandria
[70] cortez,asserts
[70] asserts,congress'

Top Word Pairs in Tweet in G10:
[113] wilbur,ross
[41] house,oversight
[41] hold,bill
[41] bill,barr
[41] barr,wilbur
[41] ross,contempt
[40] 24,15
[40] 15,house
[40] oversight,votes
[40] votes,hold

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@joycewhitevance
@kylegriffin1
@thehill
@danscavino
@waltshaub
@therickwilson
@renato_mariotti
@secretaryross
@rwpusa

Top Replied-To in G1:
@markmagnier
@vicbullard
@kaitlancollins
@lindarchilders

Top Replied-To in G5:
@funder

Top Replied-To in G6:
@joycewhitevance
@kylegriffin1
@b52malmet
@kmr31871
@drdonna212
@cmdr_paylor
@padlawdowney

Top Replied-To in G7:
@realdonaldtrump
@danscavino
@gop
@theobserver
@tedlieu
@alex_mallin
@etherealnode
@potus
@gsdastur
@chooselovetoday

Top Replied-To in G8:
@secretaryross
@whitehouse
@governorkayivey
@jeffreyguterman
@thejusticedept
@kilmeade
@repthomasmassie

Top Replied-To in G9:
@washingtonpost
@parkstorm
@sprayermanjj
@msnbc

Top Replied-To in G10:
@scottwapnercnbc
@lebeaucarnews
@squawkboxeurope
@marketwatch

Top Mentioned
Top Mentioned in Entire Graph:
@markmagnier
@actbrigitte
@realsaavedra
@funder
@palmerreport
@reuters
@ariberman
@realdonaldtrump
@desideriodc
@thebradfordfile

Top Mentioned in G1:
@markmagnier
@lindarchilders
@bpolitics
@carolrhartsell
@cents5818
@american2084
@abbeludwig
@will_bunch

Top Mentioned in G2:
@actbrigitte
@davidwaddell5

Top Mentioned in G3:
@realsaavedra
@actbrigitte
@nypost
@fancysheri1

Top Mentioned in G4:
@sarah_devorah
@carlottaclarice
@njslea
@lshackkeford
@gregoriomeraz1
@guen_tai

Top Mentioned in G5:
@funder
@markmagnier

Top Mentioned in G6:
@palmerreport
@kylegriffin1
@donnellyantonia
@markmagnier
@joycewhitevance
@funder
@duttonalair
@b52malmet
@ariberman
@cricketixsue

Top Mentioned in G7:
@realdonaldtrump
@davekilminster
@lindseygrahamsc
@gop
@senatemajldr
@senategop
@housegop
@donaldjtrumpjr
@senshelby
@johnthune

Top Mentioned in G8:
@secretaryross
@hansilowang
@repcummings
@commercegov
@gopoversight
@selectusa
@usibc
@thedailyedge
@roanokechamber
@realdonaldtrump

Top Mentioned in G9:
@reuters
@nytimes
@cnn
@cspanwj
@msnbc
@nbcnews
@markmagnier
@crooksandliars
@abc
@cbsnews

Top Mentioned in G10:
@cnbc
@mkraju
@marketwatch
@silvia_amaro
@elliotsmithcnbc
@squawkboxeurope
@lebeaucarnews
@markmagnier
@trade_policy
@thedomino

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@rashidaldosari
@market_jp
@tweetsbrasil
@alllibertynews
@phildecarolis
@myalliesnews
@zyiteblog
@jim_peoples_
@commonpatriot

Top Tweeters in G1:
@missb62
@lindacollins11
@mtmarilyn2
@ethomas3915
@msochubbard
@shareitarie10
@reggiebub
@victory1261
@brooksdslbrooks
@inky_mark

Top Tweeters in G2:
@jim_peoples_
@wetfeathers
@pepperlesszzz
@freedomconnect_
@geewhiz1988
@tedpert1
@mrsskulliesbass
@victoriaokane
@jmlg05
@usvictory

Top Tweeters in G3:
@raumunz
@d_roneal
@rettinol
@cocothepatriot
@tanya10049407
@nypost
@battlefrontgen1
@flconserve941
@msymbolik
@kalv194

Top Tweeters in G4:
@myalliesnews
@zyiteblog
@joefreedomlove
@prpnews
@alenkarabegovic
@razzletazzlemag
@latikia
@cahulaan
@donotgiveuphope
@new_narrative

Top Tweeters in G5:
@thetobster111
@burnettcynthia
@ruthsorbello
@jsavoly
@routeofthesun
@tbell1968
@funder
@caffeinehusky
@gryphonmom
@katherineislay

Top Tweeters in G6:
@wildwillow65
@bethsinniresist
@antipandemonium
@darrellwest1984
@fj_newman
@kaygirl8lawana
@ninjaposition_
@smp0312
@b52malmet
@bateswillie

Top Tweeters in G7:
@phildecarolis
@girlzinger
@penneyewart
@arriadna
@charles_gaba
@corp125vet
@serpentine202
@sallyalbright
@yahoofinance
@dwaynecobb

Top Tweeters in G8:
@sherrilee7
@pmgeezer
@rcdewinter
@teetweetshere
@jetcitystar
@huffpostpol
@sumenn4823
@marisoltexas
@aefadul22
@mchovden1785

Top Tweeters in G9:
@huffpost
@reuters
@nytimes
@bndsnoopy61
@washingtonpost
@bbcworld
@nydailynews
@cnn
@ap
@ajenglish

Top Tweeters in G10:
@turfline
@resisttrump1m
@cnbc
@marketwatch
@drlindashelton
@livesquawk
@galaxi162
@cosmunity
@peteach65
@postofficetruth


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