#taxreform, Twitter, 6/8/2019 6:25:00 AM, 199450


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#taxreform_2019-06-07_22-58-08.xlsx
#taxreform_2019-06-07_22-58-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 08, 2019
Short Description:
#taxreform via NodeXL http://bit.ly/2WUSU5w
@realdonaldtrump
@luisa_tasayco
@marshablackburn
@senatortimscott
@jcdoubletaxed
@mitchellvii
@ratecoalition
@saracarterdc
@senrobportman
@matteosalvinimi

Top hashtags:
#taxreform
#italy
#irs
#tax
#taxes
#fairtax

Description:
Description
The graph represents a network of 4,097 Twitter users whose tweets in the requested range contained "#taxreform", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 08 June 2019 at 06:01 UTC.

The requested start date was Saturday, 08 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 43-day, 1-hour, 6-minute period from Thursday, 25 April 2019 at 17:48 UTC to Friday, 07 June 2019 at 18:55 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 : 4097
Unique Edges : 6930
Edges With Duplicates : 2071
Total Edges : 9001
Number of Edge Types : 3
Mentions : 7432
Tweet : 1244
Replies to : 325
Self-Loops : 1244
Reciprocated Vertex Pair Ratio : 0.00961118392311053
Reciprocated Edge Ratio : 0.0190393768931199
Connected Components : 557
Single-Vertex Connected Components : 311
Maximum Vertices in a Connected Component : 2367
Maximum Edges in a Connected Component : 5902
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.35342
Graph Density : 0.000413138138424457
Modularity : 0.661589
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[296] https://www.cpapracticeadvisor.com/tax-compliance/article/21075345/rev-proc-201908-expansion-of-depreciation
[50] https://twitter.com/AP/status/1121754540481679360
[43] https://www.irs.gov/taxreform
[28] https://www.dutchnews.nl/news/2019/05/dutch-tax-minister-to-raise-facta-problems-with-washington/
[25] https://twitter.com/thehill/status/1117867717661528068
[23] http://www.issuesusa.org/simplify-the-tax-code-taxreform/
[22] https://go.usa.gov/xPGY3
[21] https://propertytaxlock.com/
[20] https://bigsolution.org/
[18] http://AcctountantDir.com

Top URLs in Tweet in G1:
[20] https://bigsolution.org/
[13] http://FAIRtax.org/faq
[3] https://www.sfchronicle.com/business/networth/article/New-data-shows-how-much-people-are-really-saving-13757828.php
[2] https://twitter.com/DoomsdaysCW/status/882305760352505858
[2] https://twitter.com/DoomsdaysCW/status/842106321860235264
[2] https://twitter.com/DoomsdaysCW/status/832966677662949376
[2] https://www.atr.org/biden-first-thing-i-d-do-repeal-those-trump-tax-cuts
[1] https://www.whitehouse.gov/taxreform?utm_source=twitter&utm_medium=social&utm_campaign=wh_20171025_vid
[1] https://saraacarter.com/italian-leader-i-want-a-trump-style-revolution-for-italy/
[1] https://twitter.com/i/web/status/1125316519326392320

Top URLs in Tweet in G2:
[23] http://www.issuesusa.org/simplify-the-tax-code-taxreform/
[14] https://propertytaxlock.com/
[12] https://www.irs.gov/taxreform
[8] https://go.usa.gov/xPGY3
[6] https://www.pwc.com/us/en/services/tax/webcasts-registration.html#archived-section
[6] http://www.irs.gov/taxreform
[6] https://www.irs.gov/reforma
[5] http://www.suprpac.com/campaigns/view-campaign-detail/TaxReform
[4] https://www.buylandingpagedesign.com/buy/responsive-tax-solutions-appealing-landing-page-design/3325
[4] https://go.usa.gov/xmdjP

Top URLs in Tweet in G3:
[25] https://twitter.com/thehill/status/1117867717661528068
[8] https://www.cnn.com/2019/04/26/politics/military-families-tax-change-trump/index.html
[7] https://www.usatoday.com/story/opinion/2019/05/06/trump-tax-cut-chuck-grassley-democrats-lie-jobs-act-column/1112960001/
[5] http://snip.ly/sjje0p
[4] https://nypost.com/2019/05/18/how-tax-cuts-translate-to-pay-rises-for-all/
[3] https://www.atr.org/congress-tell-states-taxing-authority-stops-their-borders
[3] http://ratecoalition.com/2019/04/24/myth-vs-fact-tax-cuts-and-jobs-act/
[3] http://ratecoalition.com/2019/06/06/tax-cuts-create-new-opportunities-for-american-workers-and-job-creators/
[3] http://brendaslunch.com/2017/09/26/the-hideandseek-strategy-wont-work-politics-obamacare-taxreform/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.cnbc.com/2019/04/30/apple-now-has-225-billion-cash-on-hand.html

Top URLs in Tweet in G4:
[296] https://www.cpapracticeadvisor.com/tax-compliance/article/21075345/rev-proc-201908-expansion-of-depreciation
[1] https://www.pwc.com/us/en/services/tax/webcasts-registration.html#archived-section
[1] https://dy.si/qBE3vB

Top URLs in Tweet in G5:
[14] https://twitter.com/senrobportman/status/1125021705389379585
[9] https://twitter.com/senrobportman/status/1136372467595915264
[6] http://www.rhinotimes.com/featured-article/movin-on-up-with-opportunity-zones/
[2] https://www.forbes.com/sites/teresaghilarducci/2019/01/21/uncovering-the-mystery-of-your-sluggish-paycheck/
[2] https://bostoncapital.com/event/david-gasson-speaking-at-novogradac-affordable-housing-conference-2/
[1] https://twitter.com/i/web/status/1121472835434819584
[1] https://twitter.com/i/web/status/1125021705389379585
[1] https://twitter.com/i/web/status/1126543804671176709
[1] https://twitter.com/i/web/status/1129116851982745601
[1] https://twitter.com/senrobportman/status/1136023181859393536

Top URLs in Tweet in G6:
[28] https://www.dutchnews.nl/news/2019/05/dutch-tax-minister-to-raise-facta-problems-with-washington/
[8] https://www.inc.com/suzanne-lucas/welcome-to-tax-hell-little-earl-of-sussex.html
[8] https://americancitizensabroadglobalfoundation.wildapricot.org/event-3428010
[8] https://www.americansabroad.org/congressional-offices-come-out-in-support-of-the-overseas-american-community/
[3] https://theconversation.com/royal-baby-sussex-seventh-in-line-for-the-throne-and-liable-for-us-taxes-116090
[3] https://facebook.com/groups/AmericanExpatriates
[2] https://twitter.com/HarrySteinDC/status/1133401696883945472
[1] https://twitter.com/i/web/status/1127030609350623233
[1] https://twitter.com/i/web/status/1127121326580408320
[1] https://www.americansabroad.org/#TFAAWebcasts

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1124349555087171590

Top URLs in Tweet in G9:
[21] https://www.irs.gov/taxreform
[13] https://www.irsvideos.gov/
[12] https://go.usa.gov/xPmgQ
[12] https://www.irs.gov/newsroom/businesses
[10] https://go.usa.gov/xPGY3
[7] https://go.usa.gov/xP7Bb
[6] https://go.usa.gov/xmdjP
[6] https://go.usa.gov/xUvav
[6] https://www.youtube.com/watch?v=XEmE44DwEyE&feature=youtu.be

[5] https://njcpa.org/stay-informed/topics/article/2019/05/02/many-paid-more-in-federal-taxes-this-tax-season-says-njcpa-survey

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1125450511866576896

Top Domains
Top Domains in Tweet in Entire Graph:
[692] twitter.com
[296] cpapracticeadvisor.com
[91] irs.gov
[84] usa.gov
[63] dy.si
[61] pwc.com
[30] youtube.com
[28] dutchnews.nl
[25] bizimages.info
[23] bradfordtaxinstitute.com

Top Domains in Tweet in G1:
[30] twitter.com
[20] bigsolution.org
[13] fairtax.org
[3] sfchronicle.com
[2] atr.org
[1] whitehouse.gov
[1] saraacarter.com
[1] nsba.biz
[1] cnbc.com
[1] cbsnews.com

Top Domains in Tweet in G2:
[178] twitter.com
[31] dy.si
[27] irs.gov
[23] usa.gov
[23] issuesusa.org
[23] bradfordtaxinstitute.com
[15] pwc.com
[14] buylandingpagedesign.com
[14] propertytaxlock.com
[11] lttr.ai

Top Domains in Tweet in G3:
[114] twitter.com
[8] cnn.com
[7] usatoday.com
[7] brendaslunch.com
[6] ratecoalition.com
[5] snip.ly
[4] nypost.com
[4] cnbc.com
[3] atr.org
[2] foxbusiness.com

Top Domains in Tweet in G4:
[296] cpapracticeadvisor.com
[1] pwc.com
[1] dy.si

Top Domains in Tweet in G5:
[49] twitter.com
[6] rhinotimes.com
[2] forbes.com
[2] bostoncapital.com
[1] nytimes.com
[1] msn.com
[1] washingtonpost.com
[1] instagram.com

Top Domains in Tweet in G6:
[28] dutchnews.nl
[23] twitter.com
[10] americansabroad.org
[8] inc.com
[8] wildapricot.org
[3] theconversation.com
[3] facebook.com
[1] streamable.com
[1] thelocal.fr
[1] democratsabroad.org

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

Top Domains in Tweet in G9:
[47] usa.gov
[41] irs.gov
[20] twitter.com
[16] youtube.com
[13] irsvideos.gov
[9] njcpa.org
[5] lnkd.in
[2] accountingtoday.com
[1] thetaxadviser.com
[1] njbiz.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3720] taxreform
[750] italy
[199] irs
[183] tax
[151] taxes
[123] fairtax
[105] opportunityzones
[101] tcja
[76] immigrationreform
[73] democrat



Top Hashtags in Tweet in G1:
[1025] taxreform
[740] italy
[95] fairtax
[25] taxcuts
[22] goldstarfamilies
[21] navy
[10] oligarchy
[8] taxscambill
[4] china
[4] maga

Top Hashtags in Tweet in G2:
[443] taxreform
[94] tax
[83] taxes
[44] irs
[35] lopeztaxes
[33] smallbiz
[31] tcja
[28] taxplanning
[28] fairtax
[28] tcot

Top Hashtags in Tweet in G3:
[215] taxreform
[16] prisonreform
[15] trumptariffs
[13] trump
[11] taxcuts
[8] obamacare
[8] deeppoverty
[8] military
[7] maga
[5] smallbiz

Top Hashtags in Tweet in G4:
[297] taxreform

Top Hashtags in Tweet in G5:
[286] taxreform
[101] opportunityzones
[45] ohio
[20] jobs
[11] buildthewall
[8] trump
[7] smallbiz
[6] nationalsmallbusinessweek
[6] maga
[6] nc06

Top Hashtags in Tweet in G6:
[59] taxreform
[46] fatca
[45] expats
[35] americansabroad
[28] rbt
[19] taxation
[16] americansoverseas
[11] canada
[11] royalbaby
[10] accidentalamericans

Top Hashtags in Tweet in G7:
[164] taxreform
[2] italy

Top Hashtags in Tweet in G8:
[6] taxreform
[5] italy
[1] scotus
[1] ninthcircuitcourt
[1] onehundrednewfedjudges
[1] thewall
[1] gnp
[1] mfgjobs
[1] recordlowunemployment

Top Hashtags in Tweet in G9:
[173] taxreform
[104] irs
[33] betaxready
[18] tcja
[16] irsyoutube
[14] historicpreservationmonth
[10] tax
[9] irssmallbiz
[9] business
[8] taxes

Top Hashtags in Tweet in G10:
[71] nevertrump
[71] democrat
[71] fakenews
[71] misinformation
[71] taxreform
[71] immigrationreform

Top Words
Top Words in Tweet in Entire Graph:
[2737] Words in Sentiment List#1: Positive
[1646] Words in Sentiment List#2: Negative
[47] Words in Sentiment List#3: Angry/Violent
[95547] Non-categorized Words
[99930] Total Words
[3714] #taxreform
[1373] tax
[1064] realdonaldtrump
[820] want
[755] leader

Top Words in Tweet in G1:
[1025] #taxreform
[948] realdonaldtrump
[744] want
[742] leader
[742] matteosalvinimi
[740] italian
[740] style
[740] revolution
[740] #italy
[740] saracarterdc

Top Words in Tweet in G2:
[442] #taxreform
[298] tax
[94] #tax
[83] #taxes
[66] more
[46] reform
[45] s
[44] #irs
[42] new
[40] irsnews

Top Words in Tweet in G3:
[214] #taxreform
[107] tax
[89] u
[79] income
[63] gop
[58] economy
[57] middle
[57] senfinance
[56] getting
[55] more

Top Words in Tweet in G4:
[297] #taxreform
[296] depreciation
[296] clarification
[296] cpapracadvisor
[296] cwseapa
[294] craigwsmalleyea
[2] find
[2] out
[2] leading
[2] companies

Top Words in Tweet in G5:
[286] #taxreform
[101] #opportunityzones
[90] senrobportman
[74] repmarkwalker
[69] last
[62] senatortimscott
[61] over
[60] economy
[60] year
[59] 8

Top Words in Tweet in G6:
[166] tax
[72] jcdoubletaxed
[67] acavoice
[59] #taxreform
[54] americans
[46] #fatca
[45] #expats
[43] more
[35] #americansabroad
[31] overseas

Top Words in Tweet in G7:
[164] #taxreform
[161] marshablackburn
[161] s
[161] brought
[161] country
[161] 3
[160] 2
[160] million
[160] new
[160] jobs

Top Words in Tweet in G8:
[121] mitchellvii
[121] democrats
[121] believe
[121] current
[121] economic
[121] boom
[121] due
[121] policies
[121] obama
[121] put

Top Words in Tweet in G9:
[173] #taxreform
[104] #irs
[65] more
[60] tax
[53] changes
[50] learn
[40] irsnews
[35] changed
[33] #betaxready
[32] out

Top Words in Tweet in G10:
[71] #nevertrump
[71] #democrat
[71] #fakenews
[71] #misinformation
[71] campaign
[71] hurting
[71] convos
[71] re
[71] #taxreform
[71] #immigrationreform

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[751] italian,leader
[751] style,revolution
[750] leader,matteosalvinimi
[750] matteosalvinimi,want
[750] want,realdonaldtrump
[750] realdonaldtrump,style
[750] revolution,#italy
[750] #italy,#taxreform
[749] saracarterdc,italian
[296] depreciation,clarification

Top Word Pairs in Tweet in G1:
[740] italian,leader
[740] leader,matteosalvinimi
[740] matteosalvinimi,want
[740] want,realdonaldtrump
[740] realdonaldtrump,style
[740] style,revolution
[740] revolution,#italy
[740] #italy,#taxreform
[739] saracarterdc,italian
[82] justanavywife,hope

Top Word Pairs in Tweet in G2:
[42] tax,reform
[34] tax,code
[28] simplify,tax
[28] code,#taxreform
[28] #tax,#smallbiz
[27] irsnews,#lopeztaxes
[23] #taxreform,#tcot
[23] #tcot,#tax
[23] #smallbiz,#fairtax
[23] #fairtax,#progrowth

Top Word Pairs in Tweet in G3:
[42] senfinance,sen
[40] op,ed
[38] sen,chuckgrassley's
[38] chuckgrassley's,op
[38] ed,usatoday
[33] usatoday,partisan
[33] partisan,politics
[33] politics,distorts
[33] distorts,healthy
[33] healthy,debate

Top Word Pairs in Tweet in G4:
[296] depreciation,clarification
[296] clarification,cpapracadvisor
[296] cpapracadvisor,cwseapa
[296] cwseapa,#taxreform
[294] craigwsmalleyea,depreciation
[2] find,out
[2] out,leading
[2] leading,companies
[2] companies,achieving
[2] achieving,greater

Top Word Pairs in Tweet in G5:
[69] repmarkwalker,#opportunityzones
[59] over,last
[56] wage,increases
[55] #opportunityzones,ve
[55] ve,seen
[55] seen,over
[55] last,year
[55] year,wage
[55] increases,8
[55] 8,percent

Top Word Pairs in Tweet in G6:
[34] #expats,#americansabroad
[28] dutch,tax
[28] tax,minister
[28] minister,raise
[28] problems,washington
[28] washington,dutchnewsnl
[28] dutchnewsnl,#expats
[27] report,calls
[27] calls,french
[27] french,government

Top Word Pairs in Tweet in G7:
[161] s,#taxreform
[161] #taxreform,brought
[161] brought,country
[160] 3,2
[160] 2,million
[160] million,new
[160] new,jobs
[160] bigger,paycheck
[160] paycheck,90
[160] 90,taxpayers

Top Word Pairs in Tweet in G8:
[121] democrats,believe
[121] believe,current
[121] current,economic
[121] economic,boom
[121] boom,due
[121] due,policies
[121] policies,obama
[121] obama,put
[121] put,place
[121] place,before

Top Word Pairs in Tweet in G9:
[47] #taxreform,changes
[24] changes,affect
[23] more,#irs
[22] learn,more
[21] changed,way
[19] check,out
[19] out,#irs
[19] more,information
[19] information,go
[18] backup,withholding

Top Word Pairs in Tweet in G10:
[71] #nevertrump,#democrat
[71] #democrat,#fakenews
[71] #fakenews,#misinformation
[71] #misinformation,campaign
[71] campaign,hurting
[71] hurting,convos
[71] convos,re
[71] re,#taxreform
[71] #taxreform,#immigrationreform
[70] not2far2right,#nevertrump

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@senrobportman
@senategop
@gop
@johncornyn
@acavoice
@expatriationlaw
@gopleader
@senatemajldr
@rbreich

Top Replied-To in G1:
@realdonaldtrump
@sayshummingbird
@usrepgarypalmer
@sensanders
@jonathanhoenig
@saracarterdc
@travelwi
@stevescalise
@bigcarr
@boeing

Top Replied-To in G3:
@senategop
@gop
@realdonaldtrump
@johncornyn
@gopleader
@senatemajldr
@waysandmeansgop
@randpaul
@gopchairwoman
@freedomworks

Top Replied-To in G5:
@senrobportman
@realdonaldtrump
@reppeteolson
@repleezeldin
@senatefloor
@secretaryacosta
@guypbenson
@karlbykarlsmith
@ericbolling
@shay_hawkins_oh

Top Replied-To in G6:
@acavoice
@expatriationlaw
@newmant360
@danicap1771
@carmelan
@dineshdsouza
@ewarren
@jonbaugher
@heidihasz
@grovernorquist

Top Replied-To in G7:
@marshablackburn

Top Replied-To in G8:
@mitchellvii

Top Replied-To in G9:
@govmurphy
@patagonia
@jjauthor
@irsnews

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@matteosalvinimi
@saracarterdc
@cpapracadvisor
@cwseapa
@craigwsmalleyea
@fairtaxofficial
@marshablackburn
@mitchellvii
@justanavywife

Top Mentioned in G1:
@realdonaldtrump
@matteosalvinimi
@saracarterdc
@fairtaxofficial
@justanavywife
@mike_pence
@repelaineluria
@realdona
@realdonald

Top Mentioned in G2:
@conceptengager
@stratafolio
@mn_nice_person
@jkanelis
@modiolegal

Top Mentioned in G3:
@senfinance
@chuckgrassley
@gop
@realdonaldtrump
@usatoday
@politicians_101
@stephenglahn
@senatemajldr
@taxreformer
@digitalliberty

Top Mentioned in G4:
@cpapracadvisor
@cwseapa
@craigwsmalleyea
@geetherm

Top Mentioned in G5:
@senrobportman
@repmarkwalker
@senatortimscott
@cathymcmorris
@davidpepper
@potus
@repdavid
@realdonaldtrump
@ahtccoalition
@writerwrites

Top Mentioned in G6:
@jcdoubletaxed
@acavoice
@dutchnewsnl
@demsabroad
@thelocalfrance
@helenburggraf
@swisstechie
@keith__redmond
@carmelan
@expatriationlaw

Top Mentioned in G7:
@marshablackburn
@saracarterdc
@matteosalvinimi
@realdonaldtrump

Top Mentioned in G8:
@mitchellvii
@saracarterdc
@matteosalvinimi
@realdonaldtrump

Top Mentioned in G9:
@irsnews
@irstaxpros
@irssmallbiz
@njcpa
@usachp
@acnirs
@amazon
@joesquawk
@howardschultz
@starbucks

Top Mentioned in G10:
@not2far2right

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@lopezgovlaw
@jim_peoples_
@immoralreport
@isthisab0t
@sharneal
@joefreedomlove
@jjauthor
@tommybrain
@bannerite

Top Tweeters in G1:
@sharneal
@tommybrain
@iacobellist
@jver1
@fl85
@kegan05
@michaelbarger1
@ouchinagirl
@hambysr
@rodstryker

Top Tweeters in G2:
@ratingsnetwork
@biasedgirl
@jewelnature
@klonokid
@christianthings
@cpa_trendlines
@wmagates
@conceptengager
@pymnts
@lodewijkhof

Top Tweeters in G3:
@lopezgovlaw
@bannerite
@wildwillow65
@ramiro1504s
@oufenix
@foxnews
@castonchris
@bbcnews
@diapermakeovers
@usatoday

Top Tweeters in G4:
@baddieju
@smiley_rose
@floorcorrea13
@laydeebuggangel
@navycaptret63xx
@yrgathens
@kxdenkxden
@biznessavenue
@sevens_heaven
@matthewsarhan

Top Tweeters in G5:
@jim_peoples_
@strategicpolicy
@mooncindylu
@drofdem
@briangrnotabot
@purpledalmation
@theratzpack
@lonestartxmary
@calling12001
@franceschinian2

Top Tweeters in G6:
@rickysi16087724
@thedailybeast
@inc
@vickie627
@msnbc
@bracing
@swettmanf
@instinctnaturel
@mattklewis
@trumpstrucker

Top Tweeters in G7:
@latinmass9876
@laleyesrelativa
@acroaman
@cb55uic
@ginareyna
@buzz_commander
@sh_irredeemable
@1portabella
@1ubet
@joumoore

Top Tweeters in G8:
@joefreedomlove
@billyboysdaddy
@wetfeathers
@rettinol
@tanya10049407
@loretta_stiles
@pabloleslie
@pacsgirl36
@carver926
@piercedart

Top Tweeters in G9:
@jjauthor
@donmgreen
@starbucks
@vpaige
@runmgd
@seerealequal
@troyallenhumbl1
@felixsarconait
@usacustomers
@irsnews

Top Tweeters in G10:
@rnrkentucky
@cs00582sc
@kellydetoni
@laylaalisha11
@rbigzs
@alisand3
@fairyq15
@ellimayradrep
@savethesedogs
@silver_fox9


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