#taxreform, Twitter, 6/15/2019 6:17:37 AM, 200050


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#taxreform_2019-06-14_22-58-08.xlsx
#taxreform_2019-06-14_22-58-08.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 15, 2019
Short Description:
#taxreform via NodeXL http://bit.ly/2XMJZjL
@realdonaldtrump
@luisa_tasayco
@senatortimscott
@mitchellvii
@ratecoalition
@jcdoubletaxed
@senrobportman
@bancharlotte
@justanavywife
@senatemajldr

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

Description:
Description
The graph represents a network of 4,008 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, 15 June 2019 at 05:59 UTC.

The requested start date was Saturday, 15 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 45-day, 4-hour, 31-minute period from Tuesday, 30 April 2019 at 14:36 UTC to Friday, 14 June 2019 at 19:07 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 : 4008
Unique Edges : 6855
Edges With Duplicates : 2135
Total Edges : 8990
Number of Edge Types : 3
Mentions : 7393
Tweet : 1294
Replies to : 303
Self-Loops : 1294
Reciprocated Vertex Pair Ratio : 0.00984425506905671
Reciprocated Edge Ratio : 0.0194965808235123
Connected Components : 547
Single-Vertex Connected Components : 307
Maximum Vertices in a Connected Component : 2218
Maximum Edges in a Connected Component : 5760
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 4.328443
Graph Density : 0.000427956166528934
Modularity : 0.661938
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[303] https://www.cpapracticeadvisor.com/tax-compliance/article/21075345/rev-proc-201908-expansion-of-depreciation
[60] 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
[22] https://www.irs.gov/newsroom/businesses
[22] https://go.usa.gov/xPGY3
[22] http://www.issuesusa.org/simplify-the-tax-code-taxreform/
[21] https://propertytaxlock.com/
[18] https://www.youtube.com/watch?v=PWsdsWqMzgs&feature=youtu.be

[17] http://www.blogtalkradio.com/cbbn/2019/05/06/how-can-we-keep-up-with-whats-going-on-with-tax-reform

Top URLs in Tweet in G1:
[1] https://saraacarter.com/bernie-sanders-says-americans-delighted-to-pay-more-taxes-to-get-free-stuff/
[1] https://fairtax-structure-psyclone.netdna-ssl.com/client_assets/fairtaxorg/media/attachments/56c4/af83/6970/2d1c/f60a/0000/56c4af8369702d1cf60a0000.pdf?1455730563%20%20%20or%20http://bit.ly/220QMST
[1] https://www.whitehouse.gov/taxreform?utm_source=twitter&utm_medium=social&utm_campaign=wh_20171025_vid
[1] https://twitter.com/i/web/status/1127260368928161792
[1] https://www.cbsnews.com/news/gold-star-widow-shocked-by-new-tax-bill-on-her-sons-survivor-benefits/
[1] https://twitter.com/bostonmaggie/status/1127264677589864448
[1] https://twitter.com/i/web/status/1127555769552048130
[1] https://twitter.com/i/web/status/1127561256922157056
[1] https://www.washingtonexaminer.com/policy/economy/house-passes-fix-for-gold-star-family-tax-hikes
[1] https://twitter.com/i/web/status/1127677441160429569

Top URLs in Tweet in G2:
[22] http://www.issuesusa.org/simplify-the-tax-code-taxreform/
[17] https://www.irs.gov/taxreform
[14] https://propertytaxlock.com/
[11] http://www.suprpac.com/campaigns/view-campaign-detail/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] https://www.buylandingpagedesign.com/buy/responsive-tax-solutions-appealing-landing-page-design/3325
[5] https://www.buylandingpagedesign.com/buy/tax-relief-lead-generating-responsive-video-landing-page-design/2039

Top URLs in Tweet in G3:
[303] 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 G4:
[25] https://twitter.com/thehill/status/1117867717661528068
[7] https://www.usatoday.com/story/opinion/2019/05/06/trump-tax-cut-chuck-grassley-democrats-lie-jobs-act-column/1112960001/
[5] https://www.atr.org/congress-tell-states-taxing-authority-stops-their-borders
[5] http://snip.ly/sjje0p
[4] https://nypost.com/2019/05/18/how-tax-cuts-translate-to-pay-rises-for-all/
[4] 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://twitter.com/DoomsdaysCW/status/882305760352505858
[2] https://twitter.com/DoomsdaysCW/status/842106321860235264
[2] https://twitter.com/DoomsdaysCW/status/832966677662949376

Top URLs in Tweet in G5:
[28] https://www.dutchnews.nl/news/2019/05/dutch-tax-minister-to-raise-facta-problems-with-washington/
[15] https://americancitizensabroadglobalfoundation.wildapricot.org/event-3428010
[8] https://www.inc.com/suzanne-lucas/welcome-to-tax-hell-little-earl-of-sussex.html
[8] https://www.americansabroad.org/congressional-offices-come-out-in-support-of-the-overseas-american-community/
[4] https://facebook.com/groups/AmericanExpatriates
[3] https://theconversation.com/royal-baby-sussex-seventh-in-line-for-the-throne-and-liable-for-us-taxes-116090
[3] https://www.dailysignal.com/2019/06/05/repealing-the-tax-cuts-would-hit-middle-class-and-workers/
[2] https://twitter.com/HarrySteinDC/status/1133401696883945472
[2] https://www.cnbc.com/2019/04/30/apple-now-has-225-billion-cash-on-hand.html
[1] https://www.democratsabroad.org/carmelan/intl_tax_filing_day_callstorm_-_thur_june_13_2019_-_time_to_call_congress

Top URLs in Tweet in G6:
[14] https://twitter.com/senrobportman/status/1125021705389379585
[9] https://twitter.com/senrobportman/status/1136372467595915264
[5] http://events.r20.constantcontact.com/register/event?oeidk=a07eg92jthe7275b185&llr=wx6upyeab
[4] http://www.nationalmortgagenews.com/news/tax-reform-had-an-effect-on-nearly-half-of-home-buyers-redfin?utm_content=socialflow&utm_campaign=natmortgagenews-tw&utm_medium=social&utm_source=twitter
[2] http://www.nationalmortgagenews.com/news/tax-reform-could-spell-trouble-for-low-income-housing-construction?utm_source=twitter&utm_content=socialflow&utm_medium=social&utm_campaign=natmortgagenews-tw
[2] https://twitter.com/mercnews/status/1130546742452207616
[2] https://bostoncapital.com/event/david-gasson-speaking-at-novogradac-affordable-housing-conference-2/
[1] https://twitter.com/i/web/status/1125021705389379585
[1] https://twitter.com/i/web/status/1126543804671176709
[1] https://twitter.com/i/web/status/1129116851982745601

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1124349555087171590

Top URLs in Tweet in G8:
[13] http://FAIRtax.org/faq
[4] https://bigsolution.org/
[3] https://www.atr.org/biden-first-thing-i-d-do-repeal-those-trump-tax-cuts
[2] https://nypost.com/2019/05/12/trumps-policies-are-doing-the-exact-opposite-of-what-democrats-warned/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons
[1] https://twitter.com/i/web/status/1125316519326392320
[1] https://twitter.com/OKFairtax/status/1134295513279451141
[1] https://www.nsba.biz/wp-content/uploads/2013/01/Fundamental-Reform-Fair-Tax.pdf
[1] https://twitter.com/i/web/status/1128763428775104512
[1] https://twitter.com/i/web/status/1128081010321756160
[1] https://www.shtfplan.com/headline-news/over-taxed-1-3-of-americans-need-a-side-hustle-to-make-ends-meet_06112019

Top URLs in Tweet in G9:
[6] http://www.rhinotimes.com/featured-article/movin-on-up-with-opportunity-zones/
[1] https://twitter.com/i/web/status/1127278195261132800
[1] https://twitter.com/i/web/status/1126904172253720577
[1] https://twitter.com/CNBCnow/status/1124290275902406657
[1] https://twitter.com/i/web/status/1128263453473476609
[1] https://twitter.com/i/web/status/1129381358718078976
[1] https://twitter.com/i/web/status/1128622872040284160
[1] https://www.instagram.com/p/BxD6aeQhJXq/?igshid=zmer92vo9hkk

Top URLs in Tweet in G10:
[32] https://www.irs.gov/taxreform
[19] https://www.irs.gov/newsroom/businesses
[13] https://www.irsvideos.gov/
[11] https://go.usa.gov/xPmgQ
[10] https://go.usa.gov/xPGY3
[7] https://go.usa.gov/xP7Bb
[7] https://www.youtube.com/watch?v=XEmE44DwEyE&feature=youtu.be

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

Top Domains
Top Domains in Tweet in Entire Graph:
[585] twitter.com
[303] cpapracticeadvisor.com
[125] irs.gov
[87] usa.gov
[66] pwc.com
[62] dy.si
[58] youtube.com
[28] dutchnews.nl
[26] bradfordtaxinstitute.com
[25] buylandingpagedesign.com

Top Domains in Tweet in G1:
[19] twitter.com
[2] saraacarter.com
[1] netdna-ssl.com
[1] whitehouse.gov
[1] cbsnews.com
[1] washingtonexaminer.com
[1] cnbc.com
[1] msn.com
[1] wsj.com
[1] washingtonpost.com

Top Domains in Tweet in G2:
[159] twitter.com
[36] irs.gov
[29] dy.si
[26] bradfordtaxinstitute.com
[25] buylandingpagedesign.com
[24] usa.gov
[22] issuesusa.org
[16] pwc.com
[14] propertytaxlock.com
[14] socialware.com

Top Domains in Tweet in G3:
[303] cpapracticeadvisor.com
[1] pwc.com
[1] dy.si

Top Domains in Tweet in G4:
[98] twitter.com
[7] brendaslunch.com
[7] usatoday.com
[5] atr.org
[5] snip.ly
[5] ratecoalition.com
[4] nypost.com
[3] cnbc.com
[2] foxbusiness.com
[2] washingtonpost.com

Top Domains in Tweet in G5:
[28] twitter.com
[28] dutchnews.nl
[15] wildapricot.org
[9] americansabroad.org
[8] inc.com
[4] facebook.com
[3] theconversation.com
[3] dailysignal.com
[2] democratsabroad.org
[2] cnbc.com

Top Domains in Tweet in G6:
[36] twitter.com
[6] nationalmortgagenews.com
[5] constantcontact.com
[2] bostoncapital.com
[1] realestateinvestingtoday.com
[1] nytimes.com

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G8:
[13] fairtax.org
[8] twitter.com
[4] bigsolution.org
[3] atr.org
[2] nypost.com
[1] nsba.biz
[1] shtfplan.com

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

Top Domains in Tweet in G10:
[63] irs.gov
[48] usa.gov
[23] youtube.com
[21] twitter.com
[13] irsvideos.gov
[12] njcpa.org
[6] lnkd.in
[2] instagram.com
[2] accountingtoday.com
[1] thetaxadviser.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3576] taxreform
[750] italy
[231] irs
[217] tax
[185] taxes
[132] fairtax
[101] tcja
[100] opportunityzones
[75] smallbiz
[75] immigrationreform



Top Hashtags in Tweet in G1:
[893] taxreform
[741] italy
[52] goldstarfamily
[22] goldstarfamilies
[21] navy
[15] jobs
[10] buildthewall
[9] maga
[7] trump
[5] gop

Top Hashtags in Tweet in G2:
[473] taxreform
[112] tax
[96] taxes
[50] irs
[45] smallbiz
[41] lopeztaxes
[36] tcja
[33] tcot
[33] fairtax
[33] pjnet

Top Hashtags in Tweet in G3:
[304] taxreform

Top Hashtags in Tweet in G4:
[169] taxreform
[16] goptaxscam
[15] trumptariffs
[11] taxcuts
[10] derangeddonald
[10] oligarchy
[8] taxscambill
[8] deeppoverty
[7] wealthy
[7] welfareforwealthy

Top Hashtags in Tweet in G5:
[84] taxreform
[49] fatca
[44] expats
[35] rbt
[34] americansabroad
[25] taxation
[18] canada
[16] americansoverseas
[15] expatsincanada
[15] taxfairness

Top Hashtags in Tweet in G6:
[164] taxreform
[40] ohio
[17] opportunityzones
[11] caleg
[8] affordablehousing
[7] smallbiz
[7] prop13
[6] nationalsmallbusinessweek
[5] taxscam
[5] taxes

Top Hashtags in Tweet in G7:
[6] taxreform
[5] italy
[1] goldstarfamily
[1] scotus
[1] ninthcircuitcourt
[1] onehundrednewfedjudges
[1] thewall
[1] gnp
[1] mfgjobs
[1] recordlowunemployment

Top Hashtags in Tweet in G8:
[127] taxreform
[95] fairtax
[23] taxcuts
[4] endthefed
[4] endtheirs
[2] italy
[2] tax
[1] shrinkthegovernment
[1] nosocialism
[1] buildthewall

Top Hashtags in Tweet in G9:
[115] taxreform
[78] opportunityzones
[9] azbudget
[7] hammertime
[6] nc06
[2] azchamber
[2] azleg
[1] tx22
[1] ohio
[1] thingsthatmatteraz

Top Hashtags in Tweet in G10:
[207] taxreform
[121] irs
[30] betaxready
[21] tcja
[16] irsyoutube
[14] historicpreservationmonth
[13] tax
[11] irssmallbiz
[10] business
[9] taxseason

Top Words
Top Words in Tweet in Entire Graph:
[2824] Words in Sentiment List#1: Positive
[1694] Words in Sentiment List#2: Negative
[31] Words in Sentiment List#3: Angry/Violent
[96664] Non-categorized Words
[101182] Total Words
[3571] #taxreform
[1535] tax
[1049] realdonaldtrump
[817] want
[756] leader

Top Words in Tweet in G1:
[893] #taxreform
[879] realdonaldtrump
[743] matteosalvinimi
[743] want
[742] leader
[741] saracarterdc
[741] italian
[741] style
[741] revolution
[741] #italy

Top Words in Tweet in G2:
[472] #taxreform
[327] tax
[112] #tax
[96] #taxes
[66] more
[51] new
[51] reform
[50] #irs
[45] s
[45] #smallbiz

Top Words in Tweet in G3:
[304] #taxreform
[303] depreciation
[303] clarification
[303] cpapracadvisor
[303] cwseapa
[301] craigwsmalleyea
[2] find
[2] out
[2] leading
[2] companies

Top Words in Tweet in G4:
[168] #taxreform
[108] tax
[91] u
[77] income
[57] gop
[57] middle
[57] senfinance
[53] more
[52] economy
[51] people

Top Words in Tweet in G5:
[229] tax
[87] americans
[84] #taxreform
[72] acavoice
[72] jcdoubletaxed
[62] more
[49] #fatca
[45] abroad
[44] #expats
[38] demsabroad

Top Words in Tweet in G6:
[164] #taxreform
[79] senrobportman
[45] still
[40] #ohio
[40] tax
[33] more
[29] davidpepper
[26] thanks
[25] one
[24] capitol_weekly

Top Words in Tweet in G7:
[122] mitchellvii
[122] democrats
[122] believe
[122] current
[122] economic
[122] boom
[122] due
[122] policies
[122] obama
[122] put

Top Words in Tweet in G8:
[201] fairtaxofficial
[127] #taxreform
[95] #fairtax
[93] tax
[57] realdonaldtrump
[50] income
[50] end
[46] irs
[45] one
[44] poor

Top Words in Tweet in G9:
[115] #taxreform
[78] #opportunityzones
[71] repmarkwalker
[59] senatortimscott
[55] percent
[54] last
[53] wage
[53] increases
[52] ve
[52] seen

Top Words in Tweet in G10:
[207] #taxreform
[121] #irs
[86] more
[73] tax
[60] learn
[57] changes
[44] irsnews
[42] out
[41] changed
[36] payments

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
[303] depreciation,clarification

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

Top Word Pairs in Tweet in G2:
[42] tax,reform
[39] tax,code
[33] simplify,tax
[33] code,#taxreform
[33] #tax,#smallbiz
[31] irsnews,#lopeztaxes
[27] landing,page
[26] #tax,#taxes
[25] page,design
[24] #taxes,#taxrefund

Top Word Pairs in Tweet in G3:
[303] depreciation,clarification
[303] clarification,cpapracadvisor
[303] cpapracadvisor,cwseapa
[303] cwseapa,#taxreform
[301] craigwsmalleyea,depreciation
[2] find,out
[2] out,leading
[2] leading,companies
[2] companies,achieving
[2] achieving,greater

Top Word Pairs in Tweet in G4:
[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 G5:
[35] americans,abroad
[33] #expats,#americansabroad
[28] dutch,tax
[28] tax,minister
[28] minister,raise
[28] problems,washington
[28] washington,dutchnewsnl
[28] dutchnewsnl,#expats
[28] tax,code
[28] code,tax

Top Word Pairs in Tweet in G6:
[23] still,selling
[17] more,workers
[16] #opportunityzones,encourage
[16] thanks,#taxreform
[15] portman,still
[15] selling,#taxreform
[15] #taxreform,one
[15] one,buying
[14] hiring,more
[14] davidpepper,still

Top Word Pairs in Tweet in G7:
[122] democrats,believe
[122] believe,current
[122] current,economic
[122] economic,boom
[122] boom,due
[122] due,policies
[122] policies,obama
[122] obama,put
[122] put,place
[122] place,before

Top Word Pairs in Tweet in G8:
[36] income,tax
[36] fairtaxofficial,#taxreform
[34] realdonaldtrump,mike_pence
[33] end,#fairtax
[24] poverty,level
[23] refunds,tax
[23] up,poverty
[22] #taxreform,refunds
[22] tax,spending
[22] spending,up

Top Word Pairs in Tweet in G9:
[66] repmarkwalker,#opportunityzones
[53] wage,increases
[52] #opportunityzones,ve
[52] ve,seen
[52] seen,over
[52] over,last
[52] last,year
[52] year,wage
[52] increases,8
[52] 8,percent

Top Word Pairs in Tweet in G10:
[49] #taxreform,changes
[30] more,information
[29] learn,more
[29] information,go
[27] changes,affect
[27] changed,way
[26] more,#irs
[24] fringe,benefits
[22] check,out
[22] out,#irs

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

Top Replied-To in G1:
@realdonaldtrump
@9news
@saracarterdc
@travelwi
@secretaryacosta
@karlbykarlsmith
@ericbolling
@stevescalise
@replloyddoggett
@bigcarr

Top Replied-To in G4:
@realdonaldtrump
@senategop
@gop
@johncornyn
@gopleader
@waysandmeansgop
@reptomreed
@randpaul
@gopchairwoman
@senatemajldr

Top Replied-To in G5:
@acavoice
@expatriationlaw
@newmant360
@danicap1771
@carmelan
@kamalaharris
@ewarren
@richardrubindc
@robdamschen
@jonbaugher

Top Replied-To in G6:
@senrobportman
@repleezeldin
@senatefloor

Top Replied-To in G7:
@mitchellvii

Top Replied-To in G8:
@sayshummingbird
@usrepgarypalmer
@arthurschwartz
@jonathanhoenig

Top Replied-To in G9:
@reppeteolson
@shay_hawkins_oh

Top Replied-To in G10:
@jjauthor
@patagonia
@govmurphy
@irsnews

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

Top Mentioned in G1:
@realdonaldtrump
@matteosalvinimi
@saracarterdc
@justanavywife
@potus
@repelaineluria
@writerwrites
@smselby26
@bobmorris_ii
@blazetv

Top Mentioned in G2:
@stratafolio
@jkanelis
@modiolegal
@alstonbirdllp
@ursuscalifas

Top Mentioned in G3:
@cpapracadvisor
@cwseapa
@craigwsmalleyea
@geetherm

Top Mentioned in G4:
@senfinance
@chuckgrassley
@gop
@usatoday
@politicians_101
@realdonaldtrump
@stephenglahn
@senatemajldr
@taxreformer
@digitalliberty

Top Mentioned in G5:
@jcdoubletaxed
@acavoice
@demsabroad
@dutchnewsnl
@thelocalfrance
@helenburggraf
@swisstechie
@fromstevehowell
@keith__redmond
@carmelan

Top Mentioned in G6:
@senrobportman
@davidpepper
@capitol_weekly
@ahtccoalition
@sencorygardner
@chriswhoene
@senatorrounds
@senatehertzberg
@cincychamber
@senatefloor

Top Mentioned in G7:
@mitchellvii
@saracarterdc
@matteosalvinimi
@realdonaldtrump
@justanavywife

Top Mentioned in G8:
@fairtaxofficial
@realdonaldtrump
@mike_pence
@realdona
@realdonald
@okfairtax
@se
@reald
@nsba

Top Mentioned in G9:
@repmarkwalker
@senatortimscott
@repdavid
@cathymcmorris
@azchamber
@afppennsylvania
@govinslee
@reppeteolson
@nfib_az
@calebheimlich

Top Mentioned in G10:
@irsnews
@irstaxpros
@irssmallbiz
@njcpa
@usachp
@acnirs
@chiefexecgrp
@amazon
@jjauthor
@raphyirs

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
@serafinos
@9news
@michaelbarger1
@ouchinagirl
@hambysr
@nytimes

Top Tweeters in G2:
@ratingsnetwork
@kenlenkirk
@jewelnature
@klonokid
@warriors_mom
@christianthings
@cpa_trendlines
@wmagates
@pymnts
@lodewijkhof

Top Tweeters in G3:
@baddieju
@smiley_rose
@floorcorrea13
@laydeebuggangel
@navycaptret63xx
@yrgathens
@biznessavenue
@kxdenkxden
@sevens_heaven
@matthewsarhan

Top Tweeters in G4:
@lopezgovlaw
@wildwillow65
@ramiro1504s
@foxnews
@castonchris
@jonathanjewel
@usatoday
@cnbc
@wsj
@dailycaller

Top Tweeters in G5:
@patriot_girl_tx
@drofdem
@rickysi16087724
@inc
@simplify77
@vickie627
@laureldavilacpa
@bracing
@swettmanf
@instinctnaturel

Top Tweeters in G6:
@briangrnotabot
@all100senators
@sacbee_news
@allenellis14
@charlotteonder1
@darab13
@sfchronicle
@yourwinner
@chejo911
@arjunpatel20

Top Tweeters in G7:
@joefreedomlove
@billyboysdaddy
@wetfeathers
@rettinol
@tanya10049407
@loretta_stiles
@pabloleslie
@pacsgirl36
@carver926
@piercedart

Top Tweeters in G8:
@immoralreport
@fl85
@kegan05
@nypost
@reynolds2g
@crookophobe
@bigjet_
@flatsgene
@wfan660
@arra

Top Tweeters in G9:
@jim_peoples_
@mooncindylu
@purpledalmation
@theratzpack
@lonestartxmary
@kferrugia
@oldairforcedude
@alabamamangreg
@chrisobxnc
@aldrpeg4

Top Tweeters in G10:
@jjauthor
@donmgreen
@starbucks
@vpaige
@runmgd
@seerealequal
@troyallenhumbl1
@felixsarconait
@usacustomers
@irsnews