tax, Twitter, 2/15/2020 8:58:10 PM, 221229
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tax Twitter NodeXL SNA Map and Report for Saturday, 15 February 2020 at 18:27 UTC
tax Twitter NodeXL SNA Map and Report for Saturday, 15 February 2020 at 18:27 UTC
View an interactive version of this graph (experimental)
From:
marc_smith
Uploaded on:
February 15, 2020
Short Description:
tax via NodeXL http://bit.ly/39uHXu2
@realdonaldtrump
@rbreich
@proudresister
@paulkrugman
@tito_mboweni
@alekemukunga
@berniesanders
@chadwick_moore
@bettgunther
@iceman_cometh1

Top hashtags:
#classified
#honouringthetaxpayers
#tax
#elpaso
#gst
#taxes
#trump

Description:
Description
The graph represents a network of 23,346 Twitter users whose recent tweets contained "tax", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 15 February 2020 at 19:05 UTC.

The tweets in the network were tweeted over the 2-hour, 24-minute period from Saturday, 15 February 2020 at 16:02 UTC to Saturday, 15 February 2020 at 18:27 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 : 23346
Unique Edges : 27209
Edges With Duplicates : 6145
Total Edges : 33354
Number of Edge Types : 5
Retweet : 9035
Replies to : 5870
Mentions : 9286
MentionsInRetweet : 5709
Tweet : 3454
Self-Loops : 3559
Reciprocated Vertex Pair Ratio : 0.0106663608211951
Reciprocated Edge Ratio : 0.0211075805719473
Connected Components : 4055
Single-Vertex Connected Components : 1712
Maximum Vertices in a Connected Component : 12690
Maximum Edges in a Connected Component : 20674
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 7.536052
Graph Density : 4.8505321081061E-05
Modularity : 0.793782
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 23,346 Twitter users whose recent tweets contained "tax", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 15 February 2020 at 19:05 UTC.

The tweets in the network were tweeted over the 2-hour, 24-minute period from Saturday, 15 February 2020 at 16:02 UTC to Saturday, 15 February 2020 at 18:27 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".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : tax
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[98] https://people.com/crime/country-singer-daniel-lee-martin-dead-suicide-amid-child-sex-abuse-allegations/
[52] https://www.washingtonexaminer.com/opinion/op-eds/a-wealth-tax-is-a-terrible-idea
[45] https://thewire.in/economy/tax-revenue-projections-fy-21-budget
[34] https://www.washingtonexaminer.com/opinion/democrats-want-to-repeal-most-important-part-of-trumps-tax-cuts
[32] https://www.theblaze.com/news/president-trump-planning-massive-double-digit-tax-cut-for-middle-class-american-families?utm_content=buffer8b454&utm_medium=referral&utm_source=twitter&utm_campaign=tw-theblaze
[29] https://www.cnbc.com/2020/02/14/white-house-considering-tax-incentive-for-more-americans-to-buy-stocks.html
[25] https://twitter.com/tito_mboweni/status/1228689656214061059
[25] https://www.politico.com/news/2020/02/14/trump-middle-class-tax-cut-115262
[20] https://www.theepochtimes.com/trump-wants-new-tax-cuts-by-september-2020-kudlow_3238366.html
[19] https://theintercept.com/2020/02/14/pete-buttigieg-trump-tax-policy-opportunity-zones/

Top URLs in Tweet in G1:
[2] https://twitter.com/kylegriffin1/status/1228680360688357376
[1] https://twitter.com/DebtCrisisOrg/status/1227940994987044868
[1] https://www.marketwatch.com/story/jeff-bezos-spent-more-on-his-new-home-in-beverly-hills-than-amazon-has-paid-so-far-in-us-federal-income-tax-for-2019-2020-02-15?mod=mw_share_twitter
[1] https://twitter.com/RoseDC11/status/1228161858890280960
[1] https://twitter.com/mtracey/status/1228716625383297024
[1] https://www.forbes.com/sites/christianweller/2020/02/15/administration-again-selling-tax-shelter-for-the-top-as-middle-class-relief/
[1] https://twitter.com/abenergycenter/status/1228670210267340800
[1] https://www.reuters.com/article/us-usa-trump-budget-mnuchin/despite-1-trillion-deficits-trump-tax-cuts-will-still-pay-for-themselves-mnuchin-idUSKBN20634K
[1] https://theintercept.com/2020/02/14/pete-buttigieg-trump-tax-policy-opportunity-zones/
[1] https://twitter.com/koi529/status/1228668847085039619

Top URLs in Tweet in G2:
[17] https://twitter.com/tito_mboweni/status/1228689656214061059
[10] https://www.foxbusiness.com/economy/trump-tax-cuts-retirement-savings-tax-break
[7] https://www.youtube.com/watch?v=GeC6iftcUgg&feature=youtu.be

[6] https://twitter.com/kylegriffin1/status/1228680360688357376
[6] https://www.cnbc.com/2020/02/14/white-house-considering-tax-incentive-for-more-americans-to-buy-stocks.html
[5] https://twitter.com/rahm3sh/status/1228361995725963270
[5] https://www.ctvnews.ca/canada/ontario-husband-and-wife-arrested-in-connection-with-cra-telephone-tax-scheme-1.4812598
[5] https://www.theblaze.com/news/president-trump-planning-massive-double-digit-tax-cut-for-middle-class-american-families
[4] https://twitter.com/pulte/status/1228706178617761793
[4] http://www.sage.com/en-gb/cp/perform?utm_source=twitter_53245bd3-5dbe-4a36-b8c8-ad9010094b19&utm_medium=social%20network&utm_campaign=pjw5_soc_org

Top URLs in Tweet in G3:
[4] https://secure.actblue.com/donate/resistmcconnell
[3] https://apnews.com/2722fe07cc220914f6772272e15b0c6d?utm_medium=AP&utm_source=Twitter&utm_campaign=SocialFlow
[2] https://www.salon.com/2020/02/10/trump-budget-would-cut-medicare-medicaid-and-social-security-while-expanding-tax-cuts-for-the-rich/
[2] https://twitter.com/thedailyshow/status/1228469218741350401
[2] https://www.newsmax.com/politics/kudlow-taxes-tax-cuts/2020/02/14/id/954126/
[2] https://www.nytimes.com/2019/07/30/us/politics/california-trump-tax-returns.html
[2] https://www.forbes.com/sites/christianweller/2020/02/15/administration-again-selling-tax-shelter-for-the-top-as-middle-class-relief/
[2] https://americanindependent.com/tennessee-gop-tampon-ban-feminine-hygiene-products-sales-tax-holiday-republicans/
[2] https://www.huffpost.com/entry/trump-golf-mar-a-lago-taxpayers_n_5e4712b9c5b64d860fcab86c
[2] https://www.judicialwatch.org/press-releases/judicial-watch-files-house-ethics-complaint-against-rep-ilhan-omar-over-potential-immigration-marriage-tax-and-student-loan-fraud/https://www.judicialwatch.org/press-releases/judicial-watch-files-house-ethics-complaint-against-rep-ilhan-omar-over-potential-immigration-marriage-tax-and-student-loan-fraud/?utm_source=twitter&utm_medium=social&utm_campaign=press_release

Top URLs in Tweet in G4:
[13] https://americanindependent.com/donald-trump-state-of-the-union-lies-military-tax-breaks-opportunity-zones-sotu/
[8] https://thehill.com/homenews/administration/483217-trump-administration-weighing-tax-incentive-for-us-households-to
[3] https://www.cnbc.com/2020/02/14/white-house-considering-tax-incentive-for-more-americans-to-buy-stocks.html
[3] https://www.ny1.com/nyc/all-boroughs/politics/2020/02/15/activists-and-teachers--unions-call-for-wealth-tax-in-state-budget?cid=share_twitter
[3] https://twitter.com/TheBubbleBubble/status/1228402993793576961
[2] https://www.ny1.com/nyc/all-boroughs/politics/2020/02/15/activists-and-teachers--unions-call-for-wealth-tax-in-state-budget
[2] https://www.democracynow.org/2020/2/13/headlines/bloomberg_would_pay_billions_less_under_his_tax_plan_than_sanders
[2] https://newrepublic.com/article/155844/michael-bloomberg-big-hedge-wealth-tax-2020
[2] https://newrepublic.com/amp/article/155844/michael-bloomberg-big-hedge-wealth-tax-2020
[2] https://bluntforcetruth.com/news/home-depot-co-founder-bernie-marcus-points-out-major-flaw-in-democrats-plan-to-tax-the-rich-video/

Top URLs in Tweet in G5:
[6] https://theprint.in/opinion/its-actually-modi-govts-fault-that-only-1-5-crore-indians-pay-income-tax/365801/
[3] https://twitter.com/cbic_india/status/1228396310333554689
[2] https://indianexpress.com/article/opinion/columns/across-the-aisle-union-budget-2020-tax-concession-6258180/
[2] https://twitter.com/cbic_india/status/1228396320936693760
[2] https://chat.whatsapp.com/invite/FIexDx4Mp2k3RkLGzJuvBq
[1] https://indiankanoon.org/doc/159736439/
[1] https://www.youtube.com/watch?v=jmLlX2UkVGQ&feature=youtu.be

[1] https://twitter.com/9f05ad5839474cd/status/1227637072313376773
[1] https://twitter.com/cbic_india/status/1228396324103393280
[1] https://twitter.com/YusufDFI/status/1228679292864778243

Top URLs in Tweet in G6:
[3] https://twitter.com/tito_mboweni/status/1228689656214061059
[1] https://twitter.com/SizweDhlomo/status/1228691350201257989
[1] https://twitter.com/crispiangallon1/status/1228724898174001158

Top URLs in Tweet in G7:
[47] https://www.washingtonexaminer.com/opinion/op-eds/a-wealth-tax-is-a-terrible-idea
[12] https://www.theepochtimes.com/trump-wants-new-tax-cuts-by-september-2020-kudlow_3238366.html
[3] https://www.americanthinker.com/articles/2020/02/andrew_cuomo_criminals_best_friend.html#.XkTEkTkir71.twitter
[2] http://else.School
[2] https://www.foxnews.com/media/rev-todd-johnson-black-voters-trump-2020-presidential-election
[1] https://twitter.com/mobycat6969/status/1228672637569773568
[1] https://www.foxbusiness.com/economy/trump-tax-cuts-retirement-savings-tax-break
[1] https://twitter.com/DanMCalgary/status/1228740269777932288
[1] https://twitter.com/RepEscobar/status/1228412343958241285
[1] http://www.english.it/

Top URLs in Tweet in G8:
[2] https://www.voachinese.com/a/us-defense-chief-slams-china-rising-threat-world-order-20200215/5289678.html?utm_source=twitter&utm_medium=social&utm_campaign=dlvr.it
[2] https://trib.al/M8EkUIU
[2] https://hk.news.appledaily.com/breaking/realtime/article/20200215/60603340
[1] https://twitter.com/alyssa_milano/status/1228459669296779264
[1] https://www.vox.com/2019/3/1/18241692/undocumented-immigrants-pay-state-local-taxes
[1] https://www.marketplace.org/2019/01/28/undocumented-immigrants-quietly-pay-billions-social-security-and-receive-no/
[1] https://www.forbes.com/sites/niallmccarthy/2016/10/06/how-much-tax-do-americas-undocumented-immigrants-actually-pay-infographic/
[1] https://www.washingtonexaminer.com/opinion/op-eds/a-wealth-tax-is-a-terrible-idea
[1] https://www.politifact.com/factchecks/2020/feb/05/veronica-escobar/state-union-rebuttal-texas-rep-overstates-debt-cla/
[1] https://www.washingtonexaminer.com/opinion/democrats-want-to-repeal-most-important-part-of-trumps-tax-cuts

Top URLs in Tweet in G9:
[29] https://www.washingtonexaminer.com/opinion/democrats-want-to-repeal-most-important-part-of-trumps-tax-cuts
[4] https://thehill.com/homenews/administration/483217-trump-administration-weighing-tax-incentive-for-us-households-to?amp#click=https://t.co/9ulmGybDoG
[3] https://www.cnbc.com/2020/02/14/white-house-considering-tax-incentive-for-more-americans-to-buy-stocks.html
[3] https://rightwingtribune.com/2020/02/14/pelosi-refuses-tax/
[2] https://www.washingtonexaminer.com/opinion/op-eds/a-wealth-tax-is-a-terrible-idea
[2] https://www.theepochtimes.com/trump-wants-new-tax-cuts-by-september-2020-kudlow_3238366.html
[2] https://twitter.com/BernieSanders/status/1228088243083759617
[2] https://twitter.com/JohnCornyn/status/1228710629185335297
[1] https://www.foxbusiness.com/markets/second-tax-cut-september-larry-kudlow
[1] https://nypost.com/2020/02/09/president-trumps-budget-calls-for-11-7-billion-foreign-aid-cut/

Top URLs in Tweet in G10:
[1] https://californiapolicycenter.org/californians-face-wave-local-tax-hike-measures/
[1] https://twitter.com/lyraedro/status/1228708262968725505
[1] https://www.icij.org/investigations/panama-papers/u-s-poised-to-celebrate-its-first-panama-papers-tax-conviction/
[1] https://www.washingtonpost.com/politics/federal-employee-retirement-benefits-would-be-cut-under-trumps-budget/2020/02/10/879ec19e-4c2d-11ea-9b5c-eac5b16dafaa_story.html?fbclid=IwAR3hYy02fT8msSgJj9iaiwrYNOJKkSZ474rKfcV2Mh7aG0njYrf6rGibDbc
[1] https://www.vox.com/2020/2/13/21136212/tampon-tax-tennessee-period-menstrual-equity-menstruation
[1] https://www.forbes.com/sites/howardgleckman/2019/05/29/a-new-congressional-study-finds-little-economic-benefit-from-the-2017-tax-cuts/#c7c7520549e0
[1] https://www.youtube.com/watch?v=fCMuAFWtlLc&app=desktop

[1] https://britishherald.com/zuckerberg-ready-for-facebook-to-pay-more-tax-as-welcomes-rules-review/
[1] https://www.nytimes.com/2020/02/11/opinion/bloomberg-president-2020.html

Top Domains
Top Domains in Tweet in Entire Graph:
[810] twitter.com
[106] co.uk
[98] people.com
[86] washingtonexaminer.com
[82] patch.com
[64] youtube.com
[58] cnbc.com
[47] theblaze.com
[45] thewire.in
[37] trib.al

Top Domains in Tweet in G1:
[14] twitter.com
[3] nytimes.com
[2] thehill.com
[1] marketwatch.com
[1] forbes.com
[1] reuters.com
[1] theintercept.com
[1] milkenreview.org
[1] theatlantic.com
[1] pbs.org

Top Domains in Tweet in G2:
[309] twitter.com
[80] patch.com
[31] co.uk
[20] youtube.com
[16] taxmanagementindia.com
[15] foxbusiness.com
[14] dy.si
[14] cnbc.com
[13] instagram.com
[9] yahoo.com

Top Domains in Tweet in G3:
[41] twitter.com
[4] actblue.com
[4] huffpost.com
[4] newsmax.com
[4] nytimes.com
[4] foxbusiness.com
[3] foxnews.com
[3] apnews.com
[3] forbes.com
[3] americanindependent.com

Top Domains in Tweet in G4:
[13] americanindependent.com
[12] twitter.com
[10] thehill.com
[5] ny1.com
[5] trib.al
[4] newrepublic.com
[4] illinoispolicy.org
[3] cnbc.com
[3] youtube.com
[3] cbsnews.com

Top Domains in Tweet in G5:
[20] twitter.com
[6] theprint.in
[3] indianexpress.com
[2] whatsapp.com
[1] indiankanoon.org
[1] youtube.com
[1] ecoti.in
[1] tribuneindia.com
[1] india.com
[1] aajtak.in

Top Domains in Tweet in G6:
[5] twitter.com

Top Domains in Tweet in G7:
[47] washingtonexaminer.com
[12] theepochtimes.com
[5] twitter.com
[3] americanthinker.com
[2] else.school
[2] foxnews.com
[1] foxbusiness.com
[1] english.it

Top Domains in Tweet in G8:
[23] twitter.com
[3] lihkg.com
[3] appledaily.com
[2] washingtonexaminer.com
[2] voachinese.com
[2] trib.al
[1] vox.com
[1] marketplace.org
[1] forbes.com
[1] politifact.com

Top Domains in Tweet in G9:
[31] washingtonexaminer.com
[9] twitter.com
[5] thehill.com
[4] rightwingtribune.com
[3] cnbc.com
[2] theepochtimes.com
[1] foxbusiness.com
[1] nypost.com
[1] chiproy.com
[1] wealthiest.no

Top Domains in Tweet in G10:
[1] californiapolicycenter.org
[1] twitter.com
[1] icij.org
[1] washingtonpost.com
[1] vox.com
[1] forbes.com
[1] youtube.com
[1] britishherald.com
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[136] classified
[105] honouringthetaxpayers
[102] tax
[58] elpaso
[47] gst
[44] taxes
[44] trump
[34] corruption
[33] saturdaymorning
[31] oann



Top Hashtags in Tweet in G1:
[3] socialsecurity
[3] medicareforall
[1] perfectlylegal
[1] apple
[1] democraticsocialism
[1] educationforall
[1] wageequality
[1] berniesanders2020
[1] notmeus
[1] bloombergisanoligarch

Top Hashtags in Tweet in G2:
[84] honouringthetaxpayers
[60] tax
[20] taxes
[18] taxlaws
[17] schedules
[17] gst
[14] accounting
[12] irs
[11] taxseason
[8] business

Top Hashtags in Tweet in G3:
[13] panamapapers
[13] trump
[11] trumptaxscam
[10] minisanders
[10] buttigieg
[5] trumpbudget
[4] maga
[4] impeachedforlife
[3] taxcuts
[3] trump2020

Top Hashtags in Tweet in G4:
[10] cyrusvance
[10] trump
[10] taxreturns
[8] yanggang
[6] makebillionairespay
[5] feelthebern
[5] medicareforall
[2] notmeus
[2] classwarfare
[2] budgetjustice

Top Hashtags in Tweet in G5:
[23] gst
[23] arthakranti
[21] honouringthetaxpayers
[7] btt
[6] incometax
[6] nsel
[6] pmc
[6] dhfl
[5] savegst
[5] defence

Top Hashtags in Tweet in G6:
[2] budgetspeech2020
[2] intequinism
[1] jobs
[1] sme
[1] soe
[1] railnotretail
[1] vbs
[1] loadshedding
[1] sars
[1] sarsrogueunit

Top Hashtags in Tweet in G7:
[127] classified
[54] elpaso
[31] saturdaymorning
[31] oann
[22] ifbp
[21] 209acemaga45
[4] desperatedemocrats
[4] coup
[2] nj03
[1] fusiongps

Top Hashtags in Tweet in G8:
[8] hongkong
[6] covid19
[5] china
[4] hongkongpolicebrutality
[4] bernietax
[3] coronaviruschina
[3] coronavirusoutbreak
[2] 望撚住佢屙屎唔出都唔出奇
[2] breaking
[2] worldbank

Top Hashtags in Tweet in G9:
[2] classified
[2] democrats
[1] taxscambill
[1] tx21
[1] conartistcornyn
[1] gopcorruptionovercountry
[1] goptaxscam

Top Hashtags in Tweet in G10:
[4] warondrugs
[1] jewsforyang
[1] yanggang
[1] yang2024
[1] scumgop
[1] fucktrump
[1] trumpisacorruptliar
[1] lockhimup

Top Words
Top Words in Tweet in Entire Graph:
[19482] Words in Sentiment List#1: Positive
[24146] Words in Sentiment List#2: Negative
[23] Words in Sentiment List#3: Angry/Violent
[616881] Non-categorized Words
[660508] Total Words
[20969] tax
[3773] amp
[3701] trump's
[2322] money
[2216] 000

Top Words in Tweet in G1:
[3199] trump's
[1928] tax
[1649] company
[1633] 000
[1598] campaign
[1597] holiday
[1596] ellison
[1596] works
[1595] saved
[1595] oracle

Top Words in Tweet in G2:
[1990] tax
[189] money
[183] return
[167] amp
[144] pay
[132] trump
[122] more
[118] income
[108] know
[103] people

Top Words in Tweet in G3:
[1229] tax
[645] realdonaldtrump
[282] trump
[253] cut
[234] used
[228] democrats
[223] read
[219] house
[219] re
[212] budget

Top Words in Tweet in G4:
[894] tax
[514] amp
[468] free
[448] government
[439] stuff
[273] dollars
[266] corporations
[251] billionaires
[235] right
[230] healthcare

Top Words in Tweet in G5:
[790] tax
[195] toll
[189] gst
[174] क
[165] narendramodi
[148] defence
[147] र
[146] pmoindia
[141] स
[138] ह

Top Words in Tweet in G6:
[659] tax
[400] churches
[355] snake
[354] taxation
[354] time
[353] handy
[352] eating
[351] impose
[349] clappy
[347] ideas

Top Words in Tweet in G7:
[583] tax
[539] fbi
[465] amp
[381] steele
[262] clinton
[256] used
[255] info
[201] kim
[174] trump
[148] goes

Top Words in Tweet in G8:
[673] amp
[367] tax
[256] fraud
[234] immigration
[225] ilhan
[217] thejusticedept
[215] lied
[215] govt
[215] investigation
[214] hard

Top Words in Tweet in G9:
[485] tax
[368] money
[367] poor
[247] much
[214] democrats
[192] state
[189] make
[185] go
[184] goes
[183] record

Top Words in Tweet in G10:
[464] tax
[442] trillion
[178] high
[159] deficit
[149] bill
[145] fed
[145] spending
[142] sugar
[142] couple
[142] liquidity

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1816] trump's,tax
[1718] 100,000
[1698] tax,holiday
[1688] co,founder
[1684] reelection,campaign
[1683] larry,ellison
[1682] holiday,saved
[1682] saved,oracle
[1682] oracle,5b
[1682] 5b,43b

Top Word Pairs in Tweet in G1:
[1597] tax,holiday
[1595] trump's,tax
[1595] holiday,saved
[1595] saved,oracle
[1595] oracle,5b
[1595] 5b,43b
[1595] 43b,company
[1595] company,stashed
[1595] stashed,abroad
[1595] abroad,larry

Top Word Pairs in Tweet in G2:
[174] tax,return
[100] tax,returns
[87] income,tax
[78] namo,app
[66] tax,refund
[63] tax,money
[60] modi,govt
[55] tax,dollars
[52] tax,season
[48] 2019,tax

Top Word Pairs in Tweet in G3:
[239] tax,cut
[201] re,election
[200] supreme,court
[199] everyone,read
[198] mitch,mcconnell
[198] mcconnell,used
[198] used,nuclear
[198] nuclear,option
[198] option,tamper
[198] tamper,supreme

Top Word Pairs in Tweet in G4:
[438] free,stuff
[251] tax,dollars
[219] corporations,amp
[219] amp,billionaires
[218] whole,free
[218] stuff,argument
[218] argument,republicans
[218] republicans,amp
[218] amp,moderate
[218] moderate,democrats

Top Word Pairs in Tweet in G5:
[132] toll,tax
[85] income,tax
[55] pmoindia,narendramodi
[54] defence,personnel
[52] tax,payers
[43] प,र
[40] interest,gross
[31] tax,paid
[31] late,fees
[30] tax,terrorism

Top Word Pairs in Tweet in G6:
[352] snake,eating
[352] eating,churches
[347] handy,clappy
[347] clappy,snake
[347] time,tax
[346] ideas,impose
[346] impose,taxation
[346] taxation,mushrooming
[346] mushrooming,handy
[346] churches,time

Top Word Pairs in Tweet in G7:
[139] tax,cuts
[133] tax,payer
[127] fbi,sharing
[127] sharing,#classified
[127] #classified,ℹ
[127] ℹ,steele
[127] steele,amp
[127] amp,gets
[127] gets,info
[127] info,fbi

Top Word Pairs in Tweet in G8:
[213] amp,tax
[212] somali,muslim
[212] muslim,rep
[212] rep,ilhan
[212] ilhan,lied
[212] lied,cheated
[212] cheated,amp
[212] amp,played
[212] played,sympathy
[212] sympathy,card

Top Word Pairs in Tweet in G9:
[181] record,17
[181] 17,40
[181] 40,pack
[181] pack,marlboros
[181] marlboros,manhattan
[181] manhattan,ve
[181] ve,talked
[181] talked,shop
[181] shop,owners
[181] owners,make

Top Word Pairs in Tweet in G10:
[144] tax,bill
[142] trillion,sugar
[142] sugar,high
[142] high,tax
[142] bill,couple
[142] couple,trillion
[142] trillion,fed
[142] fed,liquidity
[142] liquidity,trillion
[142] trillion,plus

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@tito_mboweni
@ilhanmn
@petebuttigieg
@johncornyn
@pulte
@berniesanders
@sirpareshrawal
@therickwilson
@gopleader

Top Replied-To in G1:
@rbreich
@joebiden
@peacehumanoid
@sominisengupta
@mattdpearce
@politicalblond
@thetbohn
@adamgoldmannyt
@shitjesusthinks
@frankfigliuzzi1

Top Replied-To in G2:
@isleybrewing

Top Replied-To in G3:
@realdonaldtrump
@gopleader
@seanhannity
@speakerpelosi
@gop
@real_defender
@johnrobertsfox
@bill_maxwell_
@maddow
@fahrenthold

Top Replied-To in G4:
@berniesanders
@sensanders
@mikebloomberg
@thehill
@manhattanda
@northmantrader
@proudresister
@stop_trump20
@alexisgoldstein
@ewarren

Top Replied-To in G5:
@pmoindia
@nitin_gadkari
@narendramodi
@nhaisocialmedia
@nsitharaman
@bhatsunils
@realdonaldtrump
@srirudybaba
@incindia
@fighterera

Top Replied-To in G6:
@tito_mboweni
@unmovedlee
@007questbond
@zungulavuyo
@christos_fanuel
@masagwadi
@pattibal
@gopolang6
@africanblackasa
@saneleoshazi

Top Replied-To in G7:
@rphantom91
@peterschweizer
@votesamuelwill1
@wyn1745
@lilblondie45
@_push_report1
@weseeyouweknow
@boazduane
@mgrant76308
@solmemes1

Top Replied-To in G8:
@ilhanmn
@rashidatlaib
@neuroglyph
@joshuawongcf
@solomonyue
@tax_free
@dalj_k
@abdulelsayed
@americasjoker
@jmtaychi

Top Replied-To in G9:
@johncornyn
@repescobar
@alpha_57
@stclairashley
@stargel69
@tedcruz
@chadwick_moore
@sharksurvivor1
@realminiaoc
@jtlope

Top Replied-To in G10:
@therickwilson
@lwoodhouse
@jimzarroli
@reedgalen
@dimartinobooth
@realdonaldtrump
@benshapiro
@libertythepd
@craigleidheiser
@lyraedro

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@ilhan
@thejusticedept
@berniesanders
@narendramodi
@foxnews
@pmoindia
@ingrahamangle
@nsitharaman
@finminindia

Top Mentioned in G1:
@rbreich
@gop
@rokhanna
@edbobson
@ninjamama617
@scarlettrabe
@declanwalsh
@bradplumer
@tracykatz8
@marston4ca42

Top Mentioned in G2:
@parsippanyfocus
@robertl01464344
@thetalentguru
@bigcajunman

Top Mentioned in G3:
@realdonaldtrump
@foxnews
@ingrahamangle
@potus
@barackobama
@gop
@speakerpelosi
@nytimes
@disupdates
@repadamschiff

Top Mentioned in G4:
@berniesanders
@ewarren
@mikebloomberg
@thehill
@sensanders
@politicususa
@proudresister
@emmakinery
@hughhewitt
@realdonaldtrump

Top Mentioned in G5:
@narendramodi
@pmoindia
@nsitharaman
@finminindia
@amitshah
@cbic_india
@swamy39
@nitin_gadkari
@bjp4india
@nsitharamanoffc

Top Mentioned in G6:
@tito_mboweni
@cyrilramaphosa
@sarstax
@pravingordhan
@taxjustice_sa
@governmentza
@julius_s_malema
@abramjee
@mphohoward
@hlopheelvis

Top Mentioned in G7:
@novak4congress
@epochtimes
@ucsc
@realdonaldtrump
@randallkraft
@trump_girl_usa
@mayspatriot
@jeffbezos
@cia

Top Mentioned in G8:
@ilhan
@thejusticedept
@ilhanmn
@rashidatlaib
@realdonaldtrump
@tax_free
@delta
@danaannelea
@acosta
@janjekielek

Top Mentioned in G9:
@thedemocrats
@alpha_57
@tedcruz
@gregabbott_tx
@chadwick_moore
@stclairashley
@johncornyn
@gatewaypundit
@realdonaldtrump
@senmcsallyaz

Top Mentioned in G10:
@golub
@therickwilson
@mnmanofhour
@lwoodhouse
@dimartinobooth
@robertjeffress
@benshapiro
@queenbeeaxs
@thehill
@openoutcrier

Top Tweeters
Top Tweeters in Entire Graph:
@geonews_urdu
@airtel_presence
@salvesayson
@missb62
@tomthunkitsmind
@vodafonein
@jojokejohn
@dichristine
@chris_1791
@animalsbelize

Top Tweeters in G1:
@dichristine
@odio_nao
@ronniehowlett3
@ez4u2say_janis
@cherokeesher2
@drdaveanddee
@ligayaloyola
@ggg_says
@flipthescript8
@lindacollins11

Top Tweeters in G2:
@dykbot
@raybae689
@schestowitz
@latikia
@texasfreedom101
@filterednews
@uhnwi_world
@callstadt
@memesyndrome_
@drpatfarrell

Top Tweeters in G3:
@jver1
@mkues65
@tenji95
@79topper
@sar_oso
@jjj5819
@sandi_childs
@castonchris
@briangrnotabot
@foxnews

Top Tweeters in G4:
@rjber15
@thereal_rebel
@thehill
@mastaofmp3s
@btm829
@superyayadize
@dcexaminer
@mzdivah67
@jefflee2020
@theeleanordavis

Top Tweeters in G5:
@geonews_urdu
@airtel_presence
@vodafonein
@cnbctv18live
@railwayseva
@cnnnews18
@indiatoday
@ndtv
@railminindia
@indianexpress

Top Tweeters in G6:
@khuze_elikhulu
@nkanyiso_ngqulu
@hlakes_
@almazsithole
@kamoelevated
@missleem
@ali_naka
@abramjee
@sapolnews
@ndebvucha

Top Tweeters in G7:
@dclarediane
@reneecarrollaz
@susaniverach
@shirleyringuet5
@drofdem
@connnutmeg
@tia6sc
@patriotictexanv
@baalter
@horseshort

Top Tweeters in G8:
@delta
@hammerjuan
@usalivestrong
@homerwhite
@dianabialkowski
@jjwills2
@tax_free
@james10gg
@yonadav7
@gcamp4

Top Tweeters in G9:
@debrammason1
@bearingtruth
@cliffhangernlv
@ladydshops
@usacsmret
@inittowinit007
@alley167
@katyinindy
@k1erry
@residentoffl

Top Tweeters in G10:
@lesleygsmith3
@1loriking
@theresamax
@vedehimajumdar
@b140tweet
@linda1746
@reagancbrown
@jrbkjrbk
@asmith702
@teakinrj


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