Tax the Rich, Twitter, 10/4/2021 5:20:39 AM, 263587


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Tax the Rich_2021-10-03_18-49-14.xlsx
Tax the Rich_2021-10-03_18-49-14.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
October 04, 2021
Short Description:
Tax the Rich via NodeXL https://bit.ly/3D6Bgx2
@icijorg
@wajahatali
@occupydemocrats
@jilevin
@toddhagopian
@chanquiner
@ariffnizam
@potus
@cjcmichel
@ryangrim

Top hashtags:
#pandorapapers
#buildbackbetter
#rewardworknotwealth
#panamapapers
#demvoice1
#taxtherich

Description:
Description
The graph represents a network of 19,315 Twitter users whose recent tweets contained "Tax the Rich", 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 Monday, 04 October 2021 at 04:39 UTC.

The tweets in the network were tweeted over the 1-day, 12-hour, 59-minute period from Saturday, 02 October 2021 at 12:49 UTC to Monday, 04 October 2021 at 01:48 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 : 19315
Unique Edges : 22532
Edges With Duplicates : 2010
Total Edges : 24542
Number of Edge Types : 5
Retweet : 13428
Replies to : 4079
Tweet : 1744
Mentions : 3510
MentionsInRetweet : 1781
Self-Loops : 1828
Reciprocated Vertex Pair Ratio : 0.00458015267175573
Reciprocated Edge Ratio : 0.00911854103343465
Connected Components : 2021
Single-Vertex Connected Components : 920
Maximum Vertices in a Connected Component : 14422
Maximum Edges in a Connected Component : 19638
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.892331
Graph Density : 5.82066887511111E-05
Modularity : 0.848091
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 19,315 Twitter users whose recent tweets contained "Tax the Rich", 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 Monday, 04 October 2021 at 04:39 UTC.

The tweets in the network were tweeted over the 1-day, 12-hour, 59-minute period from Saturday, 02 October 2021 at 12:49 UTC to Monday, 04 October 2021 at 01:48 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 the Rich
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:
[970] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/?no_nav=true
[832] https://www.theguardian.com/news/2021/oct/03/pandora-papers-biggest-ever-leak-of-offshore-data-exposes-financial-secrets-of-rich-and-powerful
[617] https://www.icij.org/investigations/pandora-papers/switzerland-fidinam-wealth-management-money-laundering?utm_campaign=Sprout&utm_content=Pandora+Papers&utm_medium=social&utm_source=twitter
[372] https://www.bbc.co.uk/news/world-58780465
[340] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/?itid=hp-top-table-high
[326] https://twitter.com/aoc/status/1444685472349962245
[209] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/
[175] https://twitter.com/washingtonpost/status/1444702774797684746
[169] https://twitter.com/guanenglim/status/1444200875900039171
[151] https://www.theguardian.com/news/2021/oct/03/pandora-papers-biggest-ever-leak-of-offshore-data-exposes-financial-secrets-of-rich-and-powerful?CMP=Share_iOSApp_Other

Top URLs in Tweet in G1:
[6] https://twitter.com/BoldProgressive/status/1443919688032002076
[4] https://www.rawstory.com/tax-the-rich-2655209732/
[2] https://twitter.com/joshtpm/status/1444314164592324608
[1] https://twitter.com/washingtonpost/status/1444702774797684746
[1] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/?no_nav=true
[1] https://www.thedailybeast.com/trump-reveals-his-master-plan-for-afghanistan?ref=scroll
[1] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/?tid=ss_tw
[1] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/
[1] https://www.theguardian.com/news/2021/oct/03/pandora-papers-biggest-ever-leak-of-offshore-data-exposes-financial-secrets-of-rich-and-powerful?CMP=Share_iOSApp_Other
[1] https://www.brookings.edu/blog/up-front/2020/09/04/the-salt-tax-deduction-is-a-handout-to-the-rich-it-should-be-eliminated-not-expanded/

Top URLs in Tweet in G2:
[49] https://twitter.com/washingtonpost/status/1444702774797684746
[19] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/?no_nav=true
[17] https://twitter.com/EoinHiggins_/status/1443750386066731014
[14] https://twitter.com/atrupar/status/1444660355674877957
[5] https://app.speechifai.tech/s/905NvZBNMtyvFd_4tjulEA
[4] https://app.speechifai.tech/campaign/1B5A44B3-D63F-43A7-BBD4-74629EF7F54D/static?url=aHR0cHM6Ly9pbmRpdmlzaWJsZS5vcmcvd2lubmluZy1pbmNsdXNpdmUtcmVjb3Zlcnktc2VuYXRl&image_id=FF991A69-334D-49B9-A03D-7BBEE375CA9E&social_network=twitter&link_caption=VGFrZSBhY3Rpb24h
[3] https://amp.theguardian.com/news/2021/oct/03/pandora-papers-biggest-ever-leak-of-offshore-data-exposes-financial-secrets-of-rich-and-powerful?__twitter_impression=true
[3] https://www.icij.org/investigations/pandora-papers/switzerland-fidinam-wealth-management-money-laundering?utm_campaign=Sprout&utm_content=Pandora+Papers&utm_medium=social&utm_source=twitter
[3] https://www.rawstory.com/tax-the-rich-2655209732/
[2] https://twitter.com/DemCastUSA/status/1443312765691645954

Top URLs in Tweet in G3:
[798] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/?no_nav=true
[10] https://www.theguardian.com/world/2019/nov/14/the-great-american-tax-haven-why-the-super-rich-love-south-dakota-trust-laws
[5] http://www.msn.com/en-us/money/markets/heres-proof-that-tax-cuts-for-the-rich-dont-boost-the-economy/ar-BB1bZ2uI?ocid=st
[3] https://www.icij.org/investigations/pandora-papers/switzerland-fidinam-wealth-management-money-laundering?utm_campaign=Sprout&utm_content=Pandora+Papers&utm_medium=social&utm_source=twitter
[1] https://jacobinmag.com/2021/05/internal-revenue-service-america-tax-haven-law-enforcement
[1] https://www.rawstory.com/tax-the-rich-2655209732/
[1] https://twitter.com/steven_strauss/status/1444386289625833478
[1] https://twitter.com/kevinmkruse/status/1444703627961147394
[1] https://twitter.com/washingtonpost/status/1444702774797684746
[1] https://twitter.com/ReallyAmerican1/status/1444094971557056514

Top URLs in Tweet in G4:
[42] https://www.theguardian.com/news/2021/oct/03/pandora-papers-biggest-ever-leak-of-offshore-data-exposes-financial-secrets-of-rich-and-powerful
[15] https://twitter.com/washingtonpost/status/1444702774797684746
[13] https://www.rawstory.com/tax-the-rich-2655209732/
[11] https://www.bbc.com/news/world-58780561
[10] https://www.theguardian.com/news/2021/oct/03/pandora-papers-biggest-ever-leak-of-offshore-data-exposes-financial-secrets-of-rich-and-powerful?CMP=Share_iOSApp_Other
[10] https://nypost.com/2021/10/03/pandora-papers-expose-tax-havens-for-the-rich-and-famous/
[8] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/
[8] https://www.bbc.co.uk/news/world-58780561
[7] https://www.aol.com/finance/looming-tax-hikes-giving-rich-190313254.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[7] https://www.theguardian.com/world/2019/nov/14/the-great-american-tax-haven-why-the-super-rich-love-south-dakota-trust-laws

Top URLs in Tweet in G5:
[165] https://twitter.com/guanenglim/status/1444200875900039171
[13] https://twitter.com/malaymail/status/1444507002089189376
[8] https://twitter.com/esshimself/status/1444180647170379776
[6] https://twitter.com/qedx_/status/1444495039267106819
[5] https://twitter.com/anakjohortakut/status/1444636924627410944
[4] https://twitter.com/chanquiner/status/1444270448443727875
[1] https://twitter.com/saladinmy/status/274397174131990529
[1] https://twitter.com/washingtonpost/status/1444702774797684746
[1] https://twitter.com/f15teen15/status/1444632374755540992
[1] https://twitter.com/Adammittt/status/1444333176013295620

Top URLs in Tweet in G6:
[27] https://www.youtube.com/watch?v=yq_E3HquRJY&feature=youtu.be

[22] https://www.dailykos.com/stories/2021/7/9/2038945/-Yes-please-Republicans-vote-against-Biden-s-tax-hike-on-the-rich-and-corporations
[11] https://theintercept.com/2021/09/26/kyrsten-sinema-private-equity-tax-loophole/
[10] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/?no_nav=true
[7] https://www.rawstory.com/tax-the-rich-2655209732/?utm_source=dlvr.it&utm_medium=twitter
[6] https://www.msn.com/en-us/news/politics/biden-slams-trump-for-racking-up-8-trillion-in-debt-as-he-vows-democrats-will-pay-for-their-spending-plan-by-taxing-the-rich/ar-AANd9vW?fbclid=IwAR1o_cwW8OvHr63Oz8NczB3dK2USUOR33K7mHHLo0lO8ITg7b0pZGiSlYwE
[5] https://www.npr.org/2019/12/20/789540931/2-years-later-trump-tax-cuts-have-failed-to-deliver-on-gops-promises
[4] https://www.commondreams.org/news/2021/07/19/gift-rich-tax-cheats-republicans-strip-irs-funds-bipartisan-infrastructure-bill
[4] https://www.nytimes.com/2021/06/09/briefing/tax-jeff-bezos-wealthy.html
[3] https://www.youtube.com/watch?v=kvmyAyzL68I&feature=youtu.be


Top URLs in Tweet in G7:
[8] https://reason.com/2021/09/28/dems-plan-to-tax-the-rich-might-include-a-huge-tax-break-for-the-rich/?utm_content=buffer9c787&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://reason.com/2021/09/28/dems-plan-to-tax-the-rich-might-include-a-huge-tax-break-for-the-rich/?utm_content=bufferdaefa&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://reason.com/2021/09/28/dems-plan-to-tax-the-rich-might-include-a-huge-tax-break-for-the-rich/

Top URLs in Tweet in G8:
[133] https://www.theguardian.com/news/2021/oct/03/tony-and-cherie-blair-bought-property-via-offshore-firm-and-saved-300000-in-tax
[81] https://www.theguardian.com/news/2021/oct/03/pandora-papers-biggest-ever-leak-of-offshore-data-exposes-financial-secrets-of-rich-and-powerful?CMP=Share_AndroidApp_Other
[52] https://www.mirror.co.uk/news/world-news/breaking-pandora-papers-financial-secrets-25128763
[11] https://www.theguardian.com/news/2021/oct/03/pandora-papers-biggest-ever-leak-of-offshore-data-exposes-financial-secrets-of-rich-and-powerful?CMP=Share_iOSApp_Other
[10] https://www.theguardian.com/news/2021/oct/03/pandora-papers-biggest-ever-leak-of-offshore-data-exposes-financial-secrets-of-rich-and-powerful
[9] https://www.theguardian.com/society/2021/oct/01/englands-nhs-and-care-services-need-11m-extra-staff-by-2031-finds-study
[4] https://www.icij.org/investigations/pandora-papers/switzerland-fidinam-wealth-management-money-laundering?utm_campaign=Sprout&utm_content=Pandora+Papers&utm_medium=social&utm_source=twitter
[3] https://apple.news/AK7rYYGWUQJuroOtTKkqw4Q
[2] https://www.theguardian.com/politics/2019/nov/25/hospital-beds-at-record-low-in-england-as-nhs-struggles-with-demand
[2] https://twitter.com/StopUKPoverty/status/1211668095141634055

Top URLs in Tweet in G9:
[559] https://www.icij.org/investigations/pandora-papers/switzerland-fidinam-wealth-management-money-laundering?utm_campaign=Sprout&utm_content=Pandora+Papers&utm_medium=social&utm_source=twitter
[14] https://www.icij.org/investigations/pandora-papers/global-investigation-tax-havens-offshore/
[2] https://www.theguardian.com/news/2021/oct/03/let-the-light-in-why-the-guardian-is-publishing-the-pandora-papers
[2] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/?no_nav=true
[2] https://www.bbc.co.uk/news/world-58780561
[2] https://amp.theguardian.com/news/2021/oct/03/pandora-papers-biggest-ever-leak-of-offshore-data-exposes-financial-secrets-of-rich-and-powerful?CMP=Share_AndroidApp_Other&__twitter_impression=true
[2] https://www.bbc.com/news/world-58780561
[1] https://www.bbc.co.uk/news/world-58780465
[1] https://www.premiumtimesng.com/news/headlines/487959-pandora-papers-global-investigation-exposes-secrets-of-some-of-nigerias-rich-and-powerful.html
[1] https://www.theguardian.com/news/2021/oct/03/tony-and-cherie-blair-bought-property-via-offshore-firm-and-saved-300000-in-tax

Top URLs in Tweet in G10:
[16] https://www.theguardian.com/news/2021/oct/03/pandora-papers-biggest-ever-leak-of-offshore-data-exposes-financial-secrets-of-rich-and-powerful
[13] https://www.cnbc.com/2021/09/22/why-white-house-democrats-use-400000-as-threshold-to-tax-the-rich.html?utm_term=Autofeed&utm_medium=Social&utm_content=Main&utm_source=Twitter#Echobox=1632765011
[12] https://twitter.com/bakari_sellers/status/1444039418407444480
[11] https://www.washingtonpost.com/business/interactive/2021/pandora-papers-offshore-finance/?no_nav=true
[11] https://thehill.com/opinion/campaign/574446-only-the-rich-can-play-documents-how-republican-program-to-help-the-poor
[9] https://americanindependent.com/house-republicans-irs-treasury-tax-evasion-bill-huizenga/
[5] https://www.theguardian.com/news/series/pandora-papers
[4] https://www.newyorker.com/news/our-columnists/trumps-seventy-three-million-dollar-tax-refund-is-the-biggest-outrage-of-all
[3] https://twitter.com/aoc/status/1444685472349962245
[3] https://www.icij.org/investigations/pandora-papers/switzerland-fidinam-wealth-management-money-laundering?utm_campaign=Sprout&utm_content=Pandora+Papers&utm_medium=social&utm_source=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[1678] twitter.com
[1561] washingtonpost.com
[1387] theguardian.com
[667] icij.org
[494] co.uk
[226] wvgazettemail.com
[151] nypost.com
[109] substack.com
[75] cbsnews.com
[64] youtube.com

Top Domains in Tweet in G1:
[9] twitter.com
[4] rawstory.com
[3] washingtonpost.com
[1] thedailybeast.com
[1] theguardian.com
[1] brookings.edu
[1] speechifai.tech
[1] aol.com
[1] cnn.com

Top Domains in Tweet in G2:
[84] twitter.com
[19] washingtonpost.com
[9] speechifai.tech
[4] theguardian.com
[3] icij.org
[3] rawstory.com
[1] wvgazettemail.com
[1] nypost.com
[1] cnbc.com

Top Domains in Tweet in G3:
[800] washingtonpost.com
[11] theguardian.com
[6] twitter.com
[5] msn.com
[3] icij.org
[1] jacobinmag.com
[1] rawstory.com
[1] nytimes.com

Top Domains in Tweet in G4:
[293] twitter.com
[76] theguardian.com
[21] nypost.com
[20] co.uk
[20] washingtonpost.com
[15] rawstory.com
[15] bbc.com
[11] youtube.com
[8] aol.com
[8] cbc.ca

Top Domains in Tweet in G5:
[205] twitter.com

Top Domains in Tweet in G6:
[36] youtube.com
[22] dailykos.com
[16] bloomberg.com
[14] twitter.com
[11] theintercept.com
[10] washingtonpost.com
[8] npr.org
[7] rawstory.com
[6] nytimes.com
[6] msn.com

Top Domains in Tweet in G7:
[15] reason.com

Top Domains in Tweet in G8:
[248] theguardian.com
[57] co.uk
[13] twitter.com
[4] icij.org
[3] washingtonpost.com
[3] apple.news
[1] save.plus

Top Domains in Tweet in G9:
[573] icij.org
[6] theguardian.com
[3] co.uk
[2] washingtonpost.com
[2] bbc.com
[1] premiumtimesng.com
[1] twitter.com

Top Domains in Tweet in G10:
[27] twitter.com
[22] theguardian.com
[14] cnbc.com
[13] washingtonpost.com
[11] thehill.com
[9] americanindependent.com
[4] newyorker.com
[3] icij.org
[2] doseofnews.com
[1] ntu.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1048] pandorapapers
[151] buildbackbetter
[125] rewardworknotwealth
[83] panamapapers
[82] demvoice1
[74] taxtherich
[59] path
[52] johnsonout
[52] abolishthemonarchy
[51] buildbackbetteract



Top Hashtags in Tweet in G1:
[2] demvoice1
[1] buildbackbetteract
[1] freshvoices
[1] paytheirfairshare

Top Hashtags in Tweet in G2:
[31] demvoice1
[28] buildbackbetteract
[28] freshvoices
[9] paytheirfairshare
[7] buildbackbetter
[5] rewardworknotwealth
[3] pandorapapers
[2] wtpblue

Top Hashtags in Tweet in G3:
[3] pandorapapers
[1] bidenwononhisagenda
[1] buildbackbetter
[1] buildbackbetteract
[1] demvoice1
[1] freshvoices
[1] votethemout

Top Hashtags in Tweet in G4:
[57] pandorapapers
[11] taxtherich
[10] tax
[10] trump
[6] paytheirfairshare
[6] rewardworknotwealth
[6] demsbuildbackbetter
[5] panamapapers
[4] money
[3] aoc

Top Hashtags in Tweet in G5:
[19] bias

Top Hashtags in Tweet in G6:
[18] endthefilibuster
[6] buildbackbetteract
[5] debtceiling
[5] bidensagendaworksforus
[5] bluewave2022
[4] covid19
[3] rwnj
[3] demvoice1
[3] pandorapapers
[3] manchin4sale

Top Hashtags in Tweet in G7:
[5] taxtherich

Top Hashtags in Tweet in G8:
[96] pandorapapers
[25] levellingup
[12] justanidea
[10] johnsonout
[6] marr
[6] bbcpanorama
[4] socialistsunday
[4] conservativepartyconference
[3] torycorruption
[3] torybrexitdisaster

Top Hashtags in Tweet in G9:
[599] pandorapapers
[20] carteblanche
[10] mnet101
[2] assetrecovery
[1] sundayvibes
[1] sundaythoughts
[1] journalismmatters
[1] path
[1] news
[1] newsdigest

Top Hashtags in Tweet in G10:
[4] bidensagendaworksforus
[3] buildbackbetteract
[3] pandorapapers
[1] demvoice1
[1] freshvoices
[1] politics
[1] amc
[1] gme
[1] congress
[1] biden

Top Words
Top Words in Tweet in Entire Graph:
[22658] tax
[18950] rich
[4414] people
[3340] offshore
[3317] pay
[3251] cuts
[2841] havens
[2303] trillions
[2249] don
[2077] good

Top Words in Tweet in G1:
[1489] tax
[1488] rich
[1452] people
[1376] cuts
[1369] manchin
[1367] good
[1366] republican
[1366] debt
[1363] sinema
[1363] fine

Top Words in Tweet in G2:
[1103] tax
[1095] rich
[703] super
[595] need
[198] bad
[117] good
[76] cuts
[68] dammit
[57] agenda
[57] voting

Top Words in Tweet in G3:
[1065] tax
[1023] rich
[845] go
[803] havens
[801] irs
[801] offshore
[800] tweet
[799] re
[798] democrat
[798] thinks

Top Words in Tweet in G4:
[1060] tax
[1003] rich
[162] people
[157] pay
[132] money
[106] taxes
[104] papers
[97] more
[96] offshore
[92] pandora

Top Words in Tweet in G5:
[3592] tax
[1286] service
[1153] rich
[692] gain
[662] sst
[649] malaysia
[646] same
[644] introduced
[644] digital
[643] coming

Top Words in Tweet in G6:
[1053] tax
[915] rich
[353] cuts
[213] trillion
[156] republican
[154] corporations
[150] gop
[150] debt
[142] people
[141] pay

Top Words in Tweet in G7:
[1407] don
[1406] issue
[763] tax
[731] rich
[722] people
[706] pay
[706] fair
[706] share
[705] 100
[705] income

Top Words in Tweet in G8:
[924] rich
[708] tax
[543] offshore
[430] ok
[349] money
[271] blair
[192] people
[184] disappears
[166] world
[147] taxes

Top Words in Tweet in G9:
[625] rich
[617] tax
[599] #pandorapapers
[591] powerful
[580] havens
[579] secretive
[574] financial
[570] reveal
[561] secrecy
[561] companies

Top Words in Tweet in G10:
[750] tax
[673] rich
[379] potus
[238] economy
[233] paid
[232] bill
[222] back
[214] families
[208] working
[207] infrastructure

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3391] tax,rich
[3231] tax,cuts
[2743] cuts,rich
[2058] tax,havens
[1567] american,people
[1542] rich,added
[1541] manchin,sinema
[1535] added,trillions
[1531] trillions,debt
[1530] voting,tax

Top Word Pairs in Tweet in G1:
[1376] tax,cuts
[1371] cuts,rich
[1362] focus,manchin
[1362] manchin,sinema
[1362] sinema,good
[1362] good,reminder
[1362] reminder,ask
[1362] ask,50
[1362] 50,republican
[1362] republican,senators

Top Word Pairs in Tweet in G2:
[701] super,rich
[700] tax,super
[576] need,tax
[182] tax,rich
[76] tax,cuts
[68] rich,dammit
[61] cuts,rich
[47] rich,government
[47] government,economy
[47] economy,work

Top Word Pairs in Tweet in G3:
[801] tax,havens
[798] re,democrat
[798] democrat,thinks
[798] thinks,irs
[798] irs,go
[798] go,penny
[798] penny,rich
[798] rich,hiding
[798] hiding,offshore
[798] offshore,tax

Top Word Pairs in Tweet in G4:
[369] tax,rich
[85] pandora,papers
[55] rich,powerful
[44] tax,cuts
[43] tax,havens
[39] rich,people
[37] rich,tax
[37] tax,avoidance
[36] tax,rates
[35] cuts,rich

Top Word Pairs in Tweet in G5:
[1286] service,tax
[650] gain,tax
[643] rich,coming
[643] coming,same
[643] same,man
[643] man,re
[643] re,introduced
[643] introduced,malaysia
[643] malaysia,sst
[643] sst,soda

Top Word Pairs in Tweet in G6:
[353] tax,cuts
[218] cuts,rich
[141] tax,rich
[99] rich,corporations
[74] tax,cut
[71] trickle,down
[68] national,debt
[65] tax,breaks
[59] republican,tax
[58] lie,tax

Top Word Pairs in Tweet in G7:
[706] fair,share
[705] rich,people
[705] pay,fair
[703] based,recent
[703] recent,irs
[703] irs,data
[703] data,tax
[703] tax,everyone
[703] everyone,making
[703] making,over

Top Word Pairs in Tweet in G8:
[222] tax,rich
[138] cherie,blair
[137] perks,rich
[136] tony,cherie
[132] property,offshore
[132] offshore,firm
[130] blair,bought
[130] firm,saved
[130] saved,312
[130] 312,000

Top Word Pairs in Tweet in G9:
[591] rich,powerful
[567] tax,havens
[560] #pandorapapers,reveal
[559] switzerland,hub
[559] hub,financial
[559] financial,secrecy
[559] secrecy,1930s
[559] 1930s,#pandorapapers
[559] reveal,ways
[559] ways,businesses

Top Word Pairs in Tweet in G10:
[204] grow,economy
[199] tax,giveaways
[196] build,back
[196] back,better
[195] giveaways,rich
[194] better,agenda
[193] howell,michigan
[193] continue,rallying
[193] rallying,public
[193] public,support

Top Replied-To
Top Replied-To in Entire Graph:
@potus
@aoc
@occupydemocrats
@leadermcconnell
@gopleader
@foxnews
@gop
@senatorsinema
@travisakers
@bittergertrude

Top Replied-To in G1:
@marcorubio
@joshtpm
@fuuckjoebiden
@forbes
@huffmanfornc
@chrisfnicholson
@michael07079
@wajahatali
@scottwalker
@joshuatmccabe

Top Replied-To in G2:
@jilevin
@numbers28
@dearauntcrabby
@repswalwell
@markmobility
@amyklobuchar
@markr10504221
@occupydemocrats
@senatordole
@ouropinion4u

Top Replied-To in G3:
@occupydemocrats
@drtjonesged
@replizcheney
@steveyuhas
@swinstonwolkoff
@mjosheehy
@senwarren
@vetnavy14
@ladylibation
@donwinslow

Top Replied-To in G5:
@f15teen15
@chanquiner
@saladinmy
@drewyong
@mg92__2
@luqmanlong
@__earth
@jiwakencang
@simple_peasant1
@penatbuttercup

Top Replied-To in G6:
@leadermcconnell
@gopleader
@gop
@senatorsinema
@gopchairwoman
@congbillposey
@repstefanik
@housegop
@randpaul
@johncornyn

Top Replied-To in G7:
@ann38036074
@reason
@onefinejay
@danieltobin
@jdcozad
@toddhagopian
@reinceniebuhr
@cbhinckley

Top Replied-To in G8:
@mikegalsworthy
@conservatives
@borisjohnson
@bbcnews
@oliverdowden
@pippacrerar
@paulwaugh
@rishisunak
@thepileus
@claudiawebbe

Top Replied-To in G9:
@dwwork2
@patrioticbiker
@premiumtimesng
@icijorg
@anneapplebaum
@carteblanchetv
@samstrades
@susaniniowa

Top Replied-To in G10:
@potus
@ordinary1world
@adamkinzinger
@whitehouse
@rockymountviews
@cnbc
@actbrigitte
@juliusseizurex
@shibanederland
@goddesssmiling

Top Mentioned
Top Mentioned in Entire Graph:
@potus
@sen_joemanchin
@whitehouse
@foxnews
@senatorsinema
@aoc
@borisjohnson
@icijorg
@gopleader
@gop

Top Mentioned in G1:
@joshtpm
@mikeoandy
@chrisjzullo
@marcgoldwein
@laurielew1966
@samphdeng
@marcorubio
@kateharding
@newyorker
@wajahatali

Top Mentioned in G2:
@helenrobo58
@wolfiemouse
@sen_joemanchin
@jilevin
@jayoung1892
@sheilabair5
@numbers28
@sruhle
@rbreich
@morgfair

Top Mentioned in G3:
@occupydemocrats
@donwinslow
@timryan
@irsnews
@davidcorndc
@funder
@rexchapman
@margaerymotown
@mas32376275
@sensanders

Top Mentioned in G4:
@investmentnews

Top Mentioned in G5:
@guanenglim
@abukitol
@fmtoday
@drthanussha
@partimuda

Top Mentioned in G6:
@senatorsinema
@gopleader
@gop
@potus
@speakerpelosi
@senategop
@senschumer
@joemanchinwv
@vp
@sen_joemanchin

Top Mentioned in G7:
@toddhagopian
@kev1ar561
@reason
@politibunny
@wplcsl
@carrie1964
@booker4ky

Top Mentioned in G8:
@borisjohnson
@conservatives
@bbcnews
@pritipatel
@nicoliarsturge1
@emmaraducanu
@mit1953
@rishisunak
@peterstefanovi2

Top Mentioned in G9:
@icijorg
@macmoleli
@anneapplebaum
@leahmcelrath
@rylegerard
@carteblanchetv
@avidcommentator

Top Mentioned in G10:
@potus
@whitehouse
@chrislhayes
@vp
@dabeesknees98
@discerningmama
@mubazieric
@twobitidiot
@retirementright
@cnbc

Top Tweeters
Top Tweeters in Entire Graph:
@la_patilla
@tomthunkitsmind
@chris_1791
@rk70534
@bella623
@monicasloves
@world_news_eng
@solutioneer72
@kat4obama
@cloudwanderer3

Top Tweeters in G1:
@cheezwitham
@katcapps
@rcrockett
@carolmaewy
@sophialamar1
@enrico056
@sylviaz1913
@sallyagale
@janet_yackle
@buffaloon

Top Tweeters in G2:
@tomthunkitsmind
@kak089
@mayirmamay14
@sonokhakan
@jilevin
@pas5974
@princessbravato
@hijcp
@windmillcharger
@jayoung1892

Top Tweeters in G3:
@micjojd
@straitarrow10
@debrob1947
@blubdha
@jacquelinehine1
@nasty_woman2
@rhonda_harbison
@cathyjoegpt
@bbkenn92
@courageousgirl2

Top Tweeters in G4:
@noticiasveapp
@davidlance3
@jmhamiltonblog
@elportal24
@igallupd
@areck0001
@dtporge
@conservativela
@bboy_izilla
@kristenmchugh22

Top Tweeters in G5:
@luqmannyamiin
@tenoq
@nanaazmi5
@atiqahrhm
@q1_3_1q
@hamdanalias83
@maknaemarch
@meinmokhtar
@kazuya_tabi
@rusyaimie

Top Tweeters in G6:
@cahulaan
@mms5048
@mymimisthebest
@sandykalano
@pecunium
@nytimes
@americanmom01
@chloepoliticat
@b52malmet
@sheri_scary

Top Tweeters in G7:
@breizh2008
@lauriemettier
@politibunny
@jwhite0316
@dahart66
@firearmslawyer
@onefinejay
@ggprez
@kimbo1118
@westernpajon

Top Tweeters in G8:
@bliadhnaichean
@allchanges
@dingabelle
@spanishdan1
@margymayell
@mit1953
@oatcake1967
@jorichardskent
@mconway70
@60sparkle

Top Tweeters in G9:
@billm9
@manmet80
@vedehimajumdar
@joanisparkles
@milatrud11
@jorge_c_ny
@debsomewhere
@solomankarl
@sandoly
@youranonriots

Top Tweeters in G10:
@solutioneer72
@kat4obama
@bannerite
@rosenchild
@givemepie360
@rhiles2760
@reneevoicebrand
@metaquest
@maryalicebisho2
@tyberzannxxxx


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