Propublica, Twitter, 4/22/2022 2:04:08 PM, 275327


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Propublica_2022-04-22_05-35-13.xlsx
Propublica_2022-04-22_05-35-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 22, 2022
Short Description:
Propublica via NodeXL https://bit.ly/3KdP1NK
@propublica
@lomikriel
@potus
@mrchingone
@turbotax
@sahilkapur
@joshuapotash
@buyjusdifferent
@danpriceseattle
@no2hitting

Top hashtags:
#demvoice1
#operationlonestar
#autopilot
#gop
#maga
#taxday
#taxbillionaires
#2yrs

Description:
Description
The graph represents a network of 7,141 Twitter users whose tweets in the requested range contained "Propublica", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 22 April 2022 at 12:40 UTC.

The requested start date was Friday, 22 April 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 3-day, 4-hour, 30-minute period from Monday, 18 April 2022 at 11:05 UTC to Thursday, 21 April 2022 at 15:36 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 : 7141
Unique Edges : 4947
Edges With Duplicates : 13949
Total Edges : 18896
Number of Edge Types : 5
Replies to : 882
Mentions : 3769
Tweet : 924
Retweet : 5597
MentionsInRetweet : 7724
Self-Loops : 964
Reciprocated Vertex Pair Ratio : 0.0115822130299897
Reciprocated Edge Ratio : 0.0228992026170517
Connected Components : 703
Single-Vertex Connected Components : 428
Maximum Vertices in a Connected Component : 5654
Maximum Edges in a Connected Component : 16815
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 3.845175
Graph Density : 0.000191853803557552
Modularity : 0.443262
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,141 Twitter users whose tweets in the requested range contained "Propublica", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 22 April 2022 at 12:40 UTC.

The requested start date was Friday, 22 April 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 3-day, 4-hour, 30-minute period from Monday, 18 April 2022 at 11:05 UTC to Thursday, 21 April 2022 at 15:36 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 : GraphServerTwitterSearch
Graph Term : Propublica
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:
[169] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[125] https://www.theguardian.com/us-news/2022/apr/13/wealthiest-americans-tax-income-propublica-investigation
[104] https://projects.propublica.org/americas-highest-incomes-and-taxes-revealed/
[102] https://www.propublica.org/article/examining-nearly-two-decades-of-taxpayer-funded-border-operations
[67] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free
[62] https://projects.propublica.org/politwoops/tweet/298921736139853824
[59] https://www.propublica.org/article/national-debt-trump
[53] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[52] https://www.propublica.org/article/if-youre-getting-a-w-2-youre-a-sucker
[40] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax

Top URLs in Tweet in G1:
[12] https://projects.propublica.org/americas-highest-incomes-and-taxes-revealed/
[6] https://www.propublica.org/article/examining-nearly-two-decades-of-taxpayer-funded-border-operations
[4] https://www.propublica.org/article/if-youre-getting-a-w-2-youre-a-sucker
[3] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[3] https://twitter.com/lomikriel/status/1516402172254113793
[3] https://twitter.com/SternLevine/status/1516824713665863685
[3] https://web.archive.org/web/20210106065650/https://wildprotest.com/
[2] https://twitter.com/kengos/status/1516423496888422405
[2] https://trib.al/3TjEine
[2] https://twitter.com/propublica/status/1516447580305166341

Top URLs in Tweet in G2:
[25] https://www.propublica.org/article/vaccination-rates-nursing-home-workers
[15] https://nihcm.org/awards/winners/2022
[11] https://projects.propublica.org/nursing-homes/
[10] https://www.propublica.org/article/examining-nearly-two-decades-of-taxpayer-funded-border-operations
[8] https://www.propublica.org/nerds/nursing-home-vaccination-rates-covid
[8] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[7] https://www.propublica.org/article/if-youre-getting-a-w-2-youre-a-sucker
[6] https://projects.propublica.org/americas-highest-incomes-and-taxes-revealed/
[5] https://www.propublica.org/series/sacrifice-zones
[4] https://www.hillmanfoundation.org/hillman-prizes/2022-hillman-prize-web-jouranlism

Top URLs in Tweet in G3:
[3] https://www.texastribune.org/2022/04/18/texas-border-security-spending/
[2] https://www.propublica.org/article/examining-nearly-two-decades-of-taxpayer-funded-border-operations
[2] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up
[2] https://twitter.com/propublica/status/1516311199863955456
[1] https://twitter.com/perla_trevizo/status/1516790243101446157
[1] https://www.propublica.org/article/texas-border-operation-is-meant-to-deter-cartels-and-smugglers-more-often-it-imprisons-lone-men-for-trespassing
[1] https://twitter.com/propublica/status/1514926241375264768
[1] https://twitter.com/propublica/status/1516765365350670339
[1] https://twitter.com/propublica/status/1515994339679346688
[1] https://twitter.com/propublica/status/1515882483849519106

Top URLs in Tweet in G4:
[44] https://www.propublica.org/article/examining-nearly-two-decades-of-taxpayer-funded-border-operations
[29] https://projects.propublica.org/americas-highest-incomes-and-taxes-revealed/
[26] https://www.propublica.org/article/if-youre-getting-a-w-2-youre-a-sucker
[23] https://www.propublica.org/article/heres-how-we-analyzed-the-data-underlying-texas-gov-greg-abbotts-claims-about-his-border-initiative
[11] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free
[10] https://freebeacon.com/media/propublica-finds-an-awkward-partner-for-billionaire-playbook-on-taxing-the-rich/
[9] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[9] https://twitter.com/propublica/status/1516296135144529922
[8] https://www.propublica.org/article/americas-top-15-earners-and-what-they-reveal-about-the-us-tax-system
[7] https://www.propublica.org/article/texas-governor-brags-about-his-border-initiative-the-data-doesnt-back-him-up

Top URLs in Tweet in G5:
[7] https://www.propublica.org/article/examining-nearly-two-decades-of-taxpayer-funded-border-operations
[4] https://www.youtube.com/watch?v=RatADcnGUUY&feature=youtu.be

[3] https://twitter.com/SternLevine/status/1516824713665863685
[3] https://www.propublica.org/article/national-debt-trump
[3] https://twitter.com/Nick_Carmody/status/1516053513276514305
[2] https://www.wsj.com/articles/your-stolen-tax-records-are-news-11623795807
[2] https://www.pbs.org/wgbh/frontline/film/plot-to-overturn-the-election/
[2] https://m.youtube.com/watch?v=RatADcnGUUY&feature=youtu.be

[2] https://twitter.com/Nick_Carmody/status/1499463479618523150
[2] https://twitter.com/propublica/status/1516296135144529922

Top URLs in Tweet in G6:
[22] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free
[4] https://www.propublica.org/article/if-youre-getting-a-w-2-youre-a-sucker
[3] https://www.propublica.org/article/turbotax-maker-intuit-faces-tens-of-millions-in-fees-in-a-groundbreaking-legal-battle-over-consumer-fraud
[3] https://www.propublica.org/article/turbotax-just-tricked-you-into-paying-to-file-your-taxes
[2] https://projects.propublica.org/americas-highest-incomes-and-taxes-revealed/
[2] https://trib.al/f4ueHEB
[1] https://www.propublica.org/article/filing-taxes-could-be-free-simple-hr-block-intuit-lobbying-against-it
[1] https://www.propublica.org/article/turbotax-maker-linked-to-grassroots-campaign-against-free-simple-tax-filing
[1] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free/amp
[1] https://twitter.com/MNateShyamalan/status/1516159815021731840

Top URLs in Tweet in G7:
[2] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[1] https://www.businessinsider.com/trump-tower-financial-fraud-lenders-propublica-2019-11
[1] https://twitter.com/propublica/status/1348313658061819904

Top URLs in Tweet in G8:
[160] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[1] https://www.propublica.org/article/whats-holding-up-the-covid-vaccines-for-children-under-5
[1] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free
[1] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[1] https://twitter.com/propublica/status/1515994339679346688
[1] https://www.propublica.org/article/how-the-irs-was-gutted

Top URLs in Tweet in G9:
[5] https://projects.propublica.org/americas-highest-incomes-and-taxes-revealed/
[4] https://github.com/uwdata/arquero
[3] https://www.propublica.org/article/they-faced-foreclosure-not-from-their-mortgage-lender-but-from-their-hoa
[3] https://www.propublica.org/article/if-youre-getting-a-w-2-youre-a-sucker?utm_source=twitter&utm_medium=social
[2] https://www.propublica.org/article/trump-just-endorsed-an-oath-keepers-plan-to-seize-control-of-the-republican-party
[1] https://projects.propublica.org/nursing-homes/
[1] https://www.propublica.org/article/heres-how-we-analyzed-the-data-underlying-texas-gov-greg-abbotts-claims-about-his-border-initiative
[1] https://www.propublica.org/article/examining-nearly-two-decades-of-taxpayer-funded-border-operations
[1] https://www.propublica.org/article/trump-covid-pandemic-contracts
[1] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor

Top URLs in Tweet in G10:
[30] https://www.propublica.org/article/national-debt-trump
[8] https://www.propublica.org/article/examining-nearly-two-decades-of-taxpayer-funded-border-operations
[7] https://www.propublica.org/article/national-debt-trump/amp
[2] https://twitter.com/propublica/status/1516296135144529922
[2] https://www.theguardian.com/us-news/2022/apr/13/wealthiest-americans-tax-income-propublica-investigation
[2] https://www.propublica.org/article/washington-congress-immigration-reform-failure
[2] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut
[2] https://www.propublica.org/article/inside-turbotax-20-year-fight-to-stop-americans-from-filing-their-taxes-for-free
[2] https://www.propublica.org/article/secret-irs-files-reveal-how-much-the-ultrawealthy-gained-by-shaping-trumps-big-beautiful-tax-cut/amp
[1] https://www.propublica.org/article/trump-campaign-fundraiser-ellipse-rally

Top Domains
Top Domains in Tweet in Entire Graph:
[1436] propublica.org
[365] twitter.com
[139] theguardian.com
[90] trib.al
[22] texastribune.org
[21] apple.news
[17] nihcm.org
[17] freebeacon.com
[14] substack.com
[12] apple.com

Top Domains in Tweet in G1:
[83] trib.al
[69] propublica.org
[44] twitter.com
[6] propub.li
[3] youtube.com
[3] archive.org
[2] thinkadvisor.com
[2] apple.com
[2] anchor.fm
[1] documentcloud.org

Top Domains in Tweet in G2:
[119] propublica.org
[24] twitter.com
[16] nihcm.org
[6] texastribune.org
[6] hillmanfoundation.org
[5] themarshallproject.org
[2] poynter.org
[2] wccoradio.com
[2] apple.news
[2] typepad.com

Top Domains in Tweet in G3:
[8] twitter.com
[7] propublica.org
[4] texastribune.org

Top Domains in Tweet in G4:
[290] propublica.org
[131] twitter.com
[11] apple.news
[10] freebeacon.com
[8] theguardian.com
[5] apple.com
[4] alternet.org
[4] texastribune.org
[2] linkedin.com
[2] ussanews.com

Top Domains in Tweet in G5:
[48] twitter.com
[23] propublica.org
[6] youtube.com
[4] pbs.org
[3] wsj.com
[1] democracynow.org
[1] truthout.org
[1] apple.news
[1] trib.al
[1] npr.org

Top Domains in Tweet in G6:
[40] propublica.org
[4] twitter.com
[2] trib.al
[1] paper.li
[1] amazon.com

Top Domains in Tweet in G7:
[2] propublica.org
[1] businessinsider.com
[1] twitter.com

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

Top Domains in Tweet in G9:
[18] propublica.org
[4] github.com

Top Domains in Tweet in G10:
[62] propublica.org
[2] twitter.com
[2] theguardian.com
[1] apple.news
[1] opencorporates.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[56] demvoice1
[55] operationlonestar
[40] autopilot
[32] gop
[28] maga
[22] taxday
[19] taxbillionaires
[14] 2yrs
[10] taxtherich
[9] 2yr



Top Hashtags in Tweet in G1:
[3] florida
[3] plainlanguage
[3] effetssecondairesvaccins19
[3] mckinseymacrongate
[3] pfizermacrongate
[3] lancetgate
[3] alstommacrongate
[3] nestlegate
[3] 5ansdetrop
[3] macrondegage2022

Top Hashtags in Tweet in G2:
[7] operationlonestar
[5] texas
[4] proud
[3] covid
[2] hillman22
[2] nursinghome
[2] nihcmawardsjournalism
[2] nihcmawardsresearch
[2] pandemicinc
[1] border

Top Hashtags in Tweet in G3:
[45] operationlonestar
[1] taxbillionaires
[1] txlege
[1] texas
[1] txed
[1] borderlands

Top Hashtags in Tweet in G4:
[9] taxday
[3] gop
[2] taxes
[2] taxtherich
[2] operationlonestar
[2] hoa
[2] foreclosure
[2] tax
[2] abbottfailedtexasagain
[2] press

Top Hashtags in Tweet in G5:
[40] autopilot
[28] gop
[28] maga
[14] 2yrs
[9] 2yr
[7] stopthecoverups
[4] dshea
[4] cuomo
[3] trump
[2] theycointelproing

Top Hashtags in Tweet in G6:
[2] taxday
[1] taxes
[1] turbotax
[1] intuit
[1] taxseason
[1] tax
[1] ustaxes
[1] privacy
[1] tytlive

Top Hashtags in Tweet in G8:
[1] votebluetosaveamerica

Top Hashtags in Tweet in G9:
[55] demvoice1
[5] taxbillionaires
[4] til
[3] wtpblue
[2] bluevoices
[2] onev1
[2] taxday
[2] taxprep
[1] opensource
[1] javascript

Top Hashtags in Tweet in G10:
[1] trumpflation
[1] fraud
[1] taxtherich

Top Words
Top Words in Tweet in Entire Graph:
[4185] propublica
[1961] tax
[1310] border
[754] govs
[747] texas
[628] billions
[610] lomikriel
[599] pushed
[589] gop
[556] taxes

Top Words in Tweet in G1:
[2224] propublica
[271] texas
[262] state
[206] border
[189] 40
[184] officials
[180] local
[179] govt
[179] republicans
[178] oath

Top Words in Tweet in G2:
[635] propublica
[254] border
[237] texas
[202] tax
[155] texastribune
[131] two
[120] abbott
[117] greg
[113] marshallproj
[112] govs

Top Words in Tweet in G3:
[546] border
[530] lomikriel
[500] tax
[496] govs
[489] billions
[487] pushed
[487] spending
[486] tx
[486] gop
[485] reporter

Top Words in Tweet in G4:
[100] propublica
[94] border
[75] tax
[52] texas
[51] re
[47] nearly
[45] operations
[44] taxpayer
[43] two
[42] examining

Top Words in Tweet in G5:
[282] propublica
[66] amanpourcopbs
[60] frontlinepbs
[58] potus
[58] cnn
[57] pandemic
[57] election
[53] vp
[51] test
[50] tubes

Top Words in Tweet in G6:
[594] tax
[375] turbotax
[336] government
[317] intuit
[300] sahilkapur
[293] make
[289] filing
[286] easy
[285] day
[285] time

Top Words in Tweet in G7:
[2] realdoctort
[2] lifenyc2
[2] grievenspin
[2] lavieenlumiere0
[2] ladyoftheocean1
[2] ronfancy
[2] emma34770971
[2] shellyrkirchoff
[2] annie20554592

Top Words in Tweet in G8:
[163] danpriceseattle
[159] starwitchwoman
[159] literally
[159] stated
[159] reason
[159] pathetic
[11] propublica
[5] tax
[3] aceofcase1
[3] poor

Top Words in Tweet in G9:
[77] propublica
[68] tax
[60] doubt
[60] theft
[60] dollars
[60] under
[60] stewardship
[60] tfg
[60] describe
[59] politicsusa46

Top Words in Tweet in G10:
[110] debt
[70] national
[37] king
[36] promised
[36] reduce
[34] tax
[28] pawlectro
[28] trillion
[25] cuts
[22] gop

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[525] reporter,tx
[525] tx,state's
[525] state's,gop
[525] gop,govs
[525] govs,pushed
[525] pushed,surges
[525] surges,'secure'
[525] 'secure',border
[525] border,spending
[525] spending,billions

Top Word Pairs in Tweet in G1:
[189] propublica,propublica
[178] oath,keepers
[177] govt,officials
[176] propublica,identified
[176] identified,40
[176] 40,state
[176] state,local
[176] local,govt
[176] officials,republicans
[176] republicans,membership

Top Word Pairs in Tweet in G2:
[117] greg,abbott
[98] nursing,home
[92] rick,perry
[89] perry,greg
[88] texas,govs
[88] govs,rick
[88] abbott,launched
[88] widely,publicized
[88] publicized,costly
[88] costly,border

Top Word Pairs in Tweet in G3:
[485] reporter,tx
[485] tx,state's
[485] state's,gop
[485] gop,govs
[485] govs,pushed
[485] pushed,surges
[485] surges,'secure'
[485] 'secure',border
[485] border,spending
[485] spending,billions

Top Word Pairs in Tweet in G4:
[44] border,operations
[42] examining,nearly
[42] nearly,two
[42] two,decades
[42] decades,taxpayer
[42] taxpayer,funded
[42] funded,border
[31] border,initiative
[29] greg,abbott
[27] gov,greg

Top Word Pairs in Tweet in G5:
[50] test,tubes
[43] trump,administration
[42] early,pandemic
[42] pandemic,trump
[42] administration,paid
[42] paid,millions
[42] millions,test
[42] tubes,turned
[42] turned,unusable
[42] unusable,mini

Top Word Pairs in Tweet in G6:
[286] make,filing
[285] tax,day
[285] intuit,turbotax
[284] day,good
[284] good,time
[284] time,remember
[284] remember,government
[284] government,tax
[284] tax,info
[284] info,make

Top Word Pairs in Tweet in G8:
[159] starwitchwoman,literally
[159] literally,stated
[159] stated,reason
[159] reason,pathetic
[158] danpriceseattle,starwitchwoman
[3] aceofcase1,poor
[3] poor,rich
[3] rich,audited
[3] audited,scared
[3] scared,fighting

Top Word Pairs in Tweet in G9:
[60] doubt,theft
[60] theft,tax
[60] tax,dollars
[60] dollars,under
[60] under,stewardship
[60] stewardship,tfg
[60] tfg,describe
[59] politicsusa46,doubt
[53] 2018,paid
[52] #demvoice1,propublica

Top Word Pairs in Tweet in G10:
[70] national,debt
[37] king,debt
[36] debt,promised
[36] promised,reduce
[36] reduce,national
[25] tax,cuts
[25] debt,king
[24] debt,tax
[17] cuts,made
[17] made,surge

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@coreygjohnson
@amanpourcopbs
@sternlevine
@senkevincramer
@anniewaldman
@potus
@texastribune
@turbotax
@greg_travis

Top Replied-To in G1:
@propublica
@sternlevine
@mwindowz
@krimsonfc
@darkifranky
@amalahmed214
@twistopherrobin
@rebeccanagle
@i_m_m
@johnjkoko

Top Replied-To in G2:
@propublica
@coreygjohnson
@texastribune
@eisingerj
@arelisrhdz
@govabbott
@marshallproj
@indyemapolis
@eads
@sewellchan

Top Replied-To in G3:
@lomikriel
@gregabbott_tx
@burrows4tx

Top Replied-To in G5:
@amanpourcopbs
@potus
@senkevincramer
@greg_travis
@propublica
@vp
@nycmayor
@govkathyhochul
@leeprevost
@sharonemitchjr

Top Replied-To in G6:
@turbotax
@propublica
@sahilkapur
@alyssafranke
@samannraven
@signorebocca
@semperlibertas
@philalicious76
@akpolicyforum

Top Replied-To in G7:
@longjohns1234
@paulconfer
@socialistpatri1
@godslightangel7

Top Replied-To in G8:
@irin
@aceofcase1
@starwitchwoman
@xager20
@danpriceseattle

Top Replied-To in G9:
@jessica_priest
@universe1984a

Top Replied-To in G10:
@gop
@sentedcruz
@gopchairwoman
@senatortimscott
@reptomemmer
@jim_jordan
@laurenboebert
@propublica
@repjasonsmith
@housegop

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@lomikriel
@turbotax
@sahilkapur
@texastribune
@danpriceseattle
@starwitchwoman
@marshallproj
@charlesornstein
@joshuapotash

Top Mentioned in G1:
@propublica
@rebeccanagle
@mckinsey
@darkifranky
@arkansasblog
@marshallproj
@skidattlemary
@texastribune
@justinelliott
@isawthesethings

Top Mentioned in G2:
@propublica
@texastribune
@marshallproj
@charlesornstein
@justinelliott
@eisingerj
@lomikriel
@megsnewz
@indyemapolis
@paulkiel

Top Mentioned in G3:
@lomikriel
@propublica
@gregabbott_tx
@mistressmatisse
@marshallproj
@demandprogress
@texastribune
@megsnewz
@txdps
@justinelliott

Top Mentioned in G4:
@sophiatseliem
@outerspacemanii
@revwsteinkzoo
@e_poli
@sprzyslp
@pitch4kdemocrat
@tomstrong6
@wydmindfeersart
@wsi_usa

Top Mentioned in G5:
@propublica
@frontlinepbs
@cnn
@amanpourcopbs
@wsj
@potus
@vp
@nyclu
@npr
@ap

Top Mentioned in G6:
@turbotax
@sahilkapur
@propublica
@turbovax
@intuit
@hrblock
@feliciahsiehsw
@alyssafranke
@sesmith
@maxberger

Top Mentioned in G7:
@realdoctort
@lifenyc2
@grievenspin
@lavieenlumiere0
@ladyoftheocean1
@ronfancy
@emma34770971
@shellyrkirchoff
@annie20554592
@hfrank6048

Top Mentioned in G8:
@danpriceseattle
@starwitchwoman
@propublica
@aceofcase1
@psychotickingaj
@clthawk27
@turbotax

Top Mentioned in G9:
@politicsusa46
@sanikri
@propublica
@jessica_priest
@votedodge
@wildpalmsltd
@lomikriel
@kinow
@constitutionsue
@marshallproj

Top Mentioned in G10:
@pawlectro
@sentedcruz
@gop
@senmikelee
@laurenboebert
@joebiden
@thedemocrats
@housedemocrats
@usprogressives
@democraticdaisy

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@dichristine
@lennaleprena
@monicasloves
@mattmurph24
@faby_nava77
@independent
@nobby15
@_redfrog
@yarosisnancy

Top Tweeters in G1:
@dichristine
@mattmurph24
@phillip92321
@bunrxm
@lechatnoire4
@marthalynneowe1
@pollsstar
@foggybottomgal
@tadrow
@jmhamiltonblog

Top Tweeters in G2:
@mharvey816
@dancas2
@jjj5819
@bellesapepper37
@tinamorphis
@milatrud11
@tigerbeat
@rhonda_harbison
@purplegarter1
@cherokeenative3

Top Tweeters in G3:
@missb62
@theresamax
@cnbsnana
@geegeebythesea
@sallyagale
@urbangem
@npsusa
@girlzinger
@mjohnso27
@janattheocean

Top Tweeters in G4:
@coopmike48
@backstorymom1
@usrealitycheck
@canisgallicus
@markburgerenerg
@mimitexasangel
@newyorknewart
@gntlman
@waterflowerm
@gracels

Top Tweeters in G5:
@independent
@billm9
@teram323tere
@cotey_mary
@metaquest
@guardian
@multijo1
@irishtimes
@debr3322
@safetypindaily

Top Tweeters in G6:
@funnagan
@aspeed
@hpfulcanadian
@barb_swan
@yurithomas99
@revagsl
@schenhayes
@ange_patricia
@drmrfrancis
@sherryjones

Top Tweeters in G7:
@thereseosulliv2
@vickie627
@jencages
@michellmybell1
@vincegottalotta
@ladyoftheocean1
@medwoman1
@klee34036780
@sumatrasue
@sandranotsandy1

Top Tweeters in G8:
@cblazblaz
@aliadair22
@barbiewithatude
@xeauxeau
@marijodeleon
@buttlersue
@pda3olives
@forgive_luv
@slkpca
@joke2power

Top Tweeters in G9:
@monicasloves
@yarosisnancy
@betterw05759703
@fabriciosx
@squirrel1110
@windmillcharger
@tottenbill
@opensource_orgs
@betseybess
@mel_storni

Top Tweeters in G10:
@rleas
@lindakws1
@openmind67
@cernovich
@vuduchick
@bosmans21
@democraticdaisy
@wck461
@58kate
@smallgov4all


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