Propublica, Twitter, 7/30/2021 1:47:45 PM, 259166


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Propublica_2021-07-30_05-35-12.xlsx
Propublica_2021-07-30_05-35-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 30, 2021
Short Description:
Propublica via NodeXL https://bit.ly/37aTzmU
@propublica
@repkatieporter
@jim_jordan
@dlind
@loudnoise38
@thedailyedge
@repdarrellissa
@kafkarockopera
@ronwyden
@joleneswisher2

Top hashtags:
#breaking
#gop
#maga
#icymi
#oakesaward
#irs
#propublica
#ccp
#milesguo

Description:
Description
The graph represents a network of 6,938 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, 30 July 2021 at 12:53 UTC.

The requested start date was Friday, 30 July 2021 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 2-day, 15-hour, 55-minute period from Tuesday, 27 July 2021 at 07:38 UTC to Thursday, 29 July 2021 at 23:34 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 : 6938
Unique Edges : 4049
Edges With Duplicates : 13645
Total Edges : 17694
Number of Edge Types : 5
Tweet : 969
Retweet : 5652
MentionsInRetweet : 7442
Mentions : 2784
Replies to : 847
Self-Loops : 1000
Reciprocated Vertex Pair Ratio : 0.00754458161865569
Reciprocated Edge Ratio : 0.0149761742682097
Connected Components : 661
Single-Vertex Connected Components : 437
Maximum Vertices in a Connected Component : 5793
Maximum Edges in a Connected Component : 16309
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.741568
Graph Density : 0.000183133188192559
Modularity : 0.430135
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,938 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, 30 July 2021 at 12:53 UTC.

The requested start date was Friday, 30 July 2021 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 2-day, 15-hour, 55-minute period from Tuesday, 27 July 2021 at 07:38 UTC to Thursday, 29 July 2021 at 23:34 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:
[262] https://dailycaller.com/2021/07/27/jim-jordan-darrell-issa-internal-revenue-service-propublica/
[127] https://projects.propublica.org/jan-6-video-evidence/
[109] https://projects.propublica.org/parler-capitol-videos/
[83] https://www.propublica.org/article/operation-fox-hunt-how-china-exports-repression-using-a-network-of-spies-hidden-in-plain-sight
[53] https://www.propublica.org/article/immigration-prosecutors-were-told-not-to-push-for-deportation-in-cases-like-his
[53] https://www.propublica.org/article/how-unemployment-insurance-fraud-exploded-during-the-pandemic
[51] https://www.propublica.org/article/the-number-of-people-with-iras-worth-5-million-or-more-has-tripled-congress-says
[43] https://twitter.com/propublica/status/1420036404638257161
[42] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[40] https://www.propublica.org/article/national-debt-trump

Top URLs in Tweet in G1:
[40] https://projects.propublica.org/parler-capitol-videos/
[22] https://trib.al/VGYkdl5
[9] https://www.propublica.org/atpropublica/propublica-hires-kit-rachlis-as-a-senior-editor
[6] https://projects.propublica.org/jan-6-video-evidence/
[5] https://twitter.com/propublica/status/1420182379461754885
[5] https://www.propublica.org/article/operation-fox-hunt-how-china-exports-repression-using-a-network-of-spies-hidden-in-plain-sight
[5] https://www.propublica.org/article/new-details-suggest-senior-trump-aides-knew-jan-6-rally-could-get-chaotic
[4] https://www.propublica.org/article/how-unemployment-insurance-fraud-exploded-during-the-pandemic
[4] https://www.propublica.org/article/lord-of-the-roths-how-tech-mogul-peter-thiel-turned-a-retirement-account-for-the-middle-class-into-a-5-billion-dollar-tax-free-piggy-bank
[3] https://www.propublica.org/article/the-number-of-people-with-iras-worth-5-million-or-more-has-tripled-congress-says

Top URLs in Tweet in G2:
[4] https://apple.news/ALtqzjfFOThunGHVTCjtNBw
[2] https://www.propublica.org/article/turbotax-maker-intuit-will-leave-free-tax-filing-partnership-with-irs
[1] https://projects.propublica.org/represent/votes/117/house/1/239
[1] https://twitter.com/propublica/status/1420569613713170441
[1] https://www.propublica.org/article/immigration-prosecutors-were-told-not-to-push-for-deportation-in-cases-like-his
[1] https://twitter.com/propublica/status/1420266321363836928
[1] https://twitter.com/propublica/status/1419903586251821070
[1] https://www.propublica.org/article/before-mob-stormed-the-capitol-days-of-security-planning-involved-cabinet-officials-and-president-trump
[1] https://twitter.com/i/web/status/1420455266059882496

Top URLs in Tweet in G3:
[34] https://projects.propublica.org/jan-6-video-evidence/
[28] https://www.propublica.org/article/the-number-of-people-with-iras-worth-5-million-or-more-has-tripled-congress-says
[24] https://www.propublica.org/article/immigration-prosecutors-were-told-not-to-push-for-deportation-in-cases-like-his
[20] https://twitter.com/propublica/status/1420036404638257161
[18] https://www.propublica.org/article/how-unemployment-insurance-fraud-exploded-during-the-pandemic
[17] https://www.propublica.org/article/senate-banking-chair-asks-cfpb-how-it-plans-to-address-risks-of-chime-and-other-banking-apps
[12] https://www.propublica.org/article/new-details-suggest-senior-trump-aides-knew-jan-6-rally-could-get-chaotic
[12] https://apple.news/ALtqzjfFOThunGHVTCjtNBw
[11] https://www.propublica.org/article/not-allowed-to-hang-up-the-harsh-reality-of-working-in-customer-service
[11] https://twitter.com/propublica/status/1420182379461754885

Top URLs in Tweet in G4:
[34] https://www.propublica.org/article/national-debt-trump
[9] https://projects.propublica.org/jan-6-video-evidence/
[6] https://www.propublica.org/article/before-mob-stormed-the-capitol-days-of-security-planning-involved-cabinet-officials-and-president-trump
[6] https://twitter.com/propublica/status/1420046836593840134?s=19
[4] https://projects.propublica.org/politwoops/user/laurenboebert
[4] https://twitter.com/propublica/status/1420036404638257161
[4] https://projects.propublica.org/parler-capitol-videos/
[4] https://www.propublica.org/article/new-details-suggest-senior-trump-aides-knew-jan-6-rally-could-get-chaotic
[3] https://nymag.com/intelligencer/2018/10/irs-the-gop-propublica-budget-cuts-enforcement-billions.html
[3] 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 G5:
[232] https://dailycaller.com/2021/07/27/jim-jordan-darrell-issa-internal-revenue-service-propublica/
[4] https://www.ntu.org/foundation/detail/whats-the-fallout-from-the-propublica-leak
[1] https://twitter.com/i/web/status/1420833190592212995
[1] https://twitter.com/i/web/status/1420265976122155009
[1] https://twitter.com/propublica/status/1420182379461754885
[1] https://abcnews.go.com/US/wireStory/propublica-uber-rich-pay-income-tax-78149407
[1] https://www.propublica.org/article/new-details-suggest-senior-trump-aides-knew-jan-6-rally-could-get-chaotic
[1] https://www.propublica.org/article/trump-adviser-tom-barrack-saudi-nuclear-deal
[1] https://twitter.com/propublica/status/1420036404638257161?s=20

Top URLs in Tweet in G6:
[11] https://www.propublica.org/article/the-number-of-people-with-iras-worth-5-million-or-more-has-tripled-congress-says
[4] https://www.propublica.org/article/what-could-happen-if-a-9.4-billion-chemical-plant-comes-to-cancer-alley
[2] https://www.propublica.org/article/how-trump-trade-war-is-making-lobbyists-rich-and-slamming-small-businesses
[2] https://projects.propublica.org/jan-6-video-evidence/
[2] https://twitter.com/propublica/status/1243915219002408962?s=21
[2] https://www.propublica.org/article/inside-the-fall-of-the-cdc
[1] https://propublica-data-j6cases-videos.s3.us-east-1.amazonaws.com/25dca250ce2c013960702cde48001122.mp4
[1] https://poverty.umich.edu/files/2021/05/PovertySolutions-Postal-Banking-PolicyBrief.pdf
[1] https://twitter.com/propublica/status/1420721089429245966
[1] https://twitter.com/propublica/status/1243915219002408962

Top URLs in Tweet in G7:
[12] https://www.propublica.org/article/immigration-prosecutors-were-told-not-to-push-for-deportation-in-cases-like-his
[2] https://www.propublica.org/article/the-myth-of-drug-expiration-dates
[2] https://www.propublica.org/article/revisiting-the-year-of-the-spy
[2] https://www.propublica.org/article/how-unemployment-insurance-fraud-exploded-during-the-pandemic
[1] https://openvallejo.org/donate
[1] https://openvallejo.org/2020/07/28/vallejo-police-bend-badge-tips-to-mark-fatal-shootings/
[1] https://www.buzzfeednews.com/article/hamedaleaziz/biden-ice-prosecutors-immigration-cases
[1] https://twitter.com/DLind/status/1420053387249336322

Top URLs in Tweet in G8:
[19] https://www.propublica.org/article/how-unemployment-insurance-fraud-exploded-during-the-pandemic
[11] https://twitter.com/propublica/status/1420182379461754885
[3] https://projects.propublica.org/parler-capitol-videos/
[1] https://www.propublica.org/article/inside-one-huge-companys-mostly-successful-campaign-to-escape-trumps-tariffs
[1] https://www.propublica.org/article/bibles-but-not-textbooks-trumps-tariff-exemptions-pick-winners-and-losers
[1] https://www.propublica.org/article/how-trump-trade-war-is-making-lobbyists-rich-and-slamming-small-businesses
[1] https://www.propublica.org/article/dont-you-work-with-old-people-many-elder-care-workers-still-refuse-to-get-covid-19-vaccine?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[1] https://projects.propublica.org/coronavirus/bailouts/loans/ahmad-zavitzanos-anaipakos-alavi-mensing-p-c-6927747007
[1] https://www.nytimes.com/2021/07/26/opinion/covid-return-to-office-work-houston.html
[1] https://propublica-data-j6cases-videos.s3.us-east-1.amazonaws.com/e5195130ce2c013960702cde48001122.mp4?_ga=2.64589161.754686777.1627167851-1637450306.1599857543

Top URLs in Tweet in G9:
[11] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[3] https://www.propublica.org/article/lord-of-the-roths-how-tech-mogul-peter-thiel-turned-a-retirement-account-for-the-middle-class-into-a-5-billion-dollar-tax-free-piggy-bank
[2] https://www.propublica.org/article/campaign-spending-at-trump-properties-down-but-not-out
[2] https://projects.propublica.org/bailout/
[1] https://www.propublica.org/supporters
[1] https://twitter.com/i/web/status/1420723729320091654
[1] https://www.npr.org/2021/06/08/1004312236/propublica-wealthiest-u-s-individuals-avoid-paying-their-fair-share-in-taxes
[1] https://www.propublica.org/article/democratic-senators-call-for-investigation-of-tax-avoidance-by-the-ultrawealthy
[1] https://www.propublica.org/article/turbotax-maker-intuit-will-leave-free-tax-filing-partnership-with-irs
[1] https://projects.propublica.org/jan-6-video-evidence/

Top URLs in Tweet in G10:
[10] https://www.propublica.org/article/michigan-supreme-court-limits-use-of-restraints-on-juveniles
[3] https://www.propublica.org/atpropublica/propublica-hires-kit-rachlis-as-a-senior-editor
[2] https://twitter.com/doctorow/status/1420805717825445888
[2] https://www.propublica.org/article/the-number-of-people-with-iras-worth-5-million-or-more-has-tripled-congress-says
[2] https://www.propublica.org/atpropublica/propublica-reporting-projects-recognized-for-outstanding-environmental-reporting
[1] https://www.propublica.org/article/tax-funded-forest-institute-in-oregon-misled-public-may-have-broken-state-law-audit-finds
[1] https://twitter.com/i/web/status/1420809012052852737
[1] https://twitter.com/i/web/status/1420805735697371137
[1] https://twitter.com/i/web/status/1420805737345740801
[1] https://twitter.com/i/web/status/1420805720635711491

Top Domains
Top Domains in Tweet in Entire Graph:
[1205] propublica.org
[519] twitter.com
[264] dailycaller.com
[109] trib.al
[25] apple.news
[18] timesofsandiego.com
[8] columbia.edu
[6] zoom.us
[6] propub.li
[5] nytimes.com

Top Domains in Tweet in G1:
[119] propublica.org
[98] trib.al
[89] twitter.com
[6] propub.li
[4] youtube.com
[1] monvalleyindependent.com
[1] nbcdfw.com
[1] crooksandliars.com
[1] fiverr.com
[1] bikinispoly.com

Top Domains in Tweet in G2:
[5] propublica.org
[4] twitter.com
[4] apple.news

Top Domains in Tweet in G3:
[310] propublica.org
[157] twitter.com
[15] apple.news
[5] dailycaller.com
[4] twinybots.ch
[3] linkedin.com
[3] msn.com
[3] timesofsandiego.com
[3] thenewsyard.com
[2] ycombinator.com

Top Domains in Tweet in G4:
[97] propublica.org
[77] twitter.com
[4] trib.al
[3] nymag.com
[2] nytimes.com
[1] businessinsider.com
[1] theatlantic.com
[1] themainewire.com
[1] cnbc.com
[1] npr.org

Top Domains in Tweet in G5:
[232] dailycaller.com
[4] twitter.com
[4] ntu.org
[2] propublica.org
[1] go.com

Top Domains in Tweet in G6:
[24] propublica.org
[4] twitter.com
[1] amazonaws.com
[1] umich.edu
[1] trib.al

Top Domains in Tweet in G7:
[18] propublica.org
[2] openvallejo.org
[1] buzzfeednews.com
[1] twitter.com

Top Domains in Tweet in G8:
[33] propublica.org
[21] twitter.com
[2] amazonaws.com
[1] nytimes.com
[1] sofheyman.org
[1] bit.ly

Top Domains in Tweet in G9:
[23] propublica.org
[4] twitter.com
[1] npr.org
[1] dailykos.com
[1] trib.al

Top Domains in Tweet in G10:
[25] propublica.org
[11] twitter.com
[2] typepad.com
[1] trib.al
[1] cpatrendlines.com
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[88] breaking
[36] gop
[35] maga
[29] icymi
[27] oakesaward
[26] irs
[12] propublica
[10] ccp
[9] milesguo
[7] thelanterntalks



Top Hashtags in Tweet in G1:
[3] icymi
[1] oakesaward
[1] wixwebsite
[1] designwix
[1] redesignwixsore
[1] designwixonline
[1] storewixwebsite
[1] mostafizasalman
[1] slaman
[1] eattherich

Top Hashtags in Tweet in G2:
[2] blm
[1] greed

Top Hashtags in Tweet in G3:
[11] propublica
[5] immigration
[5] banking
[3] climate
[3] finance
[2] smartnews
[2] carbonoblanco
[2] cambioclimático
[2] economía
[2] solutions

Top Hashtags in Tweet in G4:
[36] gop
[35] maga
[6] gopseditioustraitors
[3] january6thcommittee
[2] alialexander
[2] journalismisdead
[2] january6thselectcommittee
[2] american
[2] truth
[2] permafrost

Top Hashtags in Tweet in G5:
[88] breaking
[1] ccp
[1] milesguo

Top Hashtags in Tweet in G6:
[1] chime

Top Hashtags in Tweet in G7:
[2] prosecutorial
[1] defundhate
[1] immigrants

Top Hashtags in Tweet in G8:
[25] icymi
[1] publicbanking
[1] fraud
[1] unemployment
[1] insurance
[1] ui
[1] idtheft
[1] idcrime
[1] amazon
[1] aws

Top Hashtags in Tweet in G9:
[1] investigation
[1] irs
[1] debt
[1] pay
[1] taxtherich

Top Hashtags in Tweet in G10:
[1] s
[1] tax
[1] policy
[1] law
[1] wealthtax
[1] taxtherich
[1] pleasert

Top Words
Top Words in Tweet in Entire Graph:
[4538] propublica
[1102] years
[958] free
[946] paying
[938] trick
[909] make
[906] good
[905] trying
[878] cases
[872] services

Top Words in Tweet in G1:
[3204] propublica
[745] federal
[643] cases
[586] videos
[554] criminal
[546] posting
[477] against
[471] introduced
[460] dicktofel
[418] dc

Top Words in Tweet in G2:
[801] trick
[801] paying
[800] free
[800] years
[799] trying
[798] repkatieporter
[797] turbotax
[797] services
[797] make
[796] good

Top Words in Tweet in G3:
[99] propublica
[66] people
[57] more
[50] cases
[45] worth
[45] iras
[43] million
[41] congress
[40] tax
[40] number

Top Words in Tweet in G4:
[142] propublica
[47] ap
[44] nypdshea
[43] potus
[42] senategop
[42] wsj
[41] trump
[39] npr
[38] nycmayor
[38] nro

Top Words in Tweet in G5:
[336] jim_jordan
[178] repdarrellissa
[166] irs
[163] demand
[106] tax
[105] propublica
[99] judiciarygop
[90] documents
[88] #breaking
[88] inspector

Top Words in Tweet in G6:
[77] propublica
[69] ronwyden
[62] detention
[60] emptywheel
[57] video
[56] free
[55] made
[54] think
[54] rted
[54] yesterday

Top Words in Tweet in G7:
[106] dlind
[73] biden
[58] immigration
[44] discretion
[40] memos
[37] prosecutors
[37] ice
[32] administration
[31] inauguration
[31] made

Top Words in Tweet in G8:
[152] propublica
[56] cezary
[41] cases
[40] videos
[37] introduced
[37] against
[37] capitol
[36] lydiadepillis
[32] unemployment
[31] fraud

Top Words in Tweet in G9:
[33] makes
[32] properties
[32] influence
[32] spending
[31] crewcrew
[30] trump
[29] holding
[29] political
[29] events
[29] always

Top Words in Tweet in G10:
[65] propublica
[38] story
[34] public
[29] doctorow
[24] jodiscohen
[23] iras
[21] use
[21] grace
[21] online
[20] justinelliott

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[843] paying,free
[843] free,services
[839] spent,years
[835] good,riddance
[835] riddance,turbotax
[835] turbotax,spent
[835] years,trying
[835] trying,trick
[835] trick,taxpayers
[835] taxpayers,paying

Top Word Pairs in Tweet in G1:
[551] criminal,cases
[545] federal,criminal
[474] cases,against
[471] videos,introduced
[468] posting,videos
[400] starting,morning
[400] morning,propublica
[400] propublica,posting
[400] introduced,dc
[400] dc,federal

Top Word Pairs in Tweet in G2:
[796] good,riddance
[796] riddance,turbotax
[796] turbotax,spent
[796] spent,years
[796] years,trying
[796] trying,trick
[796] trick,taxpayers
[796] taxpayers,paying
[796] paying,free
[796] free,services

Top Word Pairs in Tweet in G3:
[40] iras,worth
[38] number,people
[38] people,iras
[38] worth,million
[38] million,more
[37] more,tripled
[37] tripled,congress
[24] criminal,cases
[22] video,evidence
[20] evidence,shown

Top Word Pairs in Tweet in G4:
[35] #gop,#maga
[35] #maga,aarp
[35] aarp,nro
[35] nro,ndn
[35] ndn,abc
[35] abc,ap
[35] ap,foxnews
[35] foxnews,wearesinclair
[35] wearesinclair,accountablegop
[35] accountablegop,senategop

Top Word Pairs in Tweet in G5:
[99] jim_jordan,repdarrellissa
[88] #breaking,jim_jordan
[88] repdarrellissa,demand
[88] demand,irs
[88] irs,inspector
[88] inspector,general
[88] general,preserve
[88] preserve,documents
[88] documents,related
[88] related,propublica

Top Word Pairs in Tweet in G6:
[54] think,rted
[54] rted,yesterday
[54] yesterday,propublica
[54] propublica,made
[54] made,video
[54] video,liberated
[54] liberated,detention
[54] detention,fights
[54] fights,available
[54] available,free

Top Word Pairs in Tweet in G7:
[31] inauguration,biden
[31] biden,administration
[31] administration,made
[31] made,waves
[31] waves,_saying_
[31] _saying_,_going
[31] _going,to_
[31] to_,things
[31] things,immigration
[30] dlind,inauguration

Top Word Pairs in Tweet in G8:
[37] videos,introduced
[37] cases,against
[31] during,pandemic
[31] lydiadepillis,propublica
[29] propublica,publishing
[29] publishing,lots
[29] lots,videos
[29] introduced,evidence
[29] evidence,doj
[29] doj,cases

Top Word Pairs in Tweet in G9:
[29] holding,political
[29] political,events
[29] events,trump
[29] trump,properties
[29] properties,always
[29] always,buying
[29] buying,influence
[29] influence,access
[29] access,drop
[29] drop,spending

Top Word Pairs in Tweet in G10:
[20] doing,online
[20] online,schoolwork
[17] grace,teen
[16] breaking,one
[16] one,year
[16] year,jodiscohen
[16] jodiscohen,broke
[16] broke,story
[16] story,grace
[16] teen,locked

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@nypdshea
@dicktofel
@thehill
@marlamhughes
@lizziepresser
@no2hitting
@marshablackburn
@cezary
@carpetyourhole

Top Replied-To in G1:
@propublica
@dicktofel
@lizziepresser
@carpetyourhole
@tacitus_fishpig
@kwillkatz
@chrisitis131313
@derekwillis
@boobookittymar
@mr_longfinger

Top Replied-To in G2:
@repkatieporter
@lisa45009674
@propublica
@joshuapauselius

Top Replied-To in G4:
@nypdshea
@propublica
@thehill
@marshablackburn
@donaldjtrumpjr
@seanhannity
@senategop
@potus
@cmsumulepride
@gopchairwoman

Top Replied-To in G5:
@judiciarygop
@jeffolsonsd
@kenstonemedia
@propublica
@jim_jordan

Top Replied-To in G6:
@ibwellssociety
@ronwyden
@daniellamicaela
@clearwaterface

Top Replied-To in G7:
@dkbib
@openvallejo
@doughenwood
@jduffyrice
@mattarchambeau1

Top Replied-To in G8:
@propublica
@cezary
@lydiadepillis
@johnbycz
@carsonkessler

Top Replied-To in G9:
@craig_jones_2
@papabeavs569
@lukebauman42
@propublica
@kenjkage
@savonspage
@sbaisabel
@1savagecucumber
@techno_ben
@iamthekz

Top Replied-To in G10:
@propublica
@ohweebeasties
@doctorow
@karaswisher

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@repkatieporter
@dicktofel
@jim_jordan
@repdarrellissa
@dlind
@judiciarygop
@ronwyden
@thedailyedge
@propubli

Top Mentioned in G1:
@propublica
@dicktofel
@propubli
@reckonalabama
@schwanksta
@usps
@derekwillis
@kitrachlis
@repkatieporter
@mgoldsmith

Top Mentioned in G2:
@repkatieporter
@propublica
@juliancastro
@brontyman
@lindam32109623
@samantha__eye
@ronwyden
@jodiscohen

Top Mentioned in G3:
@grandrounds4ods
@saabelieves
@caco3planetary
@platoon184

Top Mentioned in G4:
@propublica
@ap
@wsj
@senategop
@npr
@foxnews
@potus
@nro
@aarp
@ndn

Top Mentioned in G5:
@jim_jordan
@repdarrellissa
@judiciarygop
@karolcummins
@propublica
@leesgirl9
@amoylan
@kenstonemedia
@policywilford
@cmarinucci

Top Mentioned in G6:
@ronwyden
@emptywheel
@ashleyschapitl
@propublica
@davidgura
@senatebanking
@dicktofel
@emmalbriant
@sensherrodbrown
@ruthellaowens

Top Mentioned in G7:
@dlind
@silkys13
@annaforflorida
@propublica
@openvallejo
@ailanational
@mattarchambeau1
@dkbib
@haleaziz
@geoffwking

Top Mentioned in G8:
@propublica
@cezary
@lydiadepillis
@dicktofel
@gingerthomp1
@threadreaderapp
@karl_jacoby
@jamesschamus
@msanchezmia
@carsonkessler

Top Mentioned in G9:
@crewcrew
@ewarren
@propublica
@senwarren
@jpchriswmla
@bpavek16
@berniesanders
@sensanders
@nprpolitics
@senschumer

Top Mentioned in G10:
@propublica
@doctorow
@jodiscohen
@justinelliott
@smmills1960
@dicktofel
@charlesornstein
@ariana_tobin
@intuit
@paulkiel

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@threadreaderapp
@dichristine
@phildecarolis
@monicasloves
@applesupport
@1denmadrid
@rjber15
@independent
@joni_looking

Top Tweeters in G1:
@missb62
@dichristine
@1denmadrid
@rjber15
@thereal_rebel
@washumom
@lechatnoire4
@dancas2
@givemepie360
@russelltim151

Top Tweeters in G2:
@inspiteoftrump
@ligayaloyola
@brontyman
@samhainnight
@itswanda
@purplegarter1
@antipandemonium
@lianabrooks
@jodotcom
@debsomewhere

Top Tweeters in G3:
@coopmike48
@schestowitz
@denniskoch10
@new_narrative
@fl85
@mrkalman
@reevynap
@courageousgirl2
@raypride
@hntweets

Top Tweeters in G4:
@thehill
@hijcp
@wechoosewisdom
@summer7570
@iamjoetrudeau
@nytimes
@foxnews
@telegraph
@nypost
@jax6655

Top Tweeters in G5:
@phildecarolis
@kimpy123
@mefbama
@karolcummins
@socaledgygal
@urocklive1
@msmacattack321
@monkeyface__
@ktyrky1
@studpardee

Top Tweeters in G6:
@talkintou
@tigerbeat
@mstepczyk
@redeemedseven
@avonan
@runpattirun
@bernieupstateny
@all100senators
@notacquiescing
@stlhd100

Top Tweeters in G7:
@sin_pepitas_
@kmontenegro
@sds_sunlight
@mykiwitwit
@suelouises
@scoobylady27
@icky_84
@ayetherestherob
@asiaronn
@messfixing

Top Tweeters in G8:
@threadreaderapp
@_redfrog
@reneevoicebrand
@angelakrebs444
@jwomack
@realmajordan
@melodyisdestiny
@legant66
@jeromepandell
@showme_logic

Top Tweeters in G9:
@billm9
@noybsk2017
@shareitarie10
@didifrench
@sandykalano
@cynicalvision50
@lovealaska1105
@lauramcafee1
@reginaldalawso1
@bettyp711

Top Tweeters in G10:
@rebellegrrl
@fwdcrocblu
@janiecestaton
@scopedbylarry
@jjohnson2u
@k810mt
@doctorow
@craigmatsuda
@197winstonsmith
@olaasm


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