Propublica, Twitter, 2/17/2023 2:15:48 PM, 289690


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Propublica_2023-02-17_06-05-14.xlsx
Propublica_2023-02-17_06-05-14.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 17, 2023
Short Description:
Propublica via NodeXL https://bit.ly/3XJCjNg
@propublica
@anniewaldman
@potus
@charlesornstein
@teferi31311460
@joebiden
@no2hitting
@perla_trevizo
@speakermccarthy
@mickiedances

Top hashtags:
#texas
#txlege
#unitedhealthcare
#mississippi
#medtronic
#onev1
#demcast

Description:
Description
The graph represents a network of 4,974 Twitter users whose recent tweets contained "Propublica", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/16/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 17 February 2023 at 14:10 UTC.

The tweets in the network were tweeted over the 1886-day, 5-hour, 4-minute period from Monday, 18 December 2017 at 19:55 UTC to Friday, 17 February 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4974
Unique Edges : 3417
Edges With Duplicates : 12626
Total Edges : 16043
Number of Edge Types : 9
Retweet : 3262
MentionsInRetweet : 4575
Replies to : 1547
MentionsInReplyTo : 4217
MentionsInQuote : 406
Quote : 219
Tweet : 667
Mentions : 609
MentionsInQuoteReply : 541
Self-Loops : 1581
Reciprocated Vertex Pair Ratio : 0.0261619816309491
Reciprocated Edge Ratio : 0.0509899647409818
Connected Components : 423
Single-Vertex Connected Components : 205
Maximum Vertices in a Connected Component : 3916
Maximum Edges in a Connected Component : 14111
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.980136
Graph Density : 0.000298111612114344
Modularity : 0.399206
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,974 Twitter users whose recent tweets contained "Propublica", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/16/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 17 February 2023 at 14:10 UTC.

The tweets in the network were tweeted over the 1886-day, 5-hour, 4-minute period from Monday, 18 December 2017 at 19:55 UTC to Friday, 17 February 2023 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[198] https://www.propublica.org/article/national-debt-trump
[82] https://www.propublica.org/article/medtronic-medical-device-kickbacks-lawsuit-kansas
[73] https://www.propublica.org/article/mass-shootings-texas-gun-control
[57] https://www.congress.gov/bill/118th-congress/house-bill/21
[57] https://www.c-span.org/congress/bills/bill/?118/hr21
[57] https://projects.propublica.org/represent/bills/118/hr21
[57] https://www.govtrack.us/congress/bills/118/hr21
[53] https://www.propublica.org/article/companies-owned-by-this-billionaire-governor-received-up-to-24-million-in-bailout-loans
[52] https://www.propublica.org/article/propublica-local-news-reporting
[43] https://www.propublica.org/article/irs-files-taxes-wash-sales-goldman-sachs

Top URLs in Tweet in G1:
[12] https://www.propublica.org/article/medtronic-medical-device-kickbacks-lawsuit-kansas
[10] https://twitter.com/propublica/status/1626161589467348992
[10] https://www.propublica.org/article/propublica-local-news-reporting
[10] https://twitter.com/propublica/status/1625832034751991808
[8] https://twitter.com/propublica/status/1624406664546861060
[6] https://twitter.com/propublica/status/1624405553052020736
[6] https://twitter.com/propublica/status/1625197886773334019
[6] https://twitter.com/propublica/status/1625489257656913920
[5] https://trib.al/6bd6Gwu
[5] https://twitter.com/propublica/status/1625299868439789568

Top URLs in Tweet in G2:
[23] https://www.propublica.org/article/medtronic-medical-device-kickbacks-lawsuit-kansas
[19] https://www.propublica.org/article/propublica-local-news-reporting
[17] https://www.propublica.org/article/louisiana-katrina-grants-lawsuits-dropped
[9] https://www.propublica.org/article/mass-shootings-texas-gun-control
[5] https://www.propublica.org/article/military-justice-reforms-pretrial-confinement
[5] https://trib.al/6bd6Gwu
[4] https://veritenews.org/2023/02/16/state-to-drop-thousands-of-suits-against-road-home-recipients/
[3] https://www.texastribune.org/2023/02/13/military-justice-reforms-pretrial-confinement/?utm_campaign=trib-social&utm_content=1676297998&utm_medium=social&utm_source=twitter
[3] https://twitter.com/propublica/status/1624405553052020736
[2] https://www.propublica.org/getinvolved/peripheral-artery-disease-clogged-surgery-atherectomy

Top URLs in Tweet in G3:
[7] https://subscribe.kansas.com/beinformed
[3] https://twitter.com/propublica/status/1626161589467348992
[2] https://www.propublica.org/article/medtronic-medical-device-kickbacks-lawsuit-kansas
[2] https://twitter.com/AnnieWaldman/status/1626210979041394688
[2] https://threadreaderapp.com/thread/1626210979041394688.html
[1] https://www.propublica.org/getinvolved/peripheral-artery-disease-clogged-surgery-atherectomy
[1] https://www.propublica.org/getinvolved/send-propublica-story-tips#form
[1] https://www.propublica.org/article/dark-money-leonard-leo-barre-seid
[1] https://projects.propublica.org/americas-highest-incomes-and-taxes-revealed/
[1] 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 G4:
[7] https://www.theroot.com/propublica-ronald-greene-mona-hardin-interview-on-tyre-1850118643?utm_source=twitter&utm_medium=SocialMarketing&utm_campaign=dlvrit&utm_content=theroot
[7] https://twitter.com/TheRoot/status/1625943414973018116/photo/1
[3] https://www.alternet.org/desantis-bill-block-woke-investments/
[2] https://www.cshub.com/attacks/news/iotw-twitter-accused-of-covering-up-data-breach-that-affects-millions
[2] https://www.propublica.org/article/national-debt-trump
[2] https://twitter.com/RobertoSanchP/status/1625709086716182530/photo/1
[2] https://twitter.com/propublica/status/1625642266541887488
[1] https://act.everytown.org/sign/tn_hcjs_hb1158/?source=twns_tn_20230213&refcode=twns_tn_20230213&utm_source=twns_tn_20230213&utm_medium=s&utm_campaign=tn_20230213
[1] https://twitter.com/k12ssdb/status/1625271274229403651
[1] https://twitter.com/JohnLukeSam1/status/1625576895671590919

Top URLs in Tweet in G5:
[13] https://www.propublica.org/article/unitedhealth-healthcare-insurance-denial-ulcerative-colitis
[5] https://www.propublica.org/getinvolved/insurance-denial-health-care-investigation
[3] https://twitter.com/propublica/status/1624405553052020736
[3] https://twitter.com/propublica/status/1624407883495374848
[3] https://twitter.com/propublica/status/1624405981206568966/video/1
[2] https://twitter.com/propublica/status/1621175623988166657
[2] https://www.propublica.org/article/unitedhealth-healthcare-insurance-denial-ulcerative-colitis?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[2] https://twitter.com/martianarctic/status/1621186088596553728/photo/1
[2] https://twitter.com/propublica/status/1624406664546861060
[2] https://twitter.com/propublica/status/1624407224004091905

Top URLs in Tweet in G6:
[46] https://www.propublica.org/article/mass-shootings-texas-gun-control
[26] https://www.propublica.org/article/medtronic-medical-device-kickbacks-lawsuit-kansas
[20] https://www.propublica.org/article/irs-files-taxes-wash-sales-goldman-sachs
[7] https://www.propublica.org/article/propublica-local-news-reporting
[7] https://www.propublica.org/article/national-debt-trump
[7] https://www.propublica.org/article/illinois-choate-mental-health-new-abuse
[6] https://www.propublica.org/article/hospice-healthcare-aseracare-medicare
[5] https://www.propublica.org/article/unitedhealth-healthcare-insurance-denial-ulcerative-colitis
[5] https://www.propublica.org/article/military-justice-reforms-pretrial-confinement
[4] https://www.propublica.org/article/congress-industry-leaders-call-for-crackdown-on-hospice-fraud

Top URLs in Tweet in G7:
[13] https://www.propublica.org/article/national-debt-trump
[3] https://www.propublica.org/article/companies-owned-by-this-billionaire-governor-received-up-to-24-million-in-bailout-loans
[2] https://www.propublica.org/article/ron-desantis-florida-redistricting-map-scheme
[2] https://www.propublica.org/article/mass-shootings-texas-gun-control
[2] https://twitter.com/MelissaJPeltier/status/1625239395837087754/photo/1
[2] https://www.propublica.org/article/national-debt-trump/amp
[2] https://twitter.com/GODreal1/status/1625525972387733505/photo/1
[1] https://twitter.com/staciburk/status/1623399536852094976
[1] https://twitter.com/staciburk/status/1623056550310084608
[1] https://twitter.com/visionsurreal/status/1625565043587747844

Top URLs in Tweet in G8:
[37] https://www.propublica.org/article/national-debt-trump
[10] https://www.propublica.org/article/national-debt-trump/amp
[5] https://www.propublica.org/article/trumps-trillion-dollar-hit-to-homeowners
[4] 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/trump-friends-and-family-cleared-for-millions-in-small-business-bailout
[2] https://www.propublica.org/article/irs-sorry-but-its-just-easier-and-cheaper-to-audit-the-poor
[2] https://www.propublica.org/article/how-the-trump-tax-law-created-a-loophole-that-lets-top-executives-net-millions-by-slashing-their-own-salaries
[1] https://twitter.com/RNCResearch/status/1625946850996981773/video/1
[1] https://www.washingtonpost.com/politics/2019/05/01/bidens-false-claim-that-no-one-rich-got-trumps-tax-cuts/
[1] https://twitter.com/RNCResearch/status/1625579268662075392/video/1

Top URLs in Tweet in G9:
[21] https://www.propublica.org/article/national-debt-trump
[19] https://www.propublica.org:443/article/china-cartels-xizhi-li-money-laundering
[6] https://www.propublica.org:443/article/liu-tao-trump-meeting-china-investigation
[6] https://projects.propublica.org/represent/lobbying/r/300985814
[6] https://www.propublica.org/article/fcc-5g-wireless-safety-cellphones-risk
[6] https://www.propublica.org/article/what-to-know-about-cellphone-radiation
[6] https://bioinitiative.org/wp-content/uploads/pdfs/sec18_2012_Exposure_Effects_Fertility_Reproduction.pdf
[6] https://healthytechhome.org/published-science-on-wireless-radiation-and-childrens-health/
[5] https://www.propublica.org/article/national-debt-trump/amp
[4] https://twitter.com/ORMedAlliance/status/1626278745077354497/photo/1

Top URLs in Tweet in G10:
[86] https://www.propublica.org/article/national-debt-trump
[9] https://www.propublica.org/article/national-debt-trump/amp
[2] https://projects.propublica.org/represent/members/B000825/bills-sponsored/118
[2] https://twitter.com/kegill/status/1625943289567510532/photo/1
[2] https://twitter.com/propublica/status/1625027359224041472
[2] https://www.propublica.org/article/how-the-irs-was-gutted
[2] https://nymag.com/intelligencer/2018/10/irs-the-gop-propublica-budget-cuts-enforcement-billions.html
[1] https://twitter.com/SteveDeaceShow/status/1624027098724589571
[1] https://twitter.com/RepMTG/status/1624062931955589120
[1] https://twitter.com/RepMTG/status/1624062924355411969

Top Domains
Top Domains in Tweet in Entire Graph:
[1445] propublica.org
[694] twitter.com
[148] c-span.org
[110] govtrack.us
[84] trib.al
[73] congress.gov
[73] house.gov
[22] thenation.com
[13] theroot.com
[9] kansas.com

Top Domains in Tweet in G1:
[221] twitter.com
[75] trib.al
[67] propublica.org
[3] paper.li
[2] typepad.com
[2] thefederalist.com
[2] zuckerman.com
[1] theatlantic.com
[1] nijamtoday.com
[1] irs.gov

Top Domains in Tweet in G2:
[89] propublica.org
[16] twitter.com
[5] texastribune.org
[5] trib.al
[4] veritenews.org
[2] wwltv.com
[1] nola.com
[1] substack.com
[1] propublica.net
[1] washingtonpost.com

Top Domains in Tweet in G3:
[10] propublica.org
[9] twitter.com
[7] kansas.com
[2] threadreaderapp.com
[1] theguardian.com
[1] trib.al
[1] memeorandum.com
[1] paper.li

Top Domains in Tweet in G4:
[50] twitter.com
[12] propublica.org
[7] theroot.com
[3] alternet.org
[2] cshub.com
[2] atr.org
[1] everytown.org
[1] apnews.com
[1] menshealth.com
[1] foxnews.com

Top Domains in Tweet in G5:
[34] twitter.com
[31] propublica.org
[2] nih.gov
[1] apnews.com
[1] mprnews.org
[1] jamanetwork.com
[1] thenation.com
[1] radaris.com
[1] facebook.com
[1] thecapitolforum.com

Top Domains in Tweet in G6:
[256] propublica.org
[17] twitter.com
[2] newsie.social
[2] theroot.com
[2] apple.com
[2] nahjcareers.org
[1] apple.news
[1] cnn.com
[1] linkedin.com
[1] reuters.com

Top Domains in Tweet in G7:
[23] propublica.org
[17] twitter.com
[1] texastribune.org
[1] co.uk

Top Domains in Tweet in G8:
[69] propublica.org
[18] twitter.com
[1] washingtonpost.com
[1] house.gov
[1] breitbart.com
[1] mediaite.com
[1] texastribune.org

Top Domains in Tweet in G9:
[85] propublica.org
[35] twitter.com
[6] bioinitiative.org
[6] healthytechhome.org
[3] governmentjobs.com
[2] standforamericapac.com
[1] nypost.com
[1] washingtonexaminer.com
[1] theatlantic.com
[1] c-span.org

Top Domains in Tweet in G10:
[108] propublica.org
[33] twitter.com
[2] nymag.com
[1] cnbc.com
[1] kansas.com
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[122] texas
[42] txlege
[39] unitedhealthcare
[22] mississippi
[18] medtronic
[17] onev1
[17] demcast
[15] failedflorida
[15] corrupt
[12] whoneedsaballoon



Top Hashtags in Tweet in G1:
[2] medicareforall
[2] corrupted
[2] scotus
[2] mlkday2023
[2] icymi
[2] russiaukrainewar
[2] kochnetwork
[2] irs
[2] gopliars
[2] gopliesabouteverything

Top Hashtags in Tweet in G2:
[88] texas
[3] shadidaward
[3] txlege
[1] journalism
[1] syphilis
[1] publichealth
[1] publichealthcrisis
[1] maternal
[1] maternalhealth
[1] mississippi

Top Hashtags in Tweet in G3:
[8] texas
[1] taxday

Top Hashtags in Tweet in G4:
[6] osint
[1] tnleg
[1] hr3836
[1] nohitzones
[1] raisethebar
[1] edpriorities
[1] texas
[1] dancewithturbotax
[1] sweepstakes
[1] irs

Top Hashtags in Tweet in G5:
[39] unitedhealthcare
[5] ivig
[4] agid
[3] respectmyprescription
[2] ibd
[2] gopethics
[2] healthcarereform
[2] insurancecoverage
[2] chronicallyill
[2] patient

Top Hashtags in Tweet in G6:
[3] guncontrolnow
[2] military
[2] business
[1] espn
[1] theredcross
[1] turkeyearthquake
[1] haiti
[1] medtronic
[1] commanders
[1] major

Top Hashtags in Tweet in G7:
[32] txlege
[3] texas
[1] chalktalk
[1] gazprom
[1] lukoil
[1] boeing
[1] medtronic

Top Hashtags in Tweet in G8:
[4] goptaxscam
[1] ohiochemicaldisaster
[1] texas
[1] txlege
[1] gregabbott
[1] insurrection
[1] gun
[1] vote
[1] checks
[1] texan

Top Hashtags in Tweet in G9:
[12] whoneedsaballoon
[1] traffickingtrumpstyle
[1] whoneedsballoonswhendonaldlovesu
[1] whoneedsballoonswhenurinthewh
[1] whoneedsballoonswhenurintheclub
[1] lockdowns
[1] magarepublicans
[1] usa
[1] disgusting
[1] unitedhealth

Top Hashtags in Tweet in G10:
[2] bidenflation
[1] hr29
[1] standupforamerica
[1] irs
[1] gopclownshowcontinues

Top Words
Top Words in Tweet in Entire Graph:
[2530] propublica
[513] one
[458] people
[397] look
[394] received
[393] anniewaldman
[387] ago
[384] happened
[378] please
[362] month

Top Words in Tweet in G1:
[1220] propublica
[144] irs
[126] people
[115] system
[111] insurance
[106] long
[96] free
[90] investigation
[86] don
[85] church

Top Words in Tweet in G2:
[290] propublica
[172] mass
[172] shootings
[162] people
[146] charlesornstein
[146] state
[128] decades
[104] perla_trevizo
[102] past
[100] 200

Top Words in Tweet in G3:
[358] anniewaldman
[332] one
[331] please
[331] dole
[330] ago
[330] happened
[330] anonymous
[330] look
[330] month
[330] tip

Top Words in Tweet in G4:
[68] propublica
[24] washingtonpost
[16] ap
[14] sensanders
[13] hrw
[13] seccardona
[12] thejusticedept
[11] potus
[11] bobbyscott
[10] nytimes

Top Words in Tweet in G5:
[247] propublica
[148] uhc
[82] insurance
[56] patient
[48] chris
[43] call
[42] medical
[41] claim
[40] nurse
[39] broker

Top Words in Tweet in G6:
[51] propublica
[49] texas
[44] gun
[43] mass
[42] shootings
[40] control
[39] despite
[36] laws
[34] decades
[32] failed

Top Words in Tweet in G7:
[40] people
[40] liz_cheney
[38] repkinzinger
[38] repraskin
[38] repstephmurphy
[38] repelaineluria
[38] reppeteaguilar
[38] repadamschiff
[36] emmmawillliams
[36] years

Top Words in Tweet in G8:
[51] debt
[36] speakermccarthy
[19] rncresearch
[19] tax
[18] trump
[14] poor
[13] biden
[12] willing
[12] long
[12] we've

Top Words in Tweet in G9:
[65] trump
[39] potus
[29] chinese
[25] cash
[25] tao
[25] liu
[24] cartel
[22] national
[22] debt
[21] businessman

Top Words in Tweet in G10:
[61] debt
[59] trump
[33] national
[26] laurenboebert
[25] tax
[23] sentedcruz
[20] before
[19] pandemic
[18] biden
[17] trillion

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[353] month,ago
[352] received,anonymous
[352] tip,please
[352] robert,dole
[352] ago,received
[352] anonymous,tip
[352] look,happened
[352] happened,robert
[352] one,month
[352] please,look

Top Word Pairs in Tweet in G1:
[76] resource,council
[76] family,resource
[74] acquiring,church
[74] services,office
[74] council,told
[74] averaging,65
[74] holds,chapel
[74] chapel,services
[74] church,status
[74] told,irs

Top Word Pairs in Tweet in G2:
[172] mass,shootings
[93] past,decades
[91] 19,mass
[91] shootings,killed
[90] experienced,19
[89] killed,200
[89] 200,people
[89] people,wounded
[88] wounded,230
[88] 230,state

Top Word Pairs in Tweet in G3:
[330] month,ago
[330] look,happened
[330] anonymous,tip
[330] received,anonymous
[330] one,month
[330] robert,dole
[330] tip,please
[330] ago,received
[330] happened,robert
[330] please,look

Top Word Pairs in Tweet in G4:
[9] bricscouncil_in,eucourtpress
[9] a_delpacifico,justice_gouv
[9] coe_ruleoflaw,bricscouncil_in
[9] eucourtpress,intlcrimcourt
[9] thejusticedept,coe_ruleoflaw
[9] washingtonpost,thejusticedept
[9] intlcrimcourt,a_delpacifico
[8] repjeffries,davidhogg111
[8] nytimes,washingtonpost
[8] sensanders,repjeffries

Top Word Pairs in Tweet in G5:
[39] insurance,broker
[37] propublica,uhc
[36] broker,laugh
[36] recorded,call
[36] whose,claim
[36] patient,whose
[36] nurse,insurance
[36] discussing,patient
[36] claim,rejecte
[36] call,uhc

Top Word Pairs in Tweet in G6:
[41] mass,shootings
[39] gun,control
[37] shootings,texas
[31] failed,pass
[31] control,laws
[31] pass,meaningful
[31] meaningful,gun
[30] decades,mass
[30] texas,legislators
[30] legislators,failed

Top Word Pairs in Tweet in G7:
[38] liz_cheney,repkinzinger
[38] repraskin,liz_cheney
[38] repelaineluria,repstephmurphy
[38] repkinzinger,repelaineluria
[38] reppeteaguilar,repadamschiff
[38] repstephmurphy,reppeteaguilar
[32] repadamschiff,repzoelofgren
[32] two,dozen
[32] filed,#txlege
[32] #txlege,past

Top Word Pairs in Tweet in G8:
[12] utter,disregard
[12] profit,utter
[12] we've,long
[12] sacrifice,poor
[12] willing,sacrifice
[12] long,willing
[12] poor,profit
[11] nv_pyromelana,we've
[11] disregard,contem
[11] speakermccarthy,debt

Top Word Pairs in Tweet in G9:
[25] tao,liu
[24] cartel,cash
[21] chinese,businessman
[19] dea,agents
[19] agents,stumbled
[16] expatriate,chinese
[16] political,influence
[16] york,launched
[16] mexico,york
[16] quest,political

Top Word Pairs in Tweet in G10:
[32] national,debt
[15] before,pandemic
[13] donald,trump
[12] built,national
[12] trump,built
[12] debt,big
[12] big,before
[12] tax,cuts
[11] pandemic,ll
[7] debt,ceiling

Top Replied-To
Top Replied-To in Entire Graph:
@congressvotesbt
@propublica
@speakermccarthy
@sentedcruz
@laurenboebert
@rncresearch
@slcnewliberals
@profdavidfields
@askuhc
@ambjohnbolton

Top Replied-To in G1:
@propublica
@banditelli
@thatvdovault
@timlapira
@pianomannmusic
@colmorrisdavis
@dbhufford8
@mileti143
@josesmrs
@themercenary

Top Replied-To in G2:
@propublica
@charlesornstein
@zahiratorres
@texastribune
@labellemercure
@richardawebster
@perla_trevizo
@shaifranklin
@sewellchan
@myersnews

Top Replied-To in G3:
@anniewaldman
@tracyweber
@shaifranklin
@propublica
@harmonyis1

Top Replied-To in G4:
@washingtonpost
@julieworley14
@no2hitting
@senwarren
@newshour
@maddow
@ronfilipkowski
@ddanpereira
@rdunhamdp
@ap

Top Replied-To in G5:
@propublica
@askuhc
@ibspatient
@crohniebologna
@scottm2018
@bsbeamer
@aboutibd
@ibdtweets
@ericgarland
@berniesanders

Top Replied-To in G7:
@repraskin
@visionsurreal
@staciburk
@cortessteve
@emmmawillliams
@mike_pence
@propublica
@legitbrittfl
@rainwolf127
@steveohpamail

Top Replied-To in G8:
@speakermccarthy
@rncresearch
@senatorbraun
@senrickscott
@senatorromney
@sentedcruz
@philiage
@golficus
@spopolpop
@thewreckingbal5

Top Replied-To in G9:
@ambjohnbolton
@nikkihaley
@potus
@sentuberville
@grimillionaire
@mrmikebones
@repbowman
@frizellajones
@sentomcotton
@rcpvideo

Top Replied-To in G10:
@sentedcruz
@laurenboebert
@mikepompeo
@repmtg
@marshablackburn
@speakermccarthy
@senjohnbarrasso
@housegop
@repboebert
@repandybiggsaz

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@anniewaldman
@charlesornstein
@uhc
@perla_trevizo
@cathymcmorris
@liberte_ny
@davidhammerwwl
@dabeard
@texastribune

Top Mentioned in G1:
@propublica
@teamturbotax
@sasan_goodarzi
@jeremykohler
@nicolefcarr
@wendellpotter
@charlesornstein
@boesingloretta
@chime

Top Mentioned in G2:
@propublica
@charlesornstein
@perla_trevizo
@davidhammerwwl
@texastribune
@smmills1960
@richardawebster
@carolineylchen
@nolanews
@lomikriel

Top Mentioned in G3:
@anniewaldman
@propublica
@will_bunch
@perla_trevizo
@reportercioffi
@vickimo08056436
@charlesornstein
@tracyweber
@smmills1960
@eisingerj

Top Mentioned in G4:
@propublica
@washingtonpost
@ap
@sensanders
@seccardona
@hrw
@potus
@bobbyscott
@thejusticedept
@nytimes

Top Mentioned in G5:
@propublica
@uhc
@davidarmstrongx
@dglaucomflecken
@mayatmiller
@patrickmrucker
@il_insurance
@donhirammd
@askuhc
@samuel__orlando

Top Mentioned in G6:
@perla_trevizo
@cyrilcoste

Top Mentioned in G7:
@liz_cheney
@repkinzinger
@repelaineluria
@repstephmurphy
@reppeteaguilar
@repadamschiff
@repzoelofgren
@emmmawillliams
@repraskin
@visionsurreal

Top Mentioned in G8:
@speakermccarthy
@joebiden
@nv_pyromelana
@rncresearch
@famoussheymus1
@wegot2go2
@powhatan_dems
@erik75071631
@jmb6g
@seattletimes

Top Mentioned in G9:
@potus
@gop
@whitehouse
@boeing
@tedlieu
@russvought
@amrenewctr
@repbowman
@realdonaldtrump
@judiciarygop

Top Mentioned in G10:
@elonmusk
@laurenboebert
@jimstewartson
@sirdukedevin
@mtaibbi
@helisbor
@repboebert
@senategop
@edkrassen
@housegop

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@missb62
@tesco
@mattmurph24
@_redfrog
@ntkrnow
@bannerite
@bunrxm
@jjj5819
@backstorymom1

Top Tweeters in G1:
@_redfrog
@russelltim151
@jmhamiltonblog
@cotey_mary
@princessbravato
@cnbsnana
@lorettabower3
@sallyrmelb
@debr3322
@masky_jay_hoody

Top Tweeters in G2:
@mattmurph24
@bannerite
@bunrxm
@1loriking
@adekleine
@kimvie
@terpsichore_los
@ydanasmithdutra
@mijomojo1
@1jasliz

Top Tweeters in G3:
@threadreaderapp
@jjj5819
@tadrow
@briangrnotabot
@rolandsmartin
@cindycrum
@agitatorsneeded
@eclecticradical
@vickimo08056436
@potenspuella

Top Tweeters in G4:
@dancas2
@reuters
@larepublica_pe
@businessinsider
@huffpost
@nypost
@bbcnews
@no2hitting
@nytimes
@latimes

Top Tweeters in G5:
@backstorymom1
@dontpanic1955
@melodyisdestiny
@abc
@bracing
@peacepox
@suelouises
@cbsnews
@nbcnews
@darroyo04

Top Tweeters in G6:
@deesbarbara
@drpatfarrell
@spanishcountry
@udnspeak4me
@cangal_39
@natty4bumpo
@phil_free_
@br00t4c
@patwhite70
@gabriel67891734

Top Tweeters in G7:
@rhonda_harbison
@mrtachilles
@melissajpeltier
@digyoursoul
@noybsk2017
@urocklive1
@rockyintx
@sharonvt75
@rob11563
@itwasacoup

Top Tweeters in G8:
@justeves
@concernedwhite1
@rteefact
@curtishebert
@erinsnider10
@birdseye1
@seattletimes
@sandraclunie
@realdailywire
@kdbk42

Top Tweeters in G9:
@sallyagale
@rocket_rosie
@dailycaller
@computerbugg
@cnnpolitics
@ctyankee007
@postopinions
@mommytalks2much
@jrubinblogger
@mickiedances

Top Tweeters in G10:
@stlhd100
@all100senators
@vancouverboomer
@ralfusj
@mhp_1776
@lovesanimals
@alba_dawn
@uppitywomanblog
@runews
@kegill


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