Propublica, Twitter, 8/7/2021 8:55:15 PM, 259702
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Propublica_2021-08-07_05-35-12.xlsx
Propublica_2021-08-07_05-35-12.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
August 07, 2021
Short Description:
Propublica via NodeXL https://bit.ly/3fJMM8f
@propublica
@btsquared2
@alecmacgillis
@kraftsnkush
@the_acumen
@doctorow
@gulpa
@forgetfup
@tahseen_ya
@gemini6ice

Top hashtags:
#maga
#gop
#2yrs2long
#oakesaward
#china
#backtheblue
#fecfilingday
#philadelphia

Description:
Description
The graph represents a network of 6,772 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 Saturday, 07 August 2021 at 12:51 UTC.

The requested start date was Friday, 06 August 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 3-day, 17-hour, 22-minute period from Thursday, 29 July 2021 at 22:13 UTC to Monday, 02 August 2021 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 : 6772
Unique Edges : 4655
Edges With Duplicates : 13547
Total Edges : 18202
Number of Edge Types : 5
Retweet : 5534
MentionsInRetweet : 7903
Tweet : 1025
Mentions : 2821
Replies to : 919
Self-Loops : 1076
Reciprocated Vertex Pair Ratio : 0.00908788651224648
Reciprocated Edge Ratio : 0.0180120812740253
Connected Components : 747
Single-Vertex Connected Components : 493
Maximum Vertices in a Connected Component : 5488
Maximum Edges in a Connected Component : 16615
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.590332
Graph Density : 0.000198568423080154
Modularity : 0.442387
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,772 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 Saturday, 07 August 2021 at 12:51 UTC.

The requested start date was Friday, 06 August 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 3-day, 17-hour, 22-minute period from Thursday, 29 July 2021 at 22:13 UTC to Monday, 02 August 2021 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:
[1014] https://www.propublica.org/article/post-katrina-white-vigilantes-shot-african-americans-with-impunity
[254] https://www.propublica.org/article/philadelphia-homicide-surge
[198] https://www.propublica.org/article/trump-inc-podcast-trumps-inauguration-paid-trumps-company-with-ivanka-in-the-middle
[65] https://www.propublica.org/article/the-number-of-people-with-iras-worth-5-million-or-more-has-tripled-congress-says
[64] https://twitter.com/btsquared2/status/1421486342706454537
[46] 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/operation-fox-hunt-how-china-exports-repression-using-a-network-of-spies-hidden-in-plain-sight
[36] https://www.propublica.org/article/how-unemployment-insurance-fraud-exploded-during-the-pandemic
[32] https://www.propublica.org/article/michigan-supreme-court-limits-use-of-restraints-on-juveniles
[31] https://www.propublica.org/article/national-debt-trump

Top URLs in Tweet in G1:
[18] https://trib.al/KkHK5t7
[11] https://www.propublica.org/article/how-unemployment-insurance-fraud-exploded-during-the-pandemic
[11] https://trib.al/JEv9KMi
[9] https://twitter.com/propublica/status/1421734020900065280
[8] https://twitter.com/propublica/status/1421035019091517442
[7] https://www.propublica.org/article/not-allowed-to-hang-up-the-harsh-reality-of-working-in-customer-service
[5] https://www.propublica.org/article/philadelphia-homicide-surge
[4] https://trib.al/rXPPySP
[4] https://projects.propublica.org/jan-6-video-evidence/
[4] https://twitter.com/propublica/status/1421848084535984129

Top URLs in Tweet in G2:
[84] https://www.propublica.org/article/philadelphia-homicide-surge
[3] https://www.vox.com/22596737/homicide-rates-philadelphia-today-explained-pro-publica
[3] https://twitter.com/propublica/status/1421035019091517442
[3] https://www.propublica.org/article/post-katrina-white-vigilantes-shot-african-americans-with-impunity
[2] https://open.spotify.com/episode/0a7gptgbg9Qa9caVOQHJ7H?si=05e882821c8b434b&nd=1
[2] https://trib.al/rXPPySP
[2] https://open.spotify.com/episode/0a7gptgbg9Qa9caVOQHJ7H?si=05e882821c8b434b
[2] https://trib.al/KkHK5t7
[1] https://trib.al/JEv9KMi
[1] https://trib.al/9JGRNo2

Top URLs in Tweet in G3:
[632] https://www.propublica.org/article/post-katrina-white-vigilantes-shot-african-americans-with-impunity
[2] https://twitter.com/btsquared2/status/1421486342706454537
[1] https://www.propublica.org/article/charges-filed-in-post-katrina-shooting
[1] https://www.propublica.org/article/the-number-of-people-with-iras-worth-5-million-or-more-has-tripled-congress-says
[1] 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
[1] https://www.propublica.org/article/nopd-order-to-shoot-looters-hurricane-katrina
[1] https://twitter.com/propublica/status/1421296828247683076

Top URLs in Tweet in G4:
[111] https://www.propublica.org/article/philadelphia-homicide-surge
[18] https://www.propublica.org/article/the-number-of-people-with-iras-worth-5-million-or-more-has-tripled-congress-says
[17] https://www.propublica.org/article/immigration-prosecutors-were-told-not-to-push-for-deportation-in-cases-like-his
[17] https://www.propublica.org/article/how-unemployment-insurance-fraud-exploded-during-the-pandemic
[15] https://www.propublica.org/article/michigan-supreme-court-limits-use-of-restraints-on-juveniles
[13] https://www.propublica.org/article/the-women-on-the-other-end-of-the-phone
[13] https://www.propublica.org/article/operation-fox-hunt-how-china-exports-repression-using-a-network-of-spies-hidden-in-plain-sight
[11] https://twitter.com/propublica/status/1421035019091517442
[11] https://www.propublica.org/article/post-katrina-white-vigilantes-shot-african-americans-with-impunity
[10] https://www.propublica.org/article/dont-you-work-with-old-people-many-elder-care-workers-still-refuse-to-get-covid-19-vaccine

Top URLs in Tweet in G5:
[4] https://www.propublica.org/article/philadelphia-homicide-surge
[2] https://projects.propublica.org/bailout/list
[2] https://www.propublica.org/article/immigration-prosecutors-were-told-not-to-push-for-deportation-in-cases-like-his
[2] https://www.propublica.org/article/new-details-suggest-senior-trump-aides-knew-jan-6-rally-could-get-chaotic?utm_medium=social&utm_source=twitter
[2] https://www.propublica.org/article/senate-banking-chair-asks-cfpb-how-it-plans-to-address-risks-of-chime-and-other-banking-apps
[2] https://www.propublica.org/article/why-do-people-want-to-see-donald-trumps-tax-returns
[2] https://projects.propublica.org/coronavirus/bailouts/
[1] https://twitter.com/marceelias/status/1422217570762043394?s=20
[1] https://twitter.com/amybarnhorst/status/1421312157690449924?s=20
[1] https://twitter.com/no2hitting/status/1402082578086117383?s=20

Top URLs in Tweet in G6:
[288] https://www.propublica.org/article/post-katrina-white-vigilantes-shot-african-americans-with-impunity
[56] https://twitter.com/btsquared2/status/1421486342706454537
[1] https://twitter.com/propublica/status/1421734020900065280
[1] https://crooksandliars.com/2021/07/chime-and-other-neo-banks-abruptly-close?utm_source=social&utm_medium=twitter&utm_content=48603

Top URLs in Tweet in G7:
[189] https://www.propublica.org/article/trump-inc-podcast-trumps-inauguration-paid-trumps-company-with-ivanka-in-the-middle
[8] https://www.propublica.org/article/trump-companies-accused-tax-evasion-panama
[1] https://www.propublica.org/article/trump-inc-podcast-tom-barrack-colony-company-of-trump-inaugural-chair-sought-to-profit
[1] https://www.indianz.com/News/2020/05/22/propublica-former-trump-aide-provided-fa.asp
[1] https://twitter.com/i/web/status/1347576064621633536
[1] https://www.propublica.org/article/post-katrina-white-vigilantes-shot-african-americans-with-impunity
[1] https://www.propublica.org/article/meet-the-shadowy-accountants-who-do-trumps-taxes-and-help-him-seem-richer-than-he-is
[1] https://twitter.com/i/web/status/1348973063757586433
[1] https://twitter.com/swinstonwolkoff/status/1421241865534377989

Top URLs in Tweet in G8:
[19] https://www.propublica.org/article/the-billionaire-playbook-how-sports-owners-use-their-teams-to-avoid-millions-in-taxes
[6] https://twitter.com/doctorow/status/1420805717825445888
[3] https://twitter.com/propublica/status/1421673229526179842
[2] https://www.propublica.org/article/the-women-on-the-other-end-of-the-phone
[2] https://www.propublica.org/article/not-allowed-to-hang-up-the-harsh-reality-of-working-in-customer-service
[1] https://projects.propublica.org/nypd-ccrb/
[1] https://twitter.com/i/web/status/1420805735697371137
[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/how-unemployment-insurance-fraud-exploded-during-the-pandemic
[1] https://pluralistic.net/2021/07/29/impunity-corrodes/#arise-ye-prisoners

Top URLs in Tweet in G9:
[12] https://www.propublica.org/article/national-debt-trump
[5] https://dailycaller.com/2021/07/27/jim-jordan-darrell-issa-internal-revenue-service-propublica/
[3] https://www.propublica.org/article/national-debt-trump/amp
[3] https://twitter.com/propublica/status/1421734020900065280
[2] https://www.propublica.org/article/trump-inc-podcast-trumps-inauguration-paid-trumps-company-with-ivanka-in-the-middle
[2] https://trib.al/OOv9Ny0
[1] https://projects.propublica.org/docdollars/
[1] https://www.propublica.org/article/philadelphia-homicide-surge
[1] https://www.propublica.org/article/philadelphia-homicide-surge?utm_medium=social&utm_source=twitter
[1] https://twitter.com/propublica/status/1421762586597527555

Top URLs in Tweet in G10:
[12] 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
[9] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[2] https://www.forbes.com/sites/sarahhansen/2021/06/08/richest-americans-including-bezos-musk-and-buffett-paid-federal-income-taxes-equaling-just-34-of-401-billion-in-new-wealth-bombshell-report-shows/?sh=14cf73847fe1
[2] https://projects.propublica.org/jan-6-video-evidence/
[1] https://www.propublica.org/article/russian-politician-who-reportedly-sent-millions-to-nra-has-long-history-in-spain
[1] https://www.propublica.org/article/how-big-oil-dodges-facebooks-new-ad-transparency-rules
[1] https://www.propublica.org/article/rising-profits-rising-injuries-the-safety-crisis-at-koch-industries-georgia-pacific
[1] https://twitter.com/joncoopertweets/status/1409136896098328581
[1] https://twitter.com/i/web/status/1421159301033328640
[1] https://www.propublica.org/article/a-postal-worker-begged-for-stronger-covid-19-protections-she-ended-up-spending-six-weeks-in-the-hospital

Top Domains
Top Domains in Tweet in Entire Graph:
[2319] propublica.org
[607] twitter.com
[143] trib.al
[11] propub.li
[9] apple.news
[7] businessinsider.com
[7] dailycaller.com
[5] nymag.com
[5] brassballs.blog
[5] youtube.com

Top Domains in Tweet in G1:
[138] twitter.com
[130] trib.al
[56] propublica.org
[11] propub.li
[4] pbs.org
[4] judicialcriminal.com
[2] wesa.fm
[2] youtube.com
[2] gofundme.com
[1] wordpress.com

Top Domains in Tweet in G2:
[93] propublica.org
[32] twitter.com
[6] trib.al
[5] spotify.com
[5] vox.com
[3] apple.com
[1] inquirer.com
[1] youtube.com
[1] wordpress.com

Top Domains in Tweet in G3:
[636] propublica.org
[3] twitter.com

Top Domains in Tweet in G4:
[389] propublica.org
[158] twitter.com
[9] apple.news
[4] nymag.com
[3] fastcompany.com
[3] justthenews.com
[3] co.uk
[3] businessinsider.com
[3] vanityfair.com
[3] nypost.com

Top Domains in Tweet in G5:
[64] twitter.com
[39] propublica.org
[2] nytimes.com
[1] winknews.com
[1] amazonaws.com
[1] newyorker.com
[1] tennessean.com
[1] congressionalintegrity.org
[1] murfreesborovoice.com
[1] avclub.com

Top Domains in Tweet in G6:
[288] propublica.org
[57] twitter.com
[1] crooksandliars.com

Top Domains in Tweet in G7:
[200] propublica.org
[3] twitter.com
[1] indianz.com

Top Domains in Tweet in G8:
[28] propublica.org
[14] twitter.com
[1] pluralistic.net

Top Domains in Tweet in G9:
[21] propublica.org
[8] twitter.com
[5] dailycaller.com
[2] trib.al
[1] stltoday.com

Top Domains in Tweet in G10:
[27] propublica.org
[2] twitter.com
[2] forbes.com
[1] businessinsider.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[33] maga
[32] gop
[10] 2yrs2long
[10] oakesaward
[8] china
[7] backtheblue
[7] fecfilingday
[7] philadelphia
[6] january6th
[6] greentwitter



Top Hashtags in Tweet in G1:
[7] backtheblue
[6] january6th
[5] bluelivesmatter
[3] icymi
[3] firelouisdejoy
[3] freebritney
[3] getvaccinated
[2] gopdeathcult
[2] wearamask
[2] covid19

Top Hashtags in Tweet in G2:
[4] evidencebased
[2] phled
[2] philadelphia
[1] defund
[1] vcwg
[1] nonprofits
[1] cjreform
[1] politicalclass
[1] mediabias
[1] greatregression

Top Hashtags in Tweet in G3:
[1] taxtherich

Top Hashtags in Tweet in G4:
[4] philadelphia
[2] smartnews
[2] homicide
[2] propublica
[2] happeningnow
[2] covid19
[1] buildbackbetter
[1] abusability
[1] discrimination
[1] bias

Top Hashtags in Tweet in G5:
[31] gop
[31] maga
[10] 2yrs2long
[8] china
[2] data
[1] politicalmalpractice
[1] fbi
[1] jeffreyrosen
[1] exhausted
[1] exhaustedbycoverups

Top Hashtags in Tweet in G6:
[1] gopselfishdeathcult

Top Hashtags in Tweet in G7:
[1] donaldtrump
[1] trumpisafraud

Top Hashtags in Tweet in G9:
[2] breaking
[1] trump
[1] pandemic
[1] goptaxscam
[1] greedyoldpricks
[1] gop
[1] whistleblower

Top Words
Top Words in Tweet in Entire Graph:
[4237] propublica
[945] one
[724] found
[690] article
[659] guy
[630] happened
[629] btsquared2
[622] explains
[621] kraftsnkush
[619] detail

Top Words in Tweet in G1:
[2996] propublica
[362] vaccinated
[280] long
[269] people
[199] one
[198] care
[193] time
[190] state
[188] worth
[183] more

Top Words in Tweet in G2:
[602] alecmacgillis
[428] propublica
[401] year
[329] homicide
[300] rate
[299] cities
[288] 25
[252] still
[247] jumped
[247] early

Top Words in Tweet in G3:
[623] btsquared2
[618] article
[616] one
[615] kraftsnkush
[614] guy
[612] found
[612] explains
[612] happened
[612] vivid
[612] detail

Top Words in Tweet in G4:
[85] propublica
[77] philadelphia
[76] america
[74] surge
[73] homicide
[71] reveals
[51] people
[38] more
[35] pandemic
[32] worth

Top Words in Tweet in G5:
[176] propublica
[64] nypdshea
[63] nycmayor
[51] nygovcuomo
[50] potus
[50] vp
[49] ap
[43] npr
[35] thejusticedept
[35] abc

Top Words in Tweet in G6:
[288] confirm
[288] katrina
[288] disaster
[288] levels
[288] government
[287] the_acumen
[55] ht
[18] propublica
[9] number
[8] chime

Top Words in Tweet in G7:
[385] trump
[192] company
[190] inauguration
[190] paid
[189] ivanka
[189] middle
[187] swinstonwolkoff
[187] davidcorndc
[45] propublica
[8] refresher

Top Words in Tweet in G8:
[142] doctorow
[89] journalism
[72] investigative
[71] propublica
[71] internet
[71] age
[71] certainly
[71] transformed
[71] days
[71] mostly

Top Words in Tweet in G9:
[26] propublica
[18] debt
[11] national
[11] trump
[11] gop
[8] irs
[7] built
[7] big
[7] jim_jordan
[6] donald

Top Words in Tweet in G10:
[58] propublica
[42] tax
[38] 08
[38] rising
[29] koch
[29] industries
[28] profits
[23] people
[23] tentoads4truth
[23] years

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[621] kraftsnkush,btsquared2
[619] happened,one
[618] btsquared2,found
[618] found,article
[618] article,explains
[618] explains,happened
[618] one,guy
[618] guy,vivid
[618] vivid,detail
[297] confirm,katrina

Top Word Pairs in Tweet in G1:
[171] long,term
[169] term,care
[160] care,facilities
[156] louisiana,44
[156] 44,staff
[156] staff,long
[156] facilities,partially
[156] partially,vaccinated
[156] vaccinated,lowest
[155] propublica,louisiana

Top Word Pairs in Tweet in G2:
[277] homicide,rate
[247] rate,jumped
[247] jumped,25
[244] alecmacgillis,homicide
[240] still,far
[240] far,early
[239] 25,single
[239] single,year
[239] year,ny
[239] ny,cities

Top Word Pairs in Tweet in G3:
[615] kraftsnkush,btsquared2
[612] btsquared2,found
[612] found,article
[612] article,explains
[612] explains,happened
[612] happened,one
[612] one,guy
[612] guy,vivid
[612] vivid,detail
[6] sourcedumal,madeinhawaii___

Top Word Pairs in Tweet in G4:
[71] homicide,surge
[69] reveals,america
[68] philadelphia,reveals
[67] america,homicide
[23] surge,propublica
[21] iras,worth
[19] worth,million
[19] million,more
[19] during,pandemic
[18] people,iras

Top Word Pairs in Tweet in G5:
[49] nycmayor,nygovcuomo
[47] nypdshea,nycmayor
[44] potus,vp
[32] aarp,nro
[32] nro,ndn
[32] ndn,abc
[32] abc,ap
[32] ap,foxnews
[32] foxnews,wearesinclair
[32] wearesinclair,accountablegop

Top Word Pairs in Tweet in G6:
[288] confirm,katrina
[288] katrina,disaster
[288] disaster,levels
[288] levels,government
[287] the_acumen,confirm
[55] government,ht
[8] chime,racked
[8] racked,unusually
[8] unusually,large
[8] large,number

Top Word Pairs in Tweet in G7:
[190] inauguration,paid
[190] paid,trump
[189] trump,inauguration
[189] trump,company
[189] company,ivanka
[189] ivanka,middle
[187] middle,davidcorndc
[186] swinstonwolkoff,trump
[7] demolady7,refresher
[3] customer,service

Top Word Pairs in Tweet in G8:
[71] internet,age
[71] age,certainly
[71] certainly,transformed
[71] transformed,journalism
[71] journalism,days
[71] days,mostly
[71] mostly,think
[71] think,investigative
[71] investigative,journalism's
[71] journalism's,decline

Top Word Pairs in Tweet in G9:
[10] national,debt
[7] built,national
[7] debt,big
[6] trump,built
[5] donald,trump
[4] big,before
[4] ll,weigh
[4] weigh,down
[4] down,economy
[4] economy,years

Top Word Pairs in Tweet in G10:
[28] koch,industries
[19] propublica,obtained
[19] obtained,trove
[19] trove,irs
[19] irs,tax
[19] tax,return
[19] return,data
[19] data,thousands
[19] thousands,country
[19] country,wealthiest

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@alecmacgillis
@nypdshea
@voxdotcom
@today_explained
@vp
@laura_cardona95
@janeeboon
@merikiko
@truconservativ6

Top Replied-To in G1:
@propublica
@craigjo48765177
@luckysitsinback
@gogreen566
@idme
@lomoeast
@oldgeek7
@robinson32789
@reverend_lyn
@tweetingyarnie

Top Replied-To in G2:
@alecmacgillis
@propublica
@voxdotcom
@today_explained
@merikiko
@__redacted
@nataliapetrzela
@buddaprotocol
@rameswaram
@nobiggovduh

Top Replied-To in G3:
@btsquared2
@kraftsnkush
@propublica
@madeinhawaii___

Top Replied-To in G5:
@nypdshea
@propublica
@vp
@laura_cardona95
@nycmayor
@nyclu
@maddow
@no2hitting
@attorneycrump
@equalityalec

Top Replied-To in G6:
@propublica

Top Replied-To in G7:
@propublica
@banksresearcher

Top Replied-To in G8:
@doctorow
@aleximenez
@strongidiot
@bykenarmstrong

Top Replied-To in G9:
@gopleader
@gop
@senrickscott
@propublica
@leadermcconnell
@b_gawk
@marshablackburn
@repashleyhinson
@kevink7282
@hawleymo

Top Replied-To in G10:
@cegoodwin
@beef_house123
@latecaterpillar
@eventandtalent
@liberalstruths
@desertbob6
@ethonraptor
@whtiscookingnow
@goldporcupine
@avghonkey

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@btsquared2
@kraftsnkush
@alecmacgillis
@the_acumen
@swinstonwolkoff
@davidcorndc
@doctorow
@propubli
@jbweinz

Top Mentioned in G1:
@propublica
@propubli
@lastweektonight
@avakofman
@frontlinepbs
@iamjohnoliver
@ucbsoj
@davidbernknopf
@cezary
@ianshepherdson

Top Mentioned in G2:
@alecmacgillis
@propublica
@jbweinz
@johnfpfaff
@today_explained
@voxdotcom
@miles__bryan
@yappelbaum
@patrick_sharkey
@al

Top Mentioned in G3:
@btsquared2
@kraftsnkush
@sourcedumal
@madeinhawaii___
@the_acumen
@propublica
@stillnotpharris
@grongur
@khanyisile
@stabpossum

Top Mentioned in G4:
@thewiskthestaff
@blackrepublican
@saabelieves
@ann_neels
@virxic
@rickfredbass
@jaydotheyward
@williesband

Top Mentioned in G5:
@propublica
@ap
@potus
@npr
@nycmayor
@nygovcuomo
@vp
@abc
@foxnews
@wsj

Top Mentioned in G6:
@the_acumen
@propublica
@crooksandliars

Top Mentioned in G7:
@swinstonwolkoff
@davidcorndc
@propublica
@demolady7
@ali
@banksresearcher
@quarantinedlif1
@tentoads4truth
@malcolmnance
@realdonaldtrump

Top Mentioned in G8:
@doctorow
@justinelliott
@propublica
@ariana_tobin
@intuit
@paulkiel
@progressiveeng1
@bykenarmstrong
@dangillmor

Top Mentioned in G9:
@propublica
@jim_jordan
@gop
@iamjoetrudeau
@repdarrellissa
@txag
@gopleader
@startimeash
@sentedcruz
@oann

Top Mentioned in G10:
@propublica
@tentoads4truth
@itssuzann
@ewarren
@joncoopertweets
@cutecowlover
@themadmerlyn
@windbourne_grr
@ndeal123
@rbreich

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@threadreaderapp
@dichristine
@monicasloves
@cagney1991
@1denmadrid
@rjber15
@independent
@joni_looking
@thereal_rebel

Top Tweeters in G1:
@missb62
@dichristine
@cagney1991
@1denmadrid
@rjber15
@thereal_rebel
@_redfrog
@debilu2
@mharvey816
@washumom

Top Tweeters in G2:
@threadreaderapp
@copyofone
@givemepie360
@pollsstar
@tadrow
@thenflchick
@reneevoicebrand
@micjojd
@roripierpont1
@deathtocrazy

Top Tweeters in G3:
@carmillalusta
@elegantsavant
@sofie_lovee
@lakergrrrl
@justscarlette
@skinnyassdame
@btsquared2
@ungdlyhrxjaguar
@_petiteting
@unrulynarrator

Top Tweeters in G4:
@schestowitz
@davidlance3
@chronlaw
@new_narrative
@gregmroscoe
@blackrepublican
@reevynap
@sevenbowie
@abukedem
@shell_loyd

Top Tweeters in G5:
@independent
@el_universal_mx
@bannerite
@thehill
@pas5974
@business
@guardian
@huffpost
@slate
@digyoursoul

Top Tweeters in G6:
@itseffinjas
@baelizean
@beemichelle
@galileo908
@i_aint_doit
@zumikiss
@litlgrey
@linzeyhoehan
@_coolstorycori_
@micah_not_micha

Top Tweeters in G7:
@monicasloves
@justwhatnowwhy
@lllwry
@linda1746
@familygrowing1
@cheryl_marlin
@cindyceemerson
@runpattirun
@memeburk
@donnathorson

Top Tweeters in G8:
@netminnow
@sallyrmelb
@sandralhanlon
@takethatgods
@doctorow
@zulaqi
@utleyjacobite
@norberta36
@kcgreen17
@chargrille

Top Tweeters in G9:
@marylene58
@all100senators
@iamjoetrudeau
@tdzwilewski
@abc13houston
@kskm3
@ktvu
@kvue
@___lor__
@ilannaphillips

Top Tweeters in G10:
@b1e56df9ce6549f
@awelab1956
@carrybeyond
@ydanasmithdutra
@carollarue
@masky_jay_hoody
@loreyjeanene
@mamabear64
@joncoopertweets
@mpcoreno


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