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Propublica_2022-01-14_05-35-12.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2022
Short Description:
Propublica via NodeXL https://bit.ly/3zWqKbg
@propublica
@indyemapolis
@iarnsdorf
@msanchezmia
@smmills1960
@reporterdavidj
@annaleighclark
@no2hitting
@mopeng
@buyjusdifferent

Top hashtags:
#chicago
#autopilot
#covid19
#dialysis
#2yrs2long
#cameras
#camera
#gop

Description:
Description
The graph represents a network of 6,826 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, 14 January 2022 at 13:43 UTC.

The requested start date was Friday, 14 January 2022 at 01:01 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, 31-minute period from Monday, 10 January 2022 at 20:23 UTC to Friday, 14 January 2022 at 00:55 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 : 6826
Unique Edges : 4682
Edges With Duplicates : 13473
Total Edges : 18155
Number of Edge Types : 5
Replies to : 965
Mentions : 3421
Retweet : 5257
MentionsInRetweet : 7300
Tweet : 1212
Self-Loops : 1246
Reciprocated Vertex Pair Ratio : 0.0120166047629452
Reciprocated Edge Ratio : 0.0237478411053541
Connected Components : 857
Single-Vertex Connected Components : 564
Maximum Vertices in a Connected Component : 5285
Maximum Edges in a Connected Component : 16253
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.449841
Graph Density : 0.000198851836707096
Modularity : 0.436427
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,826 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, 14 January 2022 at 13:43 UTC.

The requested start date was Friday, 14 January 2022 at 01:01 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, 31-minute period from Monday, 10 January 2022 at 20:23 UTC to Friday, 14 January 2022 at 00:55 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:
[322] https://www.propublica.org/article/chicagos-race-neutral-traffic-cameras-ticket-black-and-latino-drivers-the-most
[144] https://www.propublica.org/article/the-nonprofit-college-that-spends-more-on-marketing-than-financial-aid
[47] https://www.propublica.org/article/they-were-the-pandemics-perfect-victims
[42] https://www.propublica.org/article/child-porn-probe-of-billionaire-businessman-denny-sanford-continues-at-state-and-federal-level-court-records-show
[39] https://www.propublica.org/article/2021-year-in-visual-journalism
[39] https://www.propublica.org/article/i-saw-firsthand-what-it-takes-to-keep-covid-out-of-hong-kong-it-felt-like-a-different-planet
[38] https://twitter.com/propublica/status/1480343585610420230
[32] https://www.propublica.org/article/states-are-hoarding-52-billion-in-welfare-funds-even-as-the-need-for-aid-grows
[30] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[29] https://www.propublica.org/article/the-federal-government-gave-billions-to-americas-schools-for-covid-19-relief-where-did-the-money-go/amp

Top URLs in Tweet in G1:
[27] https://www.propublica.org/article/they-were-the-pandemics-perfect-victims
[15] https://www.propublica.org/article/chicagos-race-neutral-traffic-cameras-ticket-black-and-latino-drivers-the-most
[11] https://trib.al/k5mNbum
[6] https://www.propublica.org/article/the-nonprofit-college-that-spends-more-on-marketing-than-financial-aid
[6] https://twitter.com/propublica/status/1480343585610420230
[5] https://trib.al/FxBzctN
[5] https://www.propublica.org/article/2021-year-in-visual-journalism
[5] https://twitter.com/propublica/status/1480641848083316737
[4] https://projects.propublica.org/parler-capitol-videos/
[4] https://www.propublica.org/article/states-are-hoarding-52-billion-in-welfare-funds-even-as-the-need-for-aid-grows

Top URLs in Tweet in G2:
[53] https://www.propublica.org/article/chicagos-race-neutral-traffic-cameras-ticket-black-and-latino-drivers-the-most
[19] https://www.propublica.org/article/the-nonprofit-college-that-spends-more-on-marketing-than-financial-aid
[13] https://www.propublica.org/article/2021-year-in-visual-journalism
[13] https://www.propublica.org/article/the-nonprofit-college-that-spends-more-on-marketing-than-financial-aid?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=feature
[7] https://trib.al/k5mNbum
[6] https://www.freep.com/in-depth/news/local/michigan/2022/01/12/baker-college-financial-aid-marketing/9155389002/
[5] https://www.propublica.org/series/driven-into-debt
[4] https://www.propublica.org/article/we-are-seeking-new-applicants-for-our-local-reporting-network
[3] https://www.propublica.org/article/child-porn-probe-of-billionaire-businessman-denny-sanford-continues-at-state-and-federal-level-court-records-show
[3] https://projects.propublica.org/parler-capitol-videos/

Top URLs in Tweet in G3:
[135] https://www.propublica.org/article/chicagos-race-neutral-traffic-cameras-ticket-black-and-latino-drivers-the-most
[82] https://www.propublica.org/article/the-nonprofit-college-that-spends-more-on-marketing-than-financial-aid
[27] https://www.propublica.org/article/i-saw-firsthand-what-it-takes-to-keep-covid-out-of-hong-kong-it-felt-like-a-different-planet
[22] https://www.propublica.org/article/child-porn-probe-of-billionaire-businessman-denny-sanford-continues-at-state-and-federal-level-court-records-show
[19] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[16] https://www.propublica.org/article/2021-year-in-visual-journalism
[15] https://twitter.com/propublica/status/1480343585610420230
[15] https://www.propublica.org/article/the-federal-government-gave-billions-to-americas-schools-for-covid-19-relief-where-did-the-money-go
[13] https://twinybots.ch/
[12] https://twitter.com/propublica/status/1480981779389554692

Top URLs in Tweet in G4:
[4] https://www.propublica.org/article/heeding-steve-bannons-call-election-deniers-organize-to-seize-control-of-the-gop-and-reshape-americas-elections
[4] https://www.propublica.org/article/oath-keepers-in-the-state-house-how-a-militia-movement-took-root-in-the-republican-mainstream
[4] https://projects.propublica.org/nonprofits/display_990/800835023/07_2019_prefixes_77-82%2F800835023_201806_990_2019070516465212
[2] https://www.propublica.org/article/child-porn-probe-of-billionaire-businessman-denny-sanford-continues-at-state-and-federal-level-court-records-show
[2] https://twitter.com/propublica/status/1480981779389554692
[1] https://twitter.com/i/web/status/1451217080615899139
[1] https://www.propublica.org/article/these-real-estate-and-oil-tycoons-used-paper-losses-to-avoid-paying-taxes-for-years
[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/washingtonpost/status/1480525453257543680
[1] https://www.propublica.org/article/a-plant-that-sterilizes-medical-equipment-spews-cancer-causing-pollution-on-tens-of-thousands-of-schoolchildren

Top URLs in Tweet in G5:
[3] https://twitter.com/propublica/status/1480964286713368583
[2] https://twitter.com/RonFilipkowski/status/1481100423448649730?s=20
[2] https://twitter.com/no2hitting/status/1444503555772231681?s=20
[2] https://www.propublica.org/article/facebook-hosted-surge-of-misinformation-and-insurrection-threats-in-months-leading-up-to-jan-6-attack-records-show
[2] https://twitter.com/propublica/status/1480343585610420230
[1] https://www.propublica.org/article/trump-inc-podcast-never-before-seen-trump-tax-documents-show-major-inconsistencies
[1] https://www.scmp.com/news/china/diplomacy/article/3130716/us-federal-communications-commission-rules-broadcasters-must
[1] https://twitter.com/michaelsobolik/status/1480627544454057985
[1] https://twitter.com/kenroth/status/1481624667165184003
[1] https://twitter.com/i/web/status/1481264620287537155

Top URLs in Tweet in G6:
[7] https://www.propublica.org/article/national-debt-trump
[4] https://www.propublica.org/article/why-do-nonwhite-georgia-voters-have-to-wait-in-line-for-hours-their-numbers-have-soared-and-their-polling-places-have-dwindled
[3] https://www.propublica.org/article/climate-change-will-force-a-new-american-migration
[2] https://www.propublica.org/article/the-secret-irs-files-trove-of-never-before-seen-records-reveal-how-the-wealthiest-avoid-income-tax
[2] https://twitter.com/AnnCoulter/status/1481360228323057672
[2] https://projects.propublica.org/bailout/
[1] https://www.propublica.org/article/trumps-new-spy-chief-used-to-work-for-a-foreign-politician-the-us-accused-of-corruption
[1] https://www.propublica.org/article/the-cruel-failure-of-welfare-reform-in-the-southwest
[1] https://www.propublica.org/article/chicagos-race-neutral-traffic-cameras-ticket-black-and-latino-drivers-the-most
[1] https://twitter.com/i/web/status/1481601941146849282

Top URLs in Tweet in G7:
[13] https://www.propublica.org/article/chicagos-race-neutral-traffic-cameras-ticket-black-and-latino-drivers-the-most
[2] https://www.propublica.org/article/we-are-seeking-new-applicants-for-our-local-reporting-network
[2] https://www.propublica.org/article/chicagos-race-neutral-traffic-cameras-ticket-black-and-latino-drivers-the-most?utm_medium=social&utm_source=twitter#1241600
[1] https://trib.al/k5mNbum
[1] https://www.propublica.org/article/a-boy-went-to-a-covid-swamped-er-he-waited-for-hours-then-his-appendix-burst
[1] https://twitter.com/propublica/status/1480843537994461188
[1] https://twitter.com/kings_memoirs/status/1480934792640319494

Top URLs in Tweet in G8:
[9] https://www.propublica.org/article/states-are-hoarding-52-billion-in-welfare-funds-even-as-the-need-for-aid-grows
[3] https://www.propublica.org/article/states-are-hoarding-52-billion-in-welfare-funds-even-as-the-need-for-aid-grows?utm_source=sailthru&utm_medium=email&utm_campaign=majorinvestigations&utm_content=river
[2] https://www.propublica.org/article/2021-year-in-visual-journalism
[1] https://the1a.org/segments/the-need-for-welfare-aid-is-growing-why-arent-states-spending-the-money-they-have-to-help/
[1] https://www.npr.org/2022/01/12/1072548509/over-5-billion-in-welfare-spends-were-left-unspent-by-states
[1] https://www.propublica.org/article/a-mother-needed-welfare-instead-the-state-used-welfare-funds-to-take-her-son
[1] https://www.propublica.org/article/the-nonprofit-college-that-spends-more-on-marketing-than-financial-aid

Top URLs in Tweet in G9:
[3] https://www.propublica.org/article/new-details-suggest-senior-trump-aides-knew-jan-6-rally-could-get-chaotic
[2] https://www.propublica.org/article/child-porn-probe-of-billionaire-businessman-denny-sanford-continues-at-state-and-federal-level-court-records-show?utm_source=twitter&utm_medium=social
[1] https://mobile.twitter.com/propublica/status/1481220106046910470
[1] https://projects.propublica.org/nonprofits/organizations/900737636
[1] https://www.propublica.org/article/trump-campaign-fundraiser-ellipse-rally
[1] https://www.propublica.org/article/top-trump-fundraiser-boasted-of-raising-3-million-to-support-jan-6-save-america-rally

Top URLs in Tweet in G10:
[5] https://projects.propublica.org/parler-capitol-videos/
[4] https://twitter.com/propublica/status/1350954258091409414?s=20
[3] https://twitter.com/propublica/status/1480981779389554692
[1] https://www.propublica.org/article/they-were-the-pandemics-perfect-victims
[1] https://twitter.com/propublica/status/1481220106046910470
[1] https://twitter.com/propublica/status/1481610844748361728
[1] https://projects.propublica.org/represent/members/B000825-lauren-boebert/votes-missed/117
[1] https://projects.propublica.org/jan-6-video-evidence/
[1] https://d2hxwnssq7ss7g.cloudfront.net/HS34fpbzqg2b_cvt.mp4
[1] https://d2hxwnssq7ss7g.cloudfront.net/8q7VP72QiWhS_cvt.mp4

Top Domains
Top Domains in Tweet in Entire Graph:
[1522] propublica.org
[426] twitter.com
[96] trib.al
[29] apple.news
[13] twinybots.ch
[8] co.za
[6] freep.com
[6] pbs.org
[5] nytimes.com
[5] businessinsider.com

Top Domains in Tweet in G1:
[127] propublica.org
[80] trib.al
[77] twitter.com
[3] propub.li
[3] documentcloud.org
[2] apple.news
[2] judicialcriminal.com
[2] nature.com
[2] tennessean.com
[2] timesfreepress.com

Top Domains in Tweet in G2:
[147] propublica.org
[46] twitter.com
[9] trib.al
[6] freep.com
[2] chicago.gov
[2] wbez.org
[2] blockclubchicago.org
[1] youtube.com
[1] apple.news
[1] anchor.fm

Top Domains in Tweet in G3:
[502] propublica.org
[147] twitter.com
[18] apple.news
[13] twinybots.ch
[4] fastcompany.com
[4] justthenews.com
[4] co.uk
[4] businessinsider.com
[4] vanityfair.com
[4] nymag.com

Top Domains in Tweet in G4:
[20] propublica.org
[8] twitter.com
[1] trib.al
[1] chtbl.com

Top Domains in Tweet in G5:
[23] twitter.com
[10] propublica.org
[1] scmp.com
[1] youtube.com

Top Domains in Tweet in G6:
[32] propublica.org
[15] twitter.com
[1] cbpp.org
[1] forms.fm
[1] bit.ly
[1] youtube.com
[1] paper.li
[1] tiktok.com

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

Top Domains in Tweet in G8:
[16] propublica.org
[1] the1a.org
[1] npr.org

Top Domains in Tweet in G9:
[8] propublica.org
[1] twitter.com

Top Domains in Tweet in G10:
[9] twitter.com
[8] propublica.org
[2] cloudfront.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[15] chicago
[15] autopilot
[13] covid19
[12] dialysis
[11] 2yrs2long
[11] cameras
[11] camera
[11] gop
[11] maga
[9] mepolitics



Top Hashtags in Tweet in G1:
[5] tanf
[3] voteblue2022
[3] chickenchecker
[2] racism
[2] arizona
[2] allbillionairesarecriminals
[2] pedophilebillionaires
[2] mepolitics
[2] betofortexas
[2] pandemic

Top Hashtags in Tweet in G2:
[5] race
[5] chicago
[4] racism
[3] whitesupremacy
[2] beyondpolicing
[1] medicaldevices
[1] fda
[1] tech
[1] wokisim
[1] climatecrisis

Top Hashtags in Tweet in G3:
[11] cameras
[11] camera
[5] chicago
[3] covid19
[3] marketing
[3] propublica
[2] smartnews
[2] hongkong
[2] southdakota
[2] press

Top Hashtags in Tweet in G4:
[2] bigtechpodcast
[1] prosecutethetraitors
[1] neverforgetjanuary6th
[1] trumpcrimefamilyforprison

Top Hashtags in Tweet in G5:
[15] autopilot
[11] 2yrs2long
[8] dshea
[8] cuomo
[7] rigged
[4] stopthecoverups
[3] gunviolencepreventablepublichealthepidemic
[2] corporalpunishment
[2] hr3836
[1] exhausted

Top Hashtags in Tweet in G6:
[9] gop
[9] maga
[9] doj
[9] scotus
[9] clarencethomas
[2] bullish
[1] trumpvirus
[1] environmental
[1] climate
[1] journalism

Top Hashtags in Tweet in G7:
[1] postcoderacism
[1] blacklivesmatter

Top Hashtags in Tweet in G8:
[2] tanf
[1] arizona
[1] mepolitics
[1] childwelfare
[1] fostercare
[1] childabuse
[1] haiti

Top Hashtags in Tweet in G9:
[1] priorities

Top Words
Top Words in Tweet in Entire Graph:
[3964] propublica
[1492] black
[944] cameras
[749] state
[685] ticket
[656] found
[638] traffic
[562] more
[541] college
[488] indyemapolis

Top Words in Tweet in G1:
[2447] propublica
[375] texas
[318] welfare
[292] state
[287] first
[238] states
[225] black
[215] found
[189] need
[186] people

Top Words in Tweet in G2:
[842] black
[697] propublica
[462] indyemapolis
[456] cameras
[404] rate
[380] chicago's
[367] speed
[355] areas
[344] white
[332] red

Top Words in Tweet in G3:
[139] black
[136] cameras
[135] traffic
[126] race
[124] neutral
[123] ticket
[118] latino
[117] drivers
[115] propublica
[114] chicago

Top Words in Tweet in G4:
[321] iarnsdorf
[267] state
[258] found
[255] scottabaldwin
[255] oath
[255] list
[255] last
[255] 40
[254] jeffykao
[254] reminder

Top Words in Tweet in G5:
[66] propublica
[49] potus
[38] vp
[34] police
[29] cnn
[27] legalaidnyc
[26] billdeblasio
[25] nycdhs
[24] greyhoundbus
[24] ap

Top Words in Tweet in G6:
[61] propublica
[20] ap
[19] january6thcmte
[17] washingtonpost
[17] nytimes
[15] abc
[13] crewcrew
[12] politico
[12] vegasvisions
[12] repraskin

Top Words in Tweet in G7:
[74] black
[64] more
[63] half
[62] penalties
[62] ruikaneya
[61] billion
[61] contributing
[60] neighborhoods
[59] hit
[59] dollars

Top Words in Tweet in G8:
[47] welfare
[45] propublica
[34] hoarding
[31] help
[30] maine
[30] adam_zuck
[28] national
[28] using
[28] poor
[28] lepage

Top Words in Tweet in G9:
[8] trump
[7] rally
[7] campaign
[6] binnall
[6] january
[6] way
[6] related
[6] true
[5] jordanonrecord
[5] accordi

Top Words in Tweet in G10:
[40] dialysis
[35] first
[35] time
[31] jarvisdeberry
[31] before
[31] case
[30] ended
[30] transplantation
[30] two
[30] weeks

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[663] ticket,black
[479] traffic,cameras
[475] black,latino
[463] cameras,ticket
[370] black,areas
[359] red,light
[342] light,speed
[341] baker,college
[340] white,ones
[320] race,neutral

Top Word Pairs in Tweet in G1:
[176] texas,single
[175] states,texas
[175] texas,mississippi
[175] mississippi,arkansas
[175] arkansas,nebraska
[175] nebraska,denied
[175] denied,90
[175] 90,welfare
[175] welfare,applicants
[175] applicants,2020

Top Word Pairs in Tweet in G2:
[344] black,areas
[324] red,light
[321] ticket,black
[320] light,speed
[315] white,ones
[294] chicago's,red
[288] speed,cameras
[262] cameras,ticket
[248] twice,rate
[239] rate,white

Top Word Pairs in Tweet in G3:
[124] traffic,cameras
[122] race,neutral
[118] ticket,black
[118] black,latino
[117] neutral,traffic
[113] latino,drivers
[112] cameras,ticket
[99] chicago,race
[77] spends,more
[77] financial,aid

Top Word Pairs in Tweet in G4:
[254] reminder,found
[254] found,state
[254] state,senator
[254] senator,scottabaldwin
[254] scottabaldwin,oath
[254] oath,keeper
[254] keeper,member
[254] member,list
[254] list,last
[254] last,october

Top Word Pairs in Tweet in G5:
[30] potus,vp
[22] vp,propublica
[19] greyhoundbus,nycdhs
[17] billdeblasio,greyhoundbus
[14] police,police
[14] nycdhs,36yo
[14] abaesq,legalaidnyc
[12] ap,bncnews
[10] police,law
[10] law,enforcement

Top Word Pairs in Tweet in G6:
[12] nytimes,washingtonpost
[11] ap,january6thcmte
[11] january6thcmte,repraskin
[11] repraskin,repadamschiff
[11] repadamschiff,nytimes
[11] washingtonpost,crewcrew
[11] crewcrew,propublica
[11] propublica,motherjones
[9] uncvrngthetruth,propublica
[9] senategop,propublica

Top Word Pairs in Tweet in G7:
[61] half,billion
[59] black,neighborhoods
[59] neighborhoods,hit
[59] hit,more
[59] more,half
[59] billion,dollars
[59] dollars,penalties
[59] penalties,over
[59] over,last
[59] last,15

Top Word Pairs in Tweet in G8:
[28] hoarding,welfare
[27] maine,national
[27] national,leader
[27] leader,hoarding
[27] welfare,money
[27] money,instead
[27] instead,using
[27] using,help
[27] help,poor
[27] poor,shamefully

Top Word Pairs in Tweet in G9:
[7] trump,campaign
[6] binnall,january
[6] january,rally
[6] rally,way
[6] way,related
[6] related,trump
[6] campaign,true
[5] jordanonrecord,binnall
[5] true,accordi
[3] sedition,reminder

Top Word Pairs in Tweet in G10:
[31] before,first
[30] time,dialysis
[30] dialysis,ended
[30] ended,transplantation
[30] transplantation,two
[30] two,weeks
[30] weeks,before
[30] first,novel
[30] novel,coronavirus
[30] coronavirus,case

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@reporterdavidj
@cbar_tx
@organicfanatic5
@bandler_james
@kbevphoto
@indyemapolis
@smmills1960
@jasonshah
@blockclubchi

Top Replied-To in G1:
@propublica
@ibwellssociety
@somethin2blazeu
@birds_whatrthey
@cupcakekitty09
@okeymor57
@gladgirl720
@publicperson4
@andrewstoeten
@tuckercarlson

Top Replied-To in G2:
@propublica
@reporterdavidj
@kbevphoto
@indyemapolis
@smmills1960
@bandler_james
@jasonshah
@blockclubchi
@charlesornstein
@jodiscohen

Top Replied-To in G4:
@eisingerj
@bedheadforever
@annaleighclark
@propublica
@sdenyaredrain
@jeffykao

Top Replied-To in G5:
@nycmayor
@vp
@nypdpc
@jumaanewilliams
@ccrb_nyc
@potus
@bncnews
@equalityalec
@kamalaharris
@govkathyhochul

Top Replied-To in G6:
@vegasvisions
@tedcruz
@octopus_teach
@jaly2020
@primedirective
@hwatt
@kathleen2_wll
@propublica
@dogs_valley
@radcoach74

Top Replied-To in G7:
@ruikaneya
@kings_memoirs

Top Replied-To in G8:
@adam_zuck
@1a
@hannah_dreyfus
@tnhumanservices
@propublica
@npr
@irmaxwellfrantz

Top Replied-To in G9:
@baddogs4343
@jan_forney
@minggao26

Top Replied-To in G10:
@cernovich
@jarvisdeberry
@turner1870
@bombaybadboy
@laurenboebert
@propublica
@conserveagleusa
@rogerplante1
@themollete
@fishnchipsking

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@indyemapolis
@iarnsdorf
@msanchezmia
@scottabaldwin
@jeffykao
@annaleighclark
@reporterdavidj
@bandler_james
@eisingerj

Top Mentioned in G1:
@propublica
@thellpsx
@ibwellssociety
@paigeblank
@indyemapolis
@msanchezmia
@tsmith1211
@uppittynegress
@basf
@miamidolphins

Top Mentioned in G2:
@propublica
@indyemapolis
@msanchezmia
@annaleighclark
@reporterdavidj
@bandler_james
@freep
@charlesornstein
@smmills1960
@deldeib

Top Mentioned in G3:
@sophiatseliem
@cyberplayground
@stillwaters1029
@jeffoshen
@didikins4life

Top Mentioned in G4:
@iarnsdorf
@scottabaldwin
@jeffykao
@eisingerj
@propublica
@anjeanettedamon
@craigsilverman
@bandler_james
@ashtonpittman
@adam_zuck

Top Mentioned in G5:
@propublica
@potus
@vp
@cnn
@billdeblasio
@nycdhs
@greyhoundbus
@legalaidnyc
@ap
@gothamist

Top Mentioned in G6:
@propublica
@ap
@january6thcmte
@washingtonpost
@nytimes
@abc
@crewcrew
@repraskin
@repadamschiff
@motherjones

Top Mentioned in G7:
@ruikaneya
@propublica
@kings_memoirs
@neosborn
@indyemapolis
@megsnewz
@smmills1960
@msanchezmia
@mickeyd1971
@publicintegrity

Top Mentioned in G8:
@propublica
@adam_zuck
@hannah_dreyfus
@nprkelly
@npr
@1a
@centeronbudget
@tnhumanservices
@wspriggs
@teamtanf_cbpp

Top Mentioned in G9:
@jordanonrecord
@bywillpollock
@minggao26
@ydanasmithdutra
@tentoads4truth
@sundaedivine
@baddogs4343
@saysdana
@dirkschwenk
@100froglegs

Top Mentioned in G10:
@jarvisdeberry
@propublica
@adamkinzinger
@cernovich
@teamphil
@becky_a_smith
@baseballcrank
@rubenzorian
@julie_kelly2
@prince3eb

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@dichristine
@monicasloves
@mattmurph24
@cagney1991
@_redfrog
@phillip92321
@yarosisnancy
@bannerite
@kenkircher1

Top Tweeters in G1:
@dichristine
@_redfrog
@phillip92321
@bannerite
@bunrxm
@ligayaloyola
@cheezwitham
@govkhan
@amyayers16
@justwhatnowwhy

Top Tweeters in G2:
@cagney1991
@mharvey816
@pollsstar
@katcapps
@estarianne
@linda1746
@cwharlow
@adekleine
@the_lady_red
@davidpsdem

Top Tweeters in G3:
@coopmike48
@schestowitz
@justiceoutcry
@denniskoch10
@fleming77
@elkehollings
@gregmroscoe
@drpatfarrell
@markburgerenerg
@kat223

Top Tweeters in G4:
@theresamax
@vedehimajumdar
@carrybeyond
@joanisparkles
@girlzinger
@melissajpeltier
@avonan
@mrkalman
@fwdcrocblu
@arriadna

Top Tweeters in G5:
@jfsebastian146
@reuters
@bostonglobe
@no2hitting
@nydailynews
@j_p_28
@dierdrelewis
@ajc
@snkscoyote
@ap

Top Tweeters in G6:
@thehill
@lllwry
@newindianxpress
@larepublica_pe
@all100senators
@tarundsnaol
@nytimes
@foxnews
@independent_ie
@nypost

Top Tweeters in G7:
@cnbsnana
@iggy
@odoylecharlotte
@rodriguez_linda
@thesydneya
@skyebright8
@itsthebrandi
@carollei4
@baluch_h1
@fagankara

Top Tweeters in G8:
@kenkircher1
@straitarrow10
@nakesha_horsey
@__kristinf34
@joke2power
@daniellegembala
@_ben_franklin1
@graffiti_sf
@mchastang84
@npr

Top Tweeters in G9:
@ydanasmithdutra
@mamurphymaureen
@dianesbaker1
@moisturevapor8r
@eyemagistus
@stlajn1
@vijmn
@dominique6138
@carolwh39009963
@saysdana

Top Tweeters in G10:
@jmood88
@thedalyplanet
@baseballcrank
@evenbev
@shwald
@cernovich
@cristinatarrin1
@fraucheezpuff
@dascenzo
@prince3eb