Propublica, Twitter, 3/5/2021 5:44:13 PM, 250167


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Propublica_2021-03-05_05-50-07.xlsx
Propublica_2021-03-05_05-50-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 05, 2021
Short Description:
Propublica via NodeXL https://bit.ly/3qnDcKG
@propublica
@carolineylchen
@ariana_tobin
@idew2
@reporterestes
@charlesornstein
@mickeyd1971
@buyjusdifferent
@potus
@jessicahuseman

Top hashtags:
#gop
#maga
#gopq
#covid19
#turkey
#climate
#climatechange
#facebook

Description:
Description
The graph represents a network of 6,837 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, 05 March 2021 at 14:03 UTC.

The requested start date was Friday, 05 March 2021 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 4-day, 0-hour, 18-minute period from Monday, 01 March 2021 at 00:20 UTC to Friday, 05 March 2021 at 00:39 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 : 6837
Unique Edges : 3847
Edges With Duplicates : 13271
Total Edges : 17118
Number of Edge Types : 5
Retweet : 5698
MentionsInRetweet : 7106
Mentions : 2602
Tweet : 977
Replies to : 735
Self-Loops : 1012
Reciprocated Vertex Pair Ratio : 0.00920208257658312
Reciprocated Edge Ratio : 0.0182363527294541
Connected Components : 759
Single-Vertex Connected Components : 492
Maximum Vertices in a Connected Component : 5239
Maximum Edges in a Connected Component : 14942
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.190569
Graph Density : 0.000178335568358345
Modularity : 0.412808
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 6,837 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, 05 March 2021 at 14:03 UTC.

The requested start date was Friday, 05 March 2021 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 4-day, 0-hour, 18-minute period from Monday, 01 March 2021 at 00:20 UTC to Friday, 05 March 2021 at 00:39 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:
[226] https://www.propublica.org/article/how-inequity-gets-built-into-americas-vaccination-system
[128] https://www.propublica.org/jobs/democracy-reporter
[55] https://www.propublica.org/article/sheryl-sandberg-and-top-facebook-execs-silenced-an-enemy-of-turkey-to-prevent-a-hit-to-their-business
[39] https://projects.propublica.org/climate-migration/
[34] https://www.propublica.org/article/hours-after-an-employee-accused-him-of-sexual-misconduct-prominent-alaska-executive-resigns
[30] https://www.propublica.org/article/oregons-logging-industry-says-it-cant-afford-new-taxes-but-prices-have-never-been-higher-and-profits-are-soaring
[29] https://www.propublica.org/article/national-debt-trump
[26] https://twitter.com/propublica/status/1366179542952521728
[24] https://www.propublica.org/article/ben-lewis-murder
[20] https://www.propublica.org/article/the-climate-crisis-is-worse-than-you-can-imagine-heres-what-happens-if-you-try

Top URLs in Tweet in G1:
[14] https://propub.li/3uiisY9
[13] https://bit.ly/3b7iPx2
[10] https://www.propublica.org/article/how-inequity-gets-built-into-americas-vaccination-system
[6] https://twitter.com/propublica/status/1366877958481281027
[5] https://www.propublica.org/article/the-nations-first-reparations-package-to-survivors-of-police-torture-included-a-public-memorial-survivors-are-still-waiting
[4] https://www.propublica.org/jobs/democracy-reporter
[4] https://www.propublica.org/article/lawyers-who-were-ineligible-to-handle-serious-criminal-charges-were-given-thousands-of-these-cases-anyway
[3] https://www.pbs.org/wgbh/frontline/article/boogaloo-bois-military-training-overthrow-government/?utm_campaign=frontline&utm_content=1612196341&utm_medium=social&utm_source=twitter
[3] https://www.youtube.com/watch?v=8dgIWuLOi0w&feature=youtu.be

[3] https://twitter.com/propublica/status/1366191535377817601

Top URLs in Tweet in G2:
[35] https://www.propublica.org/article/how-inequity-gets-built-into-americas-vaccination-system
[8] https://twitter.com/propublica/status/1366321131427405826
[4] https://twitter.com/propublica/status/1366179542952521728
[3] https://www.propublica.org/article/what-the-horrific-crash-on-the-border-says-about-u-s-immigration-policy
[3] https://www.propublica.org/article/ben-lewis-murder
[3] https://www.propublica.org/article/como-se-incorpora-la-inequidad-en-el-sistema-de-vacunacion-de-estados-unidos?utm_source=sailthru&utm_medium=email&utm_campaign=espanol&utm_content=feature
[2] https://twitter.com/propublica/status/1367562324920385537
[2] https://twitter.com/propublica/status/1364402678516842496
[2] https://www.propublica.org/article/como-se-incorpora-la-inequidad-en-el-sistema-de-vacunacion-de-estados-unidos
[2] https://features.propublica.org/illinois-sundown-towns/legend-of-anna/

Top URLs in Tweet in G3:
[64] https://www.propublica.org/article/how-inequity-gets-built-into-americas-vaccination-system
[21] https://www.propublica.org/article/oregons-logging-industry-says-it-cant-afford-new-taxes-but-prices-have-never-been-higher-and-profits-are-soaring
[20] https://www.propublica.org/article/sheryl-sandberg-and-top-facebook-execs-silenced-an-enemy-of-turkey-to-prevent-a-hit-to-their-business
[15] https://www.propublica.org/article/hours-after-an-employee-accused-him-of-sexual-misconduct-prominent-alaska-executive-resigns
[14] https://projects.propublica.org/climate-migration/
[12] https://www.propublica.org/article/the-climate-crisis-is-worse-than-you-can-imagine-heres-what-happens-if-you-try
[12] https://www.propublica.org/article/fred-steese-wrongfully-convicted
[9] https://twitter.com/propublica/status/1366179542952521728
[9] https://www.propublica.org/article/ben-lewis-murder
[9] https://twitter.com/propublica/status/1366908636237332486

Top URLs in Tweet in G4:
[12] https://www.propublica.org/article/national-debt-trump
[4] https://www.propublica.org/article/trump-friends-and-family-cleared-for-millions-in-small-business-bailout
[3] https://www.propublica.org/article/national-debt-trump/amp
[2] https://twitter.com/propublica/status/1366878733320269826
[2] https://www.nytimes.com/interactive/2020/07/23/magazine/climate-migration.html?smid=tw-nytmag&smtyp=cur
[1] https://twitter.com/everastegui/status/1366955089131372544
[1] https://twitter.com/nickjudin/status/1366786913768796165
[1] https://www.propublica.org/article/covid-vaccine-supply
[1] https://www.propublica.org/article/allende-zetas-cartel-massacre-and-the-us-dea
[1] https://twitter.com/Mikel_Jollett/status/1366873811916705794

Top URLs in Tweet in G5:
[107] https://www.propublica.org/jobs/democracy-reporter
[41] https://www.propublica.org/article/how-inequity-gets-built-into-americas-vaccination-system
[16] https://twitter.com/charlesornstein/status/1366819184957612039
[6] https://www.propublica.org/article/hours-after-an-employee-accused-him-of-sexual-misconduct-prominent-alaska-executive-resigns
[2] https://www.propublica.org/article/oregons-logging-industry-says-it-cant-afford-new-taxes-but-prices-have-never-been-higher-and-profits-are-soaring
[2] https://www.propublica.org/article/two-coasts-one-virus-how-new-york-suffered-nearly-10-times-the-number-of-deaths-as-california
[2] https://www.propublica.org/article/fire-through-dry-grass-andrew-cuomo-saw-covid-19-threat-to-nursing-homes-then-he-risked-adding-to-it
[1] https://www.propublica.org/article/propublica-is-seeking-new-applicants-for-its-local-reporting-network
[1] https://www.propublica.org/article/power-companies-get-exactly-what-they-want-how-texas-repeatedly-failed-to-protect-its-power-grid-against-extreme-weather
[1] https://www.propublica.org/article/the-billionaire-governor-whos-been-sued-dozens-of-times-for-millions-in-unpaid-bills

Top URLs in Tweet in G6:
[2] https://twitter.com/propublica/status/1366259903606751233
[1] https://www.propublica.org/jobs/democracy-reporter
[1] https://twitter.com/propublica/status/1366329163255316483
[1] https://www.propublica.org/article/guide-to-california-prisons
[1] https://www.propublica.org/series/the-turbotax-trap
[1] https://twitter.com/propublica/status/1366191535377817601
[1] https://propub.li/3uiisY9
[1] https://www.propublica.org/article/how-inequity-gets-built-into-americas-vaccination-system
[1] https://www.youtube.com/watch?v=F3pfCGr6SEw&feature=youtu.be


Top URLs in Tweet in G7:
[8] https://twitter.com/propublica/status/1366179542952521728
[3] https://www.propublica.org/article/how-inequity-gets-built-into-americas-vaccination-system
[2] https://www.propublica.org/jobs/democracy-reporter
[1] https://twitter.com/Ariana_Tobin/status/1366404271038685186
[1] https://propub.li/3uiisY9
[1] https://www.propublica.org/article/four-ways-you-can-seek-back-pay-for-an-unpaid-internship
[1] https://twitter.com/propublica/status/1366321131427405826

Top URLs in Tweet in G8:
[1] https://twitter.com/propublica/status/1367039917910614018
[1] https://www.propublica.org/article/the-radicalization-of-kevin-greeson/amp?__twitter_impression=true
[1] https://twitter.com/propublica/status/1366862118629347331
[1] https://propub.li/3uiisY9
[1] https://www.propublica.org/article/here-are-six-accidents-unc-researchers-had-with-lab-created-coronaviruses
[1] https://twitter.com/propublica/status/1366688776928509957
[1] https://mobile.twitter.com/propublica/status/1366651760190849026
[1] https://www.propublica.org/jobs/democracy-reporter
[1] https://projects.propublica.org/represent/members/S000033/votes-missed/116
[1] https://trib.al/wvdTvz3

Top URLs in Tweet in G9:
[6] https://www.propublica.org/article/ben-lewis-murder
[2] https://www.propublica.org/article/why-opening-restaurants-is-exactly-what-the-coronavirus-wants-us-to-do
[1] https://twitter.com/propublica/status/1366274610401058820

Top URLs in Tweet in G10:
[3] https://www.propublica.org/article/hours-after-an-employee-accused-him-of-sexual-misconduct-prominent-alaska-executive-resigns
[2] https://twitter.com/propublica/status/1367094965126455299
[2] https://www.propublica.org/article/spreading-corruption-is-a-russian-government-foreign-policy
[1] https://projects.propublica.org/parler-capitol-videos/?id=bHrrdOH7wawk
[1] https://projects.propublica.org/parler-capitol-videos/?id=igOyEj08TU50
[1] https://twitter.com/propublica/status/1367083420426338304
[1] https://www.propublica.org/article/the-climate-crisis-is-worse-than-you-can-imagine-heres-what-happens-if-you-try
[1] https://projects.propublica.org/politwoops/
[1] https://www.propublica.org/article/the-obama-justice-department-had-a-plan-to-hold-police-accountable-for-abuses-the-trump-doj-has-undermined-it
[1] https://www.propublica.org/article/investors-extracted-400-million-from-a-hospital-chain-that-sometimes-couldnt-pay-for-medical-supplies-or-gas-for-ambulances

Top Domains
Top Domains in Tweet in Entire Graph:
[1250] propublica.org
[422] twitter.com
[109] propub.li
[26] bit.ly
[15] trib.al
[11] apple.news
[11] feedpress.com
[7] buff.ly
[5] youtube.com
[5] pbs.org

Top Domains in Tweet in G1:
[96] propub.li
[61] propublica.org
[37] twitter.com
[15] bit.ly
[10] trib.al
[5] pbs.org
[3] apple.news
[3] youtube.com
[2] nytimes.com
[2] bitly.com

Top Domains in Tweet in G2:
[66] propublica.org
[27] twitter.com
[1] rand.org
[1] propub.li
[1] ire.org
[1] buff.ly
[1] youtu.be
[1] sigar.mil
[1] ournevadajudges.com
[1] wsj.com

Top Domains in Tweet in G3:
[337] propublica.org
[157] twitter.com
[10] feedpress.com
[6] bit.ly
[6] buff.ly
[5] apple.news
[3] lnkd.in
[3] ift.tt
[3] blogspot.com
[2] niemanlab.org

Top Domains in Tweet in G4:
[35] twitter.com
[35] propublica.org
[2] nytimes.com
[1] latimes.com
[1] etsy.me
[1] usatoday.com
[1] newyorker.com
[1] statista.com
[1] seatnow.org
[1] gunbroker.com

Top Domains in Tweet in G5:
[166] propublica.org
[18] twitter.com
[2] foodfarmsdemocracy.net
[2] bit.ly
[1] propub.li
[1] adn.com
[1] houstonpress.com
[1] secondratedemocracy.com
[1] substack.com
[1] cnn.com

Top Domains in Tweet in G6:
[4] propublica.org
[4] twitter.com
[1] propub.li
[1] youtube.com

Top Domains in Tweet in G7:
[10] twitter.com
[6] propublica.org
[1] propub.li

Top Domains in Tweet in G8:
[8] propublica.org
[5] twitter.com
[2] trib.al
[1] propub.li

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

Top Domains in Tweet in G10:
[19] propublica.org
[5] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[22] gop
[22] maga
[21] gopq
[16] covid19
[8] turkey
[8] climate
[7] climatechange
[7] facebook
[7] inequity
[6] defundthepolice



Top Hashtags in Tweet in G1:
[2] covid19
[2] science
[1] health
[1] medicine
[1] coronavirus
[1] socialjustice
[1] crime
[1] vaccination
[1] curtisflowers
[1] fightthegoodfight

Top Hashtags in Tweet in G2:
[2] nicar21
[2] notmeus
[2] blm
[1] vaccinehesitancy
[1] covid19vaccines
[1] covid19
[1] resist
[1] digitaldivide
[1] intentionallyact
[1] healthequity

Top Hashtags in Tweet in G3:
[4] climatechange
[4] coronavirus
[4] inequity
[4] turkey
[3] covid19
[3] facebook
[3] links
[3] press
[3] feedly
[2] reform

Top Hashtags in Tweet in G4:
[22] maga
[21] gop
[21] gopq
[4] mississippi
[4] water
[3] trumpcrimefamily
[3] trumpscum
[3] trumpsucks
[3] politicslive
[3] fatca

Top Hashtags in Tweet in G5:
[1] journalismjobs

Top Hashtags in Tweet in G6:
[1] alpolitics
[1] hartford
[1] osha
[1] fired
[1] policeraids
[1] policenews
[1] policebrutality
[1] mustsee

Top Hashtags in Tweet in G8:
[4] grift
[4] kakistocracy
[4] bidenharrisadministration
[1] covidreliefbill
[1] caresact
[1] wall
[1] everyvoice
[1] demcast
[1] freshvoicesrise

Top Hashtags in Tweet in G10:
[1] seditionhunters
[1] access
[1] covid19vaccine

Top Words
Top Words in Tweet in Entire Graph:
[4702] propublica
[1052] people
[868] vaccine
[589] black
[508] police
[469] time
[457] barriers
[452] one
[401] going
[365] more

Top Words in Tweet in G1:
[3148] propublica
[567] people
[398] black
[332] going
[280] accountable
[265] held
[264] asked
[264] whose
[260] pro
[260] leg

Top Words in Tweet in G2:
[320] vaccine
[314] carolineylchen
[250] propublica
[169] donâ
[167] people
[159] barriers
[158] really
[157] spanish
[155] please
[154] œi

Top Words in Tweet in G3:
[74] system
[73] built
[72] propublica
[70] gets
[70] vaccination
[66] inequity
[66] americaâ
[37] more
[34] people
[29] canâ

Top Words in Tweet in G4:
[87] propublica
[45] ap
[38] cnn
[32] npr
[27] usatoday
[26] reuters
[26] gop
[25] wsj
[25] abc
[23] cspanwj

Top Words in Tweet in G5:
[242] propublica
[179] charlesornstein
[123] apply
[112] democracy
[110] hiring
[110] reporter
[109] job
[107] great
[41] gets
[41] americaâ

Top Words in Tweet in G6:
[324] propublica
[183] police
[181] iamjohnoliver
[178] raids
[177] segment
[176] during
[176] lastweektonight's
[176] cited
[176] 2015
[176] report

Top Words in Tweet in G7:
[137] vaccine
[133] ariana_tobin
[132] drive
[131] needs
[130] balboa
[130] wheelchair
[130] around
[130] miami
[130] lives
[130] sites

Top Words in Tweet in G8:
[9] propublica
[6] potus
[6] more
[4] housing
[4] #grift
[4] graft
[4] boondoggle
[4] left
[4] outgoing
[4] #kakistocracy

Top Words in Tweet in G9:
[88] chicago
[79] black
[75] mickeyd1971
[72] politician
[64] propublica
[62] 1963
[61] rising
[61] reelected
[61] city
[61] council

Top Words in Tweet in G10:
[22] here's
[22] link
[22] video
[22] those
[21] soychicka
[21] original
[21] incredibly
[21] important
[21] establishing
[21] links

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[286] held,accountable
[280] people,going
[280] going,held
[279] œwhen,people
[279] accountable,asked
[279] thabo,sefolosha
[278] asked,thabo
[278] sefolosha,pro
[278] pro,basketball
[278] basketball,player

Top Word Pairs in Tweet in G1:
[264] held,accountable
[259] people,going
[259] going,held
[258] œwhen,people
[258] accountable,asked
[258] asked,thabo
[258] thabo,sefolosha
[258] sefolosha,pro
[258] pro,basketball
[258] basketball,player

Top Word Pairs in Tweet in G2:
[154] œi,please
[154] please,really
[154] really,register
[154] register,vaccine
[154] vaccine,spanish
[154] spanish,donâ
[137] vaccine,programs
[132] carolineylchen,vaccine
[131] programs,designed
[131] designed,inherent

Top Word Pairs in Tweet in G3:
[69] gets,built
[66] vaccination,system
[65] inequity,gets
[65] built,americaâ
[65] americaâ,vaccination
[26] logging,industry
[25] oregonâ,logging
[25] industry,canâ
[25] canâ,afford
[25] afford,taxes

Top Word Pairs in Tweet in G4:
[22] vdailysun,foxnews
[22] foxnews,brithume
[22] brithume,cnn
[22] cnn,cspanwj
[22] cspanwj,wsj
[22] wsj,nypost
[22] nypost,nro
[22] nro,ndn
[22] ndn,ap
[22] ap,abc

Top Word Pairs in Tweet in G5:
[107] charlesornstein,propublica
[107] propublica,hiring
[105] hiring,democracy
[105] democracy,reporter
[105] reporter,great
[105] great,job
[105] job,apply
[40] inequity,gets
[40] gets,built
[40] built,americaâ

Top Word Pairs in Tweet in G6:
[177] police,raids
[176] propublica,during
[176] during,lastweektonight's
[176] lastweektonight's,segment
[176] segment,police
[176] raids,iamjohnoliver
[176] iamjohnoliver,cited
[176] cited,2015
[176] 2015,report
[176] report,flashbang

Top Word Pairs in Tweet in G7:
[130] balboa,needs
[130] needs,wheelchair
[130] wheelchair,around
[130] around,miami
[130] miami,lives
[130] lives,vaccine
[130] vaccine,sites
[130] sites,drive
[130] drive,morales
[130] morales,doesnâ

Top Word Pairs in Tweet in G8:
[4] more,#grift
[4] #grift,graft
[4] graft,boondoggle
[4] boondoggle,left
[4] left,outgoing
[4] outgoing,#kakistocracy
[4] #kakistocracy,#bidenharrisadministration
[4] #bidenharrisadministration,clean
[3] moved2italy,more
[3] clean,thâ

Top Word Pairs in Tweet in G9:
[72] black,politician
[61] 1963,rising
[61] rising,black
[61] politician,reelected
[61] reelected,chicago
[61] chicago,city
[61] city,council
[61] council,known
[61] known,run
[61] run,congress

Top Word Pairs in Tweet in G10:
[21] here's,link
[21] link,original
[21] original,video
[21] video,incredibly
[21] incredibly,important
[21] important,establishing
[21] establishing,links
[21] links,between
[21] between,those
[21] those,involved

Top Replied-To
Top Replied-To in Entire Graph:
@propublica
@bad_acid_labs
@naimmerchant
@thesharkpunch
@revelationofthe
@cappersmessiah
@senjoniernst
@the_book_girl
@angelaadaugher2
@senronjohnson

Top Replied-To in G1:
@propublica
@angelaadaugher2
@the_book_girl
@robertweav1
@therealginalynn
@tissuepapercat1
@delizl225
@pfshawns
@frontlinepbs
@apple

Top Replied-To in G2:
@bad_acid_labs
@revelationofthe
@cappersmessiah
@carolineylchen
@bykenarmstrong
@thebeenster
@audreyjourno
@fatherbeard
@conklin_cassie
@leilanirgraham

Top Replied-To in G4:
@propublica
@senjoniernst
@washingtonpost
@kylebjorrey
@beccawhitnall
@vampipe
@brikeilarcnn
@watchthecops
@drewholden360
@joleneswisher2

Top Replied-To in G5:
@propublica
@charlesornstein
@tomhancockwv
@joshuahol
@grumpyporcupine
@joshuarothman
@bykenarmstrong
@emptywheel
@honey6113

Top Replied-To in G6:
@propublica

Top Replied-To in G7:
@ariana_tobin

Top Replied-To in G8:
@potus
@propublica
@waywardmegan15
@david_barkin
@frank66stanton
@redwoodgirl
@noalarmplanet
@terifelts
@davidsirota
@crestpeg

Top Replied-To in G9:
@propublica
@thesharkpunch
@kathlee71013772
@mickeyd1971
@6502_ftw
@hawkeyeravi

Top Replied-To in G10:
@ryanjreilly
@alaskalandmine
@dwuhlfelderlaw
@propublica
@sprzyslp
@tentoads4truth
@msmariat

Top Mentioned
Top Mentioned in Entire Graph:
@propublica
@carolineylchen
@charlesornstein
@iamjohnoliver
@lastweektonight
@ariana_tobin
@frontlinepbs
@dlind
@reporterestes
@idew2

Top Mentioned in G1:
@propublica
@frontlinepbs
@asburyparkpress
@govhowarddean
@jaketapper
@motherjones
@carolineylchen
@applepodcasts
@apple

Top Mentioned in G2:
@carolineylchen
@propublica
@dlind
@podsaveamerica
@lordradlib
@mrym_jml
@revelationofthe
@otraletra
@bykenarmstrong
@thebeenster

Top Mentioned in G3:
@ann_neels
@exde601e
@jwickslaw
@robbytreeroot
@kbirkenfeld

Top Mentioned in G4:
@propublica
@ap
@cnn
@npr
@usatoday
@reuters
@gop
@wsj
@abc
@cspanwj

Top Mentioned in G5:
@propublica
@charlesornstein
@emptywheel
@robwdavis
@kylehopkinsak
@carolineylchen
@bykenarmstrong
@dicktofel

Top Mentioned in G6:
@propublica
@iamjohnoliver
@lastweektonight
@connorasheets
@ariana_tobin
@frontlinepbs
@annaleighclark
@charlesornstein
@ryangabrielson
@carolineylchen

Top Mentioned in G7:
@ariana_tobin
@propublica
@myrmecos
@lmatsakis
@carolineylchen
@charlesornstein
@mrym_jml
@bykenarmstrong
@lastweektonight
@iamjohnoliver

Top Mentioned in G8:
@propublica
@potus
@vp
@senschumer
@joebiden
@moved2italy
@nih
@michell41527274
@kenklippenstein
@davidsirota

Top Mentioned in G9:
@mickeyd1971
@propublica
@_tonybriscoe
@thesharkpunch
@deldeib
@kwill20
@melissajpeltier
@womensvoicesma2
@18diannem
@wikisteff

Top Mentioned in G10:
@soychicka
@propublica
@bkatakis
@trueblue4u2
@dianesbaker1
@myrubypearl
@arapaho415
@janforney1
@platoinct
@loonyberg

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@oldlady12345
@dichristine
@moonbootica
@1denmadrid
@theagood
@jude_mugabi
@thereal_rebel
@_redfrog
@bannerite

Top Tweeters in G1:
@oldlady12345
@dichristine
@1denmadrid
@thereal_rebel
@_redfrog
@russelltim151
@b1e56df9ce6549f
@foggybottomgal
@1loriking
@justwhatnowwhy

Top Tweeters in G2:
@moonbootica
@lechatnoire4
@marthalynneowe1
@reagancbrown
@brontyman
@kimvie
@reneevoicebrand
@roripierpont1
@lawgirl318
@grannynannynews

Top Tweeters in G3:
@theagood
@coopmike48
@backstorymom1
@iamjoetrudeau
@danwibg
@mactavish
@sonofselassie
@hdgregg
@drogon_dracarys
@urlifewillbloom

Top Tweeters in G4:
@bannerite
@thehill
@businessinsider
@reuters
@el_pais
@huffpost
@dcexaminer
@johnapp63499667
@skynews
@bostonglobe

Top Tweeters in G5:
@chilhon2016lap
@n7irl
@lorettabower3
@mary_swilling
@summer7570
@kat223
@alwaysthinkhow
@tam_resist
@suestroud
@thecorollary

Top Tweeters in G6:
@missb62
@cheezwitham
@politicalbee
@vedehimajumdar
@moreandagain
@angelsscream
@micjojd
@carlyinnj
@cnbsnana
@coronaupdatebot

Top Tweeters in G7:
@kenkircher1
@sba1211
@dajoker36
@kitten0409
@burritojustice
@outseide
@kukkurovaca
@bobduff1
@john_chu
@duskysprngfield

Top Tweeters in G8:
@redwoodgirl
@vickie627
@mikaelaskyesays
@ladyoftheocean1
@dcfairbank
@butterflylove_8
@jilgner
@jencages
@misshellca
@ziggystardad

Top Tweeters in G9:
@wise_diva
@melissajpeltier
@kskm3
@18diannem
@leanscanvas
@sayitaint__
@stewartsmithtwt
@thewallstbull
@octobersowntae
@_venabme

Top Tweeters in G10:
@katcapps
@lovetogive2
@joanisparkles
@bethsinniresist
@carrybeyond
@familygrowing1
@deesbarbara
@whirledcitizen_
@ydanasmithdutra
@avonan


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